[2020-11-08 09:45:58,667][root][INFO] - ===> Configurations [2020-11-08 09:45:58,683][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth 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: 5000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: ScannetVoxelization2cmDataset train_file: data_efficient_by_scenes/20/0.txt voxel_size: 0.05 data_dir: data sampled_inds: null 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: /checkpoint/jihou/data/scannet/pointcloud/ stanford3d_path: /home/chrischoy/datasets/Stanford3D train: is_train: true stat_freq: 1 save_freq: 500 val_freq: 500 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://learnfair0930:10100 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: 0.1 data_aug_color_jitter_std: 0.05 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 save_features: false save_feat_dir: outputs/feat save_prediction: false save_pred_dir: outputs/pred test_temporal_average: false visualize_path: outputs/visualize 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: /checkpoint/jihou/insseglessscenes_ load_bn: all_bn resume_config: null instance: true swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-08 09:45:58,683][root][INFO] - ===> Initializing dataloader [2020-11-08 09:45:58,688][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 09:45:58,691][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 09:45:58,692][root][INFO] - ===> Building model [2020-11-08 09:45:58,985][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 09:45:58,985][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=20, 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]) ) [2020-11-08 09:45:58,988][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 09:45:59,929][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, block2.0.norm1.bn.bias, block2.0.norm1.bn.running_mean, block2.0.norm1.bn.running_var, block2.0.norm1.bn.num_batches_tracked, block2.0.conv2.kernel, block2.0.norm2.bn.weight, block2.0.norm2.bn.bias, block2.0.norm2.bn.running_mean, block2.0.norm2.bn.running_var, block2.0.norm2.bn.num_batches_tracked, block2.0.downsample.0.kernel, block2.0.downsample.1.bn.weight, block2.0.downsample.1.bn.bias, block2.0.downsample.1.bn.running_mean, block2.0.downsample.1.bn.running_var, block2.0.downsample.1.bn.num_batches_tracked, block2.1.conv1.kernel, block2.1.norm1.bn.weight, block2.1.norm1.bn.bias, block2.1.norm1.bn.running_mean, block2.1.norm1.bn.running_var, block2.1.norm1.bn.num_batches_tracked, block2.1.conv2.kernel, block2.1.norm2.bn.weight, block2.1.norm2.bn.bias, block2.1.norm2.bn.running_mean, block2.1.norm2.bn.running_var, 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block3.3.norm2.bn.weight, block3.3.norm2.bn.bias, block3.3.norm2.bn.running_mean, block3.3.norm2.bn.running_var, block3.3.norm2.bn.num_batches_tracked, conv4p8s2.kernel, 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, 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block4.4.norm1.bn.running_mean, block4.4.norm1.bn.running_var, block4.4.norm1.bn.num_batches_tracked, block4.4.conv2.kernel, block4.4.norm2.bn.weight, block4.4.norm2.bn.bias, 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, block5.0.downsample.1.bn.bias, block5.0.downsample.1.bn.running_mean, block5.0.downsample.1.bn.running_var, block5.0.downsample.1.bn.num_batches_tracked, block5.1.conv1.kernel, block5.1.norm1.bn.weight, block5.1.norm1.bn.bias, block5.1.norm1.bn.running_mean, block5.1.norm1.bn.running_var, block5.1.norm1.bn.num_batches_tracked, block5.1.conv2.kernel, block5.1.norm2.bn.weight, block5.1.norm2.bn.bias, block5.1.norm2.bn.running_mean, block5.1.norm2.bn.running_var, block5.1.norm2.bn.num_batches_tracked, convtr5p8s2.kernel, bntr5.bn.weight, bntr5.bn.bias, bntr5.bn.running_mean, bntr5.bn.running_var, bntr5.bn.num_batches_tracked, block6.0.conv1.kernel, block6.0.norm1.bn.weight, block6.0.norm1.bn.bias, block6.0.norm1.bn.running_mean, block6.0.norm1.bn.running_var, block6.0.norm1.bn.num_batches_tracked, block6.0.conv2.kernel, block6.0.norm2.bn.weight, block6.0.norm2.bn.bias, block6.0.norm2.bn.running_mean, block6.0.norm2.bn.running_var, block6.0.norm2.bn.num_batches_tracked, 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 [2020-11-08 09:46:00,110][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 09:46:00,110][root][INFO] - => no weights.pth [2020-11-08 09:46:12,517][root][INFO] - ===> Epoch[1](1/5): Loss 4.3706, Sem 3.0076, dir 0.0853, norm 1.2777, swav 0.0000 LR: 9.998e-02 Score 2.454 Data time: 3.6785, Forward time: 3.2892, Backward time: 5.2857, DDP time: 0.0047, Total iter time: 12.3584 [2020-11-08 09:46:17,926][root][INFO] - ===> Epoch[1](2/5): Loss 4.3199, Sem 2.9113, dir -0.1545, norm 1.5631, swav 0.0000 LR: 9.996e-02 Score 11.299 Data time: 0.2186, Forward time: 2.7758, Backward time: 3.9729, DDP time: 0.0041, Total iter time: 5.1903 [2020-11-08 09:46:23,246][root][INFO] - ===> Epoch[1](3/5): Loss 3.5766, Sem 2.7249, dir -0.1853, norm 1.0371, swav 0.0000 LR: 9.995e-02 Score 52.932 Data time: 0.2431, Forward time: 2.6434, Backward time: 3.4174, DDP time: 0.0041, Total iter time: 4.9650 [2020-11-08 09:46:28,768][root][INFO] - ===> Epoch[1](4/5): Loss 3.3989, Sem 2.5078, dir -0.1337, norm 1.0248, swav 0.0000 LR: 9.993e-02 Score 54.817 Data time: 0.2440, Forward time: 2.6853, Backward time: 3.1088, DDP time: 0.0034, Total iter time: 5.2502 [2020-11-08 09:46:34,695][root][INFO] - ===> Epoch[1](5/5): Loss 3.2669, Sem 2.3186, dir -0.1299, norm 1.0783, swav 0.0000 LR: 9.991e-02 Score 51.513 Data time: 0.1989, Forward time: 2.5730, Backward time: 3.1376, DDP time: 0.0035, Total iter time: 5.6510 [2020-11-08 09:46:41,805][root][INFO] - ===> Epoch[2](6/5): Loss 2.7688, Sem 2.0265, dir -0.3001, norm 1.0424, swav 0.0000 LR: 9.989e-02 Score 54.147 Data time: 0.2406, Forward time: 2.5002, Backward time: 3.3421, DDP time: 0.0037, Total iter time: 6.8862 [2020-11-08 09:46:47,928][root][INFO] - ===> Epoch[2](7/5): Loss 2.7127, Sem 1.9226, dir -0.1992, norm 0.9893, swav 0.0000 LR: 9.987e-02 Score 53.611 Data time: 0.2687, Forward time: 2.5701, Backward time: 3.2468, DDP time: 0.0037, Total iter time: 5.9525 [2020-11-08 09:46:57,116][root][INFO] - ===> Epoch[2](8/5): Loss 2.7613, Sem 1.7466, dir -0.1850, norm 1.1997, swav 0.0000 LR: 9.986e-02 Score 57.910 Data time: 0.2442, Forward time: 2.5433, Backward time: 3.6131, DDP time: 0.0038, Total iter time: 8.9918 [2020-11-08 09:47:02,556][root][INFO] - ===> Epoch[2](9/5): Loss 2.5383, Sem 1.8761, dir -0.3342, norm 0.9964, swav 0.0000 LR: 9.984e-02 Score 54.951 Data time: 0.1611, Forward time: 2.4498, Backward time: 3.5795, DDP time: 0.0038, Total iter time: 5.2798 [2020-11-08 09:47:08,097][root][INFO] - ===> Epoch[2](10/5): Loss 2.6361, Sem 1.8405, dir -0.2514, norm 1.0469, swav 0.0000 LR: 9.982e-02 Score 56.475 Data time: 0.1972, Forward time: 2.4226, Backward time: 3.5224, DDP time: 0.0038, Total iter time: 5.4479 [2020-11-08 09:47:13,402][root][INFO] - ===> Epoch[3](11/5): Loss 2.2206, Sem 1.8010, dir -0.3868, norm 0.8064, swav 0.0000 LR: 9.980e-02 Score 56.727 Data time: 0.1805, Forward time: 2.4042, Backward time: 3.4482, DDP time: 0.0038, Total iter time: 5.1428 [2020-11-08 09:47:19,259][root][INFO] - ===> Epoch[3](12/5): Loss 2.3914, Sem 1.9119, dir -0.3856, norm 0.8651, swav 0.0000 LR: 9.978e-02 Score 53.471 Data time: 0.2016, Forward time: 2.3920, Backward time: 3.4259, DDP time: 0.0038, Total iter time: 5.7200 [2020-11-08 09:47:24,400][root][INFO] - ===> Epoch[3](13/5): Loss 2.0433, Sem 1.7043, dir -0.4554, norm 0.7945, swav 0.0000 LR: 9.977e-02 Score 58.504 Data time: 0.1964, Forward time: 2.3765, Backward time: 3.3568, DDP time: 0.0039, Total iter time: 4.9734 [2020-11-08 09:47:30,669][root][INFO] - ===> Epoch[3](14/5): Loss 2.0777, Sem 1.7697, dir -0.4730, norm 0.7810, swav 0.0000 LR: 9.975e-02 Score 54.134 Data time: 0.2583, Forward time: 2.3826, Backward time: 3.3543, DDP time: 0.0039, Total iter time: 6.1459 [2020-11-08 09:47:37,191][root][INFO] - ===> Epoch[3](15/5): Loss 2.0282, Sem 1.6911, dir -0.4772, norm 0.8143, swav 0.0000 LR: 9.973e-02 Score 57.565 Data time: 0.1628, Forward time: 2.3528, Backward time: 3.4080, DDP time: 0.0039, Total iter time: 6.3935 [2020-11-08 09:47:43,186][root][INFO] - ===> Epoch[4](16/5): Loss 1.9280, Sem 1.6847, dir -0.4975, norm 0.7408, swav 0.0000 LR: 9.971e-02 Score 56.464 Data time: 0.1415, Forward time: 2.2985, Backward time: 3.4523, DDP time: 0.0039, Total iter time: 5.8822 [2020-11-08 09:47:48,759][root][INFO] - ===> Epoch[4](17/5): Loss 1.8992, Sem 1.6355, dir -0.4829, norm 0.7466, swav 0.0000 LR: 9.969e-02 Score 58.181 Data time: 0.1751, Forward time: 2.2683, Backward time: 3.4515, DDP time: 0.0040, Total iter time: 5.4920 [2020-11-08 09:47:55,111][root][INFO] - ===> Epoch[4](18/5): Loss 1.9955, Sem 1.6914, dir -0.5095, norm 0.8136, swav 0.0000 LR: 9.968e-02 Score 53.586 Data time: 0.2623, Forward time: 2.3109, Backward time: 3.4225, DDP time: 0.0040, Total iter time: 6.2511 [2020-11-08 09:48:00,444][root][INFO] - ===> Epoch[4](19/5): Loss 1.8507, Sem 1.6105, dir -0.5208, norm 0.7610, swav 0.0000 LR: 9.966e-02 Score 56.204 Data time: 0.1711, Forward time: 2.2980, Backward time: 3.3934, DDP time: 0.0040, Total iter time: 5.1907 [2020-11-08 09:48:06,572][root][INFO] - ===> Epoch[4](20/5): Loss 1.7829, Sem 1.5380, dir -0.5274, norm 0.7722, swav 0.0000 LR: 9.964e-02 Score 57.859 Data time: 0.1799, Forward time: 2.2849, Backward time: 3.4095, DDP time: 0.0040, Total iter time: 6.0134 [2020-11-08 09:48:11,850][root][INFO] - ===> Epoch[5](21/5): Loss 1.7623, Sem 1.5520, dir -0.5238, norm 0.7341, swav 0.0000 LR: 9.962e-02 Score 56.049 Data time: 0.2084, Forward time: 2.2929, Backward time: 3.3665, DDP time: 0.0039, Total iter time: 5.2013 [2020-11-08 09:48:18,344][root][INFO] - ===> Epoch[5](22/5): Loss 1.6887, Sem 1.4477, dir -0.5260, norm 0.7670, swav 0.0000 LR: 9.960e-02 Score 59.040 Data time: 0.2426, Forward time: 2.3067, Backward time: 3.3708, DDP time: 0.0039, Total iter time: 6.3786 [2020-11-08 09:48:25,854][root][INFO] - ===> Epoch[5](23/5): Loss 1.8419, Sem 1.6431, dir -0.5461, norm 0.7449, swav 0.0000 LR: 9.959e-02 Score 54.187 Data time: 0.1971, Forward time: 2.3024, Backward time: 3.4320, DDP time: 0.0040, Total iter time: 7.3589 [2020-11-08 09:48:31,134][root][INFO] - ===> Epoch[5](24/5): Loss 1.7897, Sem 1.5787, dir -0.5531, norm 0.7641, swav 0.0000 LR: 9.957e-02 Score 55.372 Data time: 0.1817, Forward time: 2.2939, Backward time: 3.4074, DDP time: 0.0040, Total iter time: 5.1708 [2020-11-08 09:48:35,856][root][INFO] - ===> Epoch[5](25/5): Loss 1.6769, Sem 1.5410, dir -0.5546, norm 0.6905, swav 0.0000 LR: 9.955e-02 Score 56.920 Data time: 0.2157, Forward time: 2.3016, Backward time: 3.3472, DDP time: 0.0038, Total iter time: 4.6174 [2020-11-08 09:48:41,658][root][INFO] - ===> Epoch[6](26/5): Loss 1.4790, Sem 1.4077, dir -0.5927, norm 0.6640, swav 0.0000 LR: 9.953e-02 Score 59.237 Data time: 0.1817, Forward time: 2.2910, Backward time: 3.3493, DDP time: 0.0039, Total iter time: 5.6997 [2020-11-08 09:48:47,278][root][INFO] - ===> Epoch[6](27/5): Loss 1.5364, Sem 1.4156, dir -0.5772, norm 0.6981, swav 0.0000 LR: 9.951e-02 Score 60.263 Data time: 0.1261, Forward time: 2.2570, Backward time: 3.3736, DDP time: 0.0038, Total iter time: 5.5171 [2020-11-08 09:48:54,854][root][INFO] - ===> Epoch[6](28/5): Loss 1.6533, Sem 1.4941, dir -0.5575, norm 0.7167, swav 0.0000 LR: 9.950e-02 Score 57.284 Data time: 0.2268, Forward time: 2.2695, Backward time: 3.4158, DDP time: 0.0038, Total iter time: 7.5068 [2020-11-08 09:48:59,923][root][INFO] - ===> Epoch[6](29/5): Loss 1.7472, Sem 1.5702, dir -0.5576, norm 0.7346, swav 0.0000 LR: 9.948e-02 Score 55.351 Data time: 0.1484, Forward time: 2.2464, Backward time: 3.4047, DDP time: 0.0038, Total iter time: 4.9505 [2020-11-08 09:49:06,214][root][INFO] - ===> Epoch[6](30/5): Loss 1.7528, Sem 1.5573, dir -0.5604, norm 0.7558, swav 0.0000 LR: 9.946e-02 Score 55.764 Data time: 0.2389, Forward time: 2.2653, Backward time: 3.3954, DDP time: 0.0038, Total iter time: 6.2242 [2020-11-08 09:49:11,702][root][INFO] - ===> Epoch[7](31/5): Loss 1.5643, Sem 1.4731, dir -0.5857, norm 0.6769, swav 0.0000 LR: 9.944e-02 Score 59.680 Data time: 0.1851, Forward time: 2.2611, Backward time: 3.3805, DDP time: 0.0038, Total iter time: 5.3283 [2020-11-08 09:49:17,961][root][INFO] - ===> Epoch[7](32/5): Loss 1.6646, Sem 1.4840, dir -0.5701, norm 0.7507, swav 0.0000 LR: 9.942e-02 Score 59.847 Data time: 0.2047, Forward time: 2.2670, Backward time: 3.3810, DDP time: 0.0038, Total iter time: 6.1415 [2020-11-08 09:49:23,533][root][INFO] - ===> Epoch[7](33/5): Loss 1.4529, Sem 1.3593, dir -0.5856, norm 0.6792, swav 0.0000 LR: 9.941e-02 Score 63.614 Data time: 0.2070, Forward time: 2.2670, Backward time: 3.3654, DDP time: 0.0038, Total iter time: 5.4205 [2020-11-08 09:49:30,281][root][INFO] - ===> Epoch[7](34/5): Loss 1.5437, Sem 1.4546, dir -0.5996, norm 0.6888, swav 0.0000 LR: 9.939e-02 Score 60.916 Data time: 0.1786, Forward time: 2.2563, Backward time: 3.3957, DDP time: 0.0038, Total iter time: 6.6224 [2020-11-08 09:49:36,307][root][INFO] - ===> Epoch[7](35/5): Loss 1.5016, Sem 1.3967, dir -0.5939, norm 0.6988, swav 0.0000 LR: 9.937e-02 Score 59.956 Data time: 0.2800, Forward time: 2.2814, Backward time: 3.3709, DDP time: 0.0037, Total iter time: 5.9545 [2020-11-08 09:49:41,674][root][INFO] - ===> Epoch[8](36/5): Loss 1.4385, Sem 1.3691, dir -0.5984, norm 0.6678, swav 0.0000 LR: 9.935e-02 Score 63.173 Data time: 0.2270, Forward time: 2.2745, Backward time: 3.3551, DDP time: 0.0037, Total iter time: 5.2211 [2020-11-08 09:49:47,358][root][INFO] - ===> Epoch[8](37/5): Loss 1.5789, Sem 1.4800, dir -0.6139, norm 0.7128, swav 0.0000 LR: 9.933e-02 Score 59.243 Data time: 0.1709, Forward time: 2.2647, Backward time: 3.3568, DDP time: 0.0037, Total iter time: 5.5793 [2020-11-08 09:49:54,607][root][INFO] - ===> Epoch[8](38/5): Loss 1.4369, Sem 1.3434, dir -0.6111, norm 0.7046, swav 0.0000 LR: 9.932e-02 Score 62.609 Data time: 0.1816, Forward time: 2.2582, Backward time: 3.3954, DDP time: 0.0037, Total iter time: 7.1738 [2020-11-08 09:50:00,300][root][INFO] - ===> Epoch[8](39/5): Loss 1.5019, Sem 1.4357, dir -0.6056, norm 0.6718, swav 0.0000 LR: 9.930e-02 Score 60.822 Data time: 0.2592, Forward time: 2.2732, Backward time: 3.3702, DDP time: 0.0037, Total iter time: 5.5473 [2020-11-08 09:50:05,944][root][INFO] - ===> Epoch[8](40/5): Loss 1.3506, Sem 1.3045, dir -0.6079, norm 0.6540, swav 0.0000 LR: 9.928e-02 Score 63.207 Data time: 0.2461, Forward time: 2.2875, Backward time: 3.3462, DDP time: 0.0037, Total iter time: 5.5094 [2020-11-08 09:50:10,938][root][INFO] - ===> Epoch[9](41/5): Loss 1.2411, Sem 1.2481, dir -0.6460, norm 0.6390, swav 0.0000 LR: 9.926e-02 Score 65.864 Data time: 0.2266, Forward time: 2.2878, Backward time: 3.3212, DDP time: 0.0037, Total iter time: 4.8873 [2020-11-08 09:50:18,300][root][INFO] - ===> Epoch[9](42/5): Loss 1.5725, Sem 1.4144, dir -0.6029, norm 0.7610, swav 0.0000 LR: 9.924e-02 Score 59.636 Data time: 0.3581, Forward time: 2.3186, Backward time: 3.3201, DDP time: 0.0037, Total iter time: 7.2515 [2020-11-08 09:50:24,313][root][INFO] - ===> Epoch[9](43/5): Loss 1.3982, Sem 1.4625, dir -0.6662, norm 0.6019, swav 0.0000 LR: 9.923e-02 Score 58.538 Data time: 0.1664, Forward time: 2.3134, Backward time: 3.3240, DDP time: 0.0037, Total iter time: 5.8572 [2020-11-08 09:50:29,740][root][INFO] - ===> Epoch[9](44/5): Loss 1.3570, Sem 1.3440, dir -0.6551, norm 0.6682, swav 0.0000 LR: 9.921e-02 Score 62.268 Data time: 0.1735, Forward time: 2.3009, Backward time: 3.3230, DDP time: 0.0037, Total iter time: 5.3131 [2020-11-08 09:50:35,698][root][INFO] - ===> Epoch[9](45/5): Loss 1.2595, Sem 1.2922, dir -0.6658, norm 0.6332, swav 0.0000 LR: 9.919e-02 Score 63.635 Data time: 0.1901, Forward time: 2.2975, Backward time: 3.3259, DDP time: 0.0037, Total iter time: 5.8721 [2020-11-08 09:50:40,762][root][INFO] - ===> Epoch[10](46/5): Loss 1.2551, Sem 1.3092, dir -0.6777, norm 0.6237, swav 0.0000 LR: 9.917e-02 Score 62.715 Data time: 0.1546, Forward time: 2.2843, Backward time: 3.3191, DDP time: 0.0037, Total iter time: 4.9423 [2020-11-08 09:50:45,443][root][INFO] - ===> Epoch[10](47/5): Loss 1.1365, Sem 1.2659, dir -0.7055, norm 0.5761, swav 0.0000 LR: 9.915e-02 Score 64.152 Data time: 0.2401, Forward time: 2.2854, Backward time: 3.2911, DDP time: 0.0037, Total iter time: 4.6098 [2020-11-08 09:50:51,624][root][INFO] - ===> Epoch[10](48/5): Loss 1.3605, Sem 1.3399, dir -0.6856, norm 0.7063, swav 0.0000 LR: 9.914e-02 Score 61.127 Data time: 0.2208, Forward time: 2.2879, Backward time: 3.2923, DDP time: 0.0037, Total iter time: 6.0654 [2020-11-08 09:50:57,020][root][INFO] - ===> Epoch[10](49/5): Loss 1.2311, Sem 1.3265, dir -0.7102, norm 0.6148, swav 0.0000 LR: 9.912e-02 Score 62.568 Data time: 0.2258, Forward time: 2.2938, Backward time: 3.2755, DDP time: 0.0036, Total iter time: 5.2817 [2020-11-08 09:51:02,900][root][INFO] - ===> Epoch[10](50/5): Loss 1.3339, Sem 1.4011, dir -0.6950, norm 0.6277, swav 0.0000 LR: 9.910e-02 Score 59.577 Data time: 0.2280, Forward time: 2.2977, Backward time: 3.2701, DDP time: 0.0036, Total iter time: 5.7690 [2020-11-08 09:51:10,506][root][INFO] - ===> Epoch[11](51/5): Loss 1.2058, Sem 1.2816, dir -0.6983, norm 0.6226, swav 0.0000 LR: 9.908e-02 Score 63.702 Data time: 0.2121, Forward time: 2.2990, Backward time: 3.2989, DDP time: 0.0036, Total iter time: 7.4463 [2020-11-08 09:51:16,579][root][INFO] - ===> Epoch[11](52/5): Loss 1.2056, Sem 1.2782, dir -0.7114, norm 0.6387, swav 0.0000 LR: 9.906e-02 Score 63.737 Data time: 0.1433, Forward time: 2.2861, Backward time: 3.3132, DDP time: 0.0037, Total iter time: 5.9540 [2020-11-08 09:51:22,819][root][INFO] - ===> Epoch[11](53/5): Loss 1.2761, Sem 1.3523, dir -0.7137, norm 0.6375, swav 0.0000 LR: 9.905e-02 Score 60.791 Data time: 0.1991, Forward time: 2.2812, Backward time: 3.3228, DDP time: 0.0037, Total iter time: 6.1513 [2020-11-08 09:51:28,901][root][INFO] - ===> Epoch[11](54/5): Loss 1.1742, Sem 1.3178, dir -0.7288, norm 0.5853, swav 0.0000 LR: 9.903e-02 Score 61.085 Data time: 0.2687, Forward time: 2.2894, Backward time: 3.3148, DDP time: 0.0037, Total iter time: 5.9527 [2020-11-08 09:51:34,432][root][INFO] - ===> Epoch[11](55/5): Loss 1.1435, Sem 1.2875, dir -0.7260, norm 0.5819, swav 0.0000 LR: 9.901e-02 Score 62.722 Data time: 0.2751, Forward time: 2.2994, Backward time: 3.2940, DDP time: 0.0037, Total iter time: 5.3940 [2020-11-08 09:51:39,682][root][INFO] - ===> Epoch[12](56/5): Loss 1.1331, Sem 1.2645, dir -0.7288, norm 0.5975, swav 0.0000 LR: 9.899e-02 Score 64.681 Data time: 0.2032, Forward time: 2.2961, Backward time: 3.2841, DDP time: 0.0037, Total iter time: 5.1320 [2020-11-08 09:51:45,678][root][INFO] - ===> Epoch[12](57/5): Loss 1.1038, Sem 1.2530, dir -0.7416, norm 0.5924, swav 0.0000 LR: 9.897e-02 Score 62.651 Data time: 0.2770, Forward time: 2.3115, Backward time: 3.2687, DDP time: 0.0037, Total iter time: 5.8734 [2020-11-08 09:51:51,867][root][INFO] - ===> Epoch[12](58/5): Loss 1.1091, Sem 1.3226, dir -0.7575, norm 0.5440, swav 0.0000 LR: 9.896e-02 Score 61.652 Data time: 0.1432, Forward time: 2.3004, Backward time: 3.2830, DDP time: 0.0037, Total iter time: 6.0749 [2020-11-08 09:51:58,933][root][INFO] - ===> Epoch[12](59/5): Loss 1.3451, Sem 1.3967, dir -0.7291, norm 0.6774, swav 0.0000 LR: 9.894e-02 Score 59.000 Data time: 0.2701, Forward time: 2.3111, Backward time: 3.2902, DDP time: 0.0037, Total iter time: 6.9814 [2020-11-08 09:52:05,418][root][INFO] - ===> Epoch[12](60/5): Loss 1.1016, Sem 1.2581, dir -0.7439, norm 0.5875, swav 0.0000 LR: 9.892e-02 Score 63.218 Data time: 0.2096, Forward time: 2.3120, Backward time: 3.2969, DDP time: 0.0037, Total iter time: 6.3713 [2020-11-08 09:52:11,850][root][INFO] - ===> Epoch[13](61/5): Loss 1.0499, Sem 1.2280, dir -0.7484, norm 0.5703, swav 0.0000 LR: 9.890e-02 Score 63.674 Data time: 0.2023, Forward time: 2.3101, Backward time: 3.3057, DDP time: 0.0037, Total iter time: 6.3186 [2020-11-08 09:52:17,413][root][INFO] - ===> Epoch[13](62/5): Loss 1.0711, Sem 1.2607, dir -0.7544, norm 0.5648, swav 0.0000 LR: 9.888e-02 Score 62.844 Data time: 0.1834, Forward time: 2.3043, Backward time: 3.3042, DDP time: 0.0037, Total iter time: 5.4534 [2020-11-08 09:52:23,363][root][INFO] - ===> Epoch[13](63/5): Loss 1.0874, Sem 1.2726, dir -0.7635, norm 0.5783, swav 0.0000 LR: 9.887e-02 Score 61.893 Data time: 0.2156, Forward time: 2.3055, Backward time: 3.3023, DDP time: 0.0037, Total iter time: 5.8465 [2020-11-08 09:52:28,249][root][INFO] - ===> Epoch[13](64/5): Loss 1.0824, Sem 1.1990, dir -0.7317, norm 0.6150, swav 0.0000 LR: 9.885e-02 Score 64.575 Data time: 0.1435, Forward time: 2.2920, Backward time: 3.2988, DDP time: 0.0037, Total iter time: 4.7724 [2020-11-08 09:52:33,692][root][INFO] - ===> Epoch[13](65/5): Loss 1.1120, Sem 1.2724, dir -0.7424, norm 0.5821, swav 0.0000 LR: 9.883e-02 Score 62.388 Data time: 0.2595, Forward time: 2.2984, Backward time: 3.2841, DDP time: 0.0037, Total iter time: 5.3448 [2020-11-08 09:52:39,358][root][INFO] - ===> Epoch[14](66/5): Loss 1.0080, Sem 1.2375, dir -0.7772, norm 0.5477, swav 0.0000 LR: 9.881e-02 Score 63.097 Data time: 0.2285, Forward time: 2.3033, Backward time: 3.2746, DDP time: 0.0037, Total iter time: 5.5453 [2020-11-08 09:52:45,175][root][INFO] - ===> Epoch[14](67/5): Loss 0.9789, Sem 1.2087, dir -0.7742, norm 0.5444, swav 0.0000 LR: 9.879e-02 Score 63.570 Data time: 0.1565, Forward time: 2.2965, Backward time: 3.2788, DDP time: 0.0037, Total iter time: 5.7013 [2020-11-08 09:52:51,567][root][INFO] - ===> Epoch[14](68/5): Loss 1.0336, Sem 1.2558, dir -0.7652, norm 0.5430, swav 0.0000 LR: 9.878e-02 Score 62.318 Data time: 0.2328, Forward time: 2.2980, Backward time: 3.2830, DDP time: 0.0037, Total iter time: 6.3103 [2020-11-08 09:52:57,340][root][INFO] - ===> Epoch[14](69/5): Loss 0.9325, Sem 1.1456, dir -0.7755, norm 0.5624, swav 0.0000 LR: 9.876e-02 Score 66.103 Data time: 0.2226, Forward time: 2.2992, Backward time: 3.2785, DDP time: 0.0037, Total iter time: 5.6487 [2020-11-08 09:53:03,496][root][INFO] - ===> Epoch[14](70/5): Loss 1.1333, Sem 1.2779, dir -0.7562, norm 0.6116, swav 0.0000 LR: 9.874e-02 Score 61.814 Data time: 0.2005, Forward time: 2.2992, Backward time: 3.2813, DDP time: 0.0037, Total iter time: 6.0531 [2020-11-08 09:53:09,144][root][INFO] - ===> Epoch[15](71/5): Loss 1.0383, Sem 1.2138, dir -0.7756, norm 0.6001, swav 0.0000 LR: 9.872e-02 Score 63.568 Data time: 0.1652, Forward time: 2.2915, Backward time: 3.2842, DDP time: 0.0037, Total iter time: 5.5174 [2020-11-08 09:53:15,717][root][INFO] - ===> Epoch[15](72/5): Loss 0.9220, Sem 1.1957, dir -0.7900, norm 0.5163, swav 0.0000 LR: 9.870e-02 Score 63.936 Data time: 0.2054, Forward time: 2.2902, Backward time: 3.2934, DDP time: 0.0037, Total iter time: 6.4738 [2020-11-08 09:53:21,488][root][INFO] - ===> Epoch[15](73/5): Loss 0.9543, Sem 1.1559, dir -0.7731, norm 0.5714, swav 0.0000 LR: 9.869e-02 Score 64.805 Data time: 0.1552, Forward time: 2.2836, Backward time: 3.2970, DDP time: 0.0037, Total iter time: 5.6508 [2020-11-08 09:53:26,600][root][INFO] - ===> Epoch[15](74/5): Loss 1.0314, Sem 1.2547, dir -0.7800, norm 0.5567, swav 0.0000 LR: 9.867e-02 Score 63.274 Data time: 0.1630, Forward time: 2.2776, Backward time: 3.2927, DDP time: 0.0037, Total iter time: 5.0264 [2020-11-08 09:53:33,374][root][INFO] - ===> Epoch[15](75/5): Loss 0.8941, Sem 1.1874, dir -0.8039, norm 0.5106, swav 0.0000 LR: 9.865e-02 Score 62.776 Data time: 0.1879, Forward time: 2.2723, Backward time: 3.3080, DDP time: 0.0037, Total iter time: 6.6637 [2020-11-08 09:53:40,638][root][INFO] - ===> Epoch[16](76/5): Loss 1.0017, Sem 1.2349, dir -0.7857, norm 0.5524, swav 0.0000 LR: 9.863e-02 Score 61.804 Data time: 0.2625, Forward time: 2.2782, Backward time: 3.3177, DDP time: 0.0037, Total iter time: 7.1300 [2020-11-08 09:53:46,889][root][INFO] - ===> Epoch[16](77/5): Loss 0.8421, Sem 1.1204, dir -0.7879, norm 0.5096, swav 0.0000 LR: 9.861e-02 Score 65.899 Data time: 0.1434, Forward time: 2.2708, Backward time: 3.3282, DDP time: 0.0037, Total iter time: 6.1210 [2020-11-08 09:53:52,715][root][INFO] - ===> Epoch[16](78/5): Loss 0.9496, Sem 1.1766, dir -0.7878, norm 0.5609, swav 0.0000 LR: 9.860e-02 Score 64.195 Data time: 0.1212, Forward time: 2.2583, Backward time: 3.3405, DDP time: 0.0037, Total iter time: 5.7236 [2020-11-08 09:53:59,259][root][INFO] - ===> Epoch[16](79/5): Loss 0.9610, Sem 1.1800, dir -0.7780, norm 0.5590, swav 0.0000 LR: 9.858e-02 Score 63.953 Data time: 0.1896, Forward time: 2.2550, Backward time: 3.3510, DDP time: 0.0037, Total iter time: 6.4707 [2020-11-08 09:54:04,628][root][INFO] - ===> Epoch[16](80/5): Loss 0.9775, Sem 1.2183, dir -0.7765, norm 0.5356, swav 0.0000 LR: 9.856e-02 Score 62.438 Data time: 0.2531, Forward time: 2.2603, Backward time: 3.3379, DDP time: 0.0037, Total iter time: 5.2559 [2020-11-08 09:54:09,938][root][INFO] - ===> Epoch[17](81/5): Loss 0.9384, Sem 1.1560, dir -0.7796, norm 0.5620, swav 0.0000 LR: 9.854e-02 Score 64.481 Data time: 0.2149, Forward time: 2.2601, Backward time: 3.3298, DDP time: 0.0037, Total iter time: 5.1897 [2020-11-08 09:54:17,221][root][INFO] - ===> Epoch[17](82/5): Loss 0.7611, Sem 1.1046, dir -0.8114, norm 0.4679, swav 0.0000 LR: 9.852e-02 Score 64.110 Data time: 0.2724, Forward time: 2.2669, Backward time: 3.3375, DDP time: 0.0037, Total iter time: 7.1431 [2020-11-08 09:54:23,279][root][INFO] - ===> Epoch[17](83/5): Loss 0.8718, Sem 1.1452, dir -0.7962, norm 0.5229, swav 0.0000 LR: 9.851e-02 Score 66.376 Data time: 0.2564, Forward time: 2.2739, Backward time: 3.3312, DDP time: 0.0037, Total iter time: 5.9324 [2020-11-08 09:54:29,116][root][INFO] - ===> Epoch[17](84/5): Loss 0.9963, Sem 1.1943, dir -0.7704, norm 0.5724, swav 0.0000 LR: 9.849e-02 Score 63.459 Data time: 0.2645, Forward time: 2.2826, Backward time: 3.3206, DDP time: 0.0036, Total iter time: 5.7249 [2020-11-08 09:54:35,546][root][INFO] - ===> Epoch[17](85/5): Loss 0.9526, Sem 1.1919, dir -0.7848, norm 0.5455, swav 0.0000 LR: 9.847e-02 Score 63.563 Data time: 0.1936, Forward time: 2.2807, Backward time: 3.3269, DDP time: 0.0036, Total iter time: 6.2961 [2020-11-08 09:54:40,709][root][INFO] - ===> Epoch[18](86/5): Loss 0.8932, Sem 1.1868, dir -0.8118, norm 0.5183, swav 0.0000 LR: 9.845e-02 Score 63.146 Data time: 0.2273, Forward time: 2.2815, Backward time: 3.3163, DDP time: 0.0036, Total iter time: 5.0528 [2020-11-08 09:54:46,940][root][INFO] - ===> Epoch[18](87/5): Loss 0.9476, Sem 1.1887, dir -0.7870, norm 0.5459, swav 0.0000 LR: 9.843e-02 Score 62.435 Data time: 0.2894, Forward time: 2.2913, Backward time: 3.3088, DDP time: 0.0036, Total iter time: 6.1096 [2020-11-08 09:54:52,433][root][INFO] - ===> Epoch[18](88/5): Loss 0.7726, Sem 1.0880, dir -0.8022, norm 0.4868, swav 0.0000 LR: 9.841e-02 Score 67.858 Data time: 0.1828, Forward time: 2.2881, Backward time: 3.3059, DDP time: 0.0036, Total iter time: 5.3431 [2020-11-08 09:54:58,322][root][INFO] - ===> Epoch[18](89/5): Loss 0.8686, Sem 1.1185, dir -0.7788, norm 0.5289, swav 0.0000 LR: 9.840e-02 Score 66.043 Data time: 0.1992, Forward time: 2.2874, Backward time: 3.3056, DDP time: 0.0036, Total iter time: 5.7862 [2020-11-08 09:55:04,014][root][INFO] - ===> Epoch[18](90/5): Loss 0.8435, Sem 1.1059, dir -0.7918, norm 0.5295, swav 0.0000 LR: 9.838e-02 Score 64.856 Data time: 0.2003, Forward time: 2.2859, Backward time: 3.3036, DDP time: 0.0036, Total iter time: 5.5628 [2020-11-08 09:55:08,805][root][INFO] - ===> Epoch[19](91/5): Loss 0.8101, Sem 1.1313, dir -0.8124, norm 0.4912, swav 0.0000 LR: 9.836e-02 Score 64.159 Data time: 0.2150, Forward time: 2.2846, Backward time: 3.2923, DDP time: 0.0036, Total iter time: 4.6867 [2020-11-08 09:55:14,479][root][INFO] - ===> Epoch[19](92/5): Loss 0.9278, Sem 1.1591, dir -0.7806, norm 0.5493, swav 0.0000 LR: 9.834e-02 Score 64.236 Data time: 0.2654, Forward time: 2.2901, Backward time: 3.2836, DDP time: 0.0036, Total iter time: 5.5645 [2020-11-08 09:55:20,474][root][INFO] - ===> Epoch[19](93/5): Loss 0.8514, Sem 1.1365, dir -0.8069, norm 0.5219, swav 0.0000 LR: 9.832e-02 Score 66.142 Data time: 0.2459, Forward time: 2.2955, Backward time: 3.2782, DDP time: 0.0036, Total iter time: 5.8648 [2020-11-08 09:55:26,656][root][INFO] - ===> Epoch[19](94/5): Loss 0.8899, Sem 1.1297, dir -0.7872, norm 0.5475, swav 0.0000 LR: 9.831e-02 Score 64.721 Data time: 0.2280, Forward time: 2.2976, Backward time: 3.2780, DDP time: 0.0036, Total iter time: 6.0459 [2020-11-08 09:55:32,750][root][INFO] - ===> Epoch[19](95/5): Loss 0.7134, Sem 1.0330, dir -0.7988, norm 0.4791, swav 0.0000 LR: 9.829e-02 Score 68.313 Data time: 0.2631, Forward time: 2.3030, Backward time: 3.2729, DDP time: 0.0036, Total iter time: 5.9690 [2020-11-08 09:55:38,881][root][INFO] - ===> Epoch[20](96/5): Loss 0.7770, Sem 1.0775, dir -0.7965, norm 0.4960, swav 0.0000 LR: 9.827e-02 Score 67.183 Data time: 0.2516, Forward time: 2.3096, Backward time: 3.2678, DDP time: 0.0036, Total iter time: 6.0054 [2020-11-08 09:55:45,167][root][INFO] - ===> Epoch[20](97/5): Loss 0.9282, Sem 1.1450, dir -0.7855, norm 0.5687, swav 0.0000 LR: 9.825e-02 Score 63.990 Data time: 0.1604, Forward time: 2.3043, Backward time: 3.2757, DDP time: 0.0036, Total iter time: 6.1437 [2020-11-08 09:55:52,394][root][INFO] - ===> Epoch[20](98/5): Loss 0.8446, Sem 1.1081, dir -0.8059, norm 0.5424, swav 0.0000 LR: 9.823e-02 Score 66.436 Data time: 0.2275, Forward time: 2.3025, Backward time: 3.2899, DDP time: 0.0036, Total iter time: 7.1646 [2020-11-08 09:55:58,545][root][INFO] - ===> Epoch[20](99/5): Loss 0.8244, Sem 1.1144, dir -0.8084, norm 0.5184, swav 0.0000 LR: 9.822e-02 Score 66.259 Data time: 0.3095, Forward time: 2.3110, Backward time: 3.2828, DDP time: 0.0036, Total iter time: 6.0486 [2020-11-08 09:56:04,523][root][INFO] - ===> Epoch[20](100/5): Loss 0.7800, Sem 1.0696, dir -0.8061, norm 0.5166, swav 0.0000 LR: 9.820e-02 Score 66.180 Data time: 0.2576, Forward time: 2.3136, Backward time: 3.2799, DDP time: 0.0036, Total iter time: 5.8464 [2020-11-08 09:56:10,863][root][INFO] - ===> Epoch[21](101/5): Loss 0.8063, Sem 1.0866, dir -0.8039, norm 0.5236, swav 0.0000 LR: 9.818e-02 Score 66.166 Data time: 0.1735, Forward time: 2.3102, Backward time: 3.2866, DDP time: 0.0036, Total iter time: 6.2243 [2020-11-08 09:56:17,339][root][INFO] - ===> Epoch[21](102/5): Loss 0.6932, Sem 1.0445, dir -0.8168, norm 0.4655, swav 0.0000 LR: 9.816e-02 Score 68.449 Data time: 0.1895, Forward time: 2.3079, Backward time: 3.2936, DDP time: 0.0036, Total iter time: 6.3750 [2020-11-08 09:56:23,237][root][INFO] - ===> Epoch[21](103/5): Loss 0.8643, Sem 1.1135, dir -0.7835, norm 0.5343, swav 0.0000 LR: 9.814e-02 Score 65.497 Data time: 0.1808, Forward time: 2.3051, Backward time: 3.2954, DDP time: 0.0036, Total iter time: 5.7965 [2020-11-08 09:56:29,544][root][INFO] - ===> Epoch[21](104/5): Loss 0.8003, Sem 1.1569, dir -0.8207, norm 0.4640, swav 0.0000 LR: 9.813e-02 Score 64.884 Data time: 0.1674, Forward time: 2.3014, Backward time: 3.3019, DDP time: 0.0036, Total iter time: 6.2023 [2020-11-08 09:56:36,165][root][INFO] - ===> Epoch[21](105/5): Loss 0.7190, Sem 1.0311, dir -0.8068, norm 0.4948, swav 0.0000 LR: 9.811e-02 Score 68.682 Data time: 0.1732, Forward time: 2.2967, Backward time: 3.3121, DDP time: 0.0036, Total iter time: 6.5152 [2020-11-08 09:56:42,481][root][INFO] - ===> Epoch[22](106/5): Loss 0.8149, Sem 1.1093, dir -0.8112, norm 0.5168, swav 0.0000 LR: 9.809e-02 Score 66.398 Data time: 0.1839, Forward time: 2.2948, Backward time: 3.3170, DDP time: 0.0036, Total iter time: 6.2149 [2020-11-08 09:56:49,302][root][INFO] - ===> Epoch[22](107/5): Loss 0.8541, Sem 1.1459, dir -0.8070, norm 0.5151, swav 0.0000 LR: 9.807e-02 Score 65.136 Data time: 0.1468, Forward time: 2.2885, Backward time: 3.3304, DDP time: 0.0036, Total iter time: 6.7007 [2020-11-08 09:56:53,958][root][INFO] - ===> Epoch[22](108/5): Loss 0.6730, Sem 0.9786, dir -0.8009, norm 0.4953, swav 0.0000 LR: 9.805e-02 Score 70.717 Data time: 0.2448, Forward time: 2.2870, Backward time: 3.3199, DDP time: 0.0036, Total iter time: 4.5888 [2020-11-08 09:57:00,600][root][INFO] - ===> Epoch[22](109/5): Loss 0.7330, Sem 1.0656, dir -0.8118, norm 0.4792, swav 0.0000 LR: 9.804e-02 Score 66.762 Data time: 0.2216, Forward time: 2.2879, Backward time: 3.3247, DDP time: 0.0036, Total iter time: 6.5377 [2020-11-08 09:57:05,966][root][INFO] - ===> Epoch[22](110/5): Loss 0.7846, Sem 1.0529, dir -0.7978, norm 0.5295, swav 0.0000 LR: 9.802e-02 Score 66.924 Data time: 0.1912, Forward time: 2.2855, Backward time: 3.3209, DDP time: 0.0036, Total iter time: 5.2095 [2020-11-08 09:57:11,714][root][INFO] - ===> Epoch[23](111/5): Loss 0.7942, Sem 1.0554, dir -0.7972, norm 0.5360, swav 0.0000 LR: 9.800e-02 Score 67.080 Data time: 0.2857, Forward time: 2.2893, Backward time: 3.3145, DDP time: 0.0036, Total iter time: 5.6308 [2020-11-08 09:57:18,337][root][INFO] - ===> Epoch[23](112/5): Loss 0.6612, Sem 0.9733, dir -0.8008, norm 0.4887, swav 0.0000 LR: 9.798e-02 Score 69.999 Data time: 0.2385, Forward time: 2.2925, Backward time: 3.3163, DDP time: 0.0036, Total iter time: 6.4958 [2020-11-08 09:57:23,471][root][INFO] - ===> Epoch[23](113/5): Loss 0.6929, Sem 1.0441, dir -0.8082, norm 0.4570, swav 0.0000 LR: 9.796e-02 Score 67.732 Data time: 0.1430, Forward time: 2.2853, Backward time: 3.3149, DDP time: 0.0037, Total iter time: 5.0133 [2020-11-08 09:57:30,913][root][INFO] - ===> Epoch[23](114/5): Loss 0.7309, Sem 1.0650, dir -0.8075, norm 0.4735, swav 0.0000 LR: 9.795e-02 Score 67.193 Data time: 0.2574, Forward time: 2.2893, Backward time: 3.3232, DDP time: 0.0037, Total iter time: 7.3582 [2020-11-08 09:57:36,995][root][INFO] - ===> Epoch[23](115/5): Loss 0.6578, Sem 1.0193, dir -0.8326, norm 0.4710, swav 0.0000 LR: 9.793e-02 Score 68.179 Data time: 0.3187, Forward time: 2.2966, Backward time: 3.3161, DDP time: 0.0036, Total iter time: 5.9604 [2020-11-08 09:57:42,698][root][INFO] - ===> Epoch[24](116/5): Loss 0.7651, Sem 1.0150, dir -0.8097, norm 0.5598, swav 0.0000 LR: 9.791e-02 Score 69.183 Data time: 0.2740, Forward time: 2.3022, Backward time: 3.3075, DDP time: 0.0036, Total iter time: 5.5656 [2020-11-08 09:57:48,645][root][INFO] - ===> Epoch[24](117/5): Loss 0.7528, Sem 1.0783, dir -0.8288, norm 0.5033, swav 0.0000 LR: 9.789e-02 Score 66.119 Data time: 0.2906, Forward time: 2.3086, Backward time: 3.3003, DDP time: 0.0036, Total iter time: 5.8153 [2020-11-08 09:57:53,806][root][INFO] - ===> Epoch[24](118/5): Loss 0.6926, Sem 1.0525, dir -0.8159, norm 0.4561, swav 0.0000 LR: 9.787e-02 Score 67.478 Data time: 0.1614, Forward time: 2.3052, Backward time: 3.2962, DDP time: 0.0036, Total iter time: 4.9952 [2020-11-08 09:57:58,280][root][INFO] - ===> Epoch[24](119/5): Loss 0.6759, Sem 1.0271, dir -0.8300, norm 0.4789, swav 0.0000 LR: 9.786e-02 Score 68.803 Data time: 0.1643, Forward time: 2.3012, Backward time: 3.2883, DDP time: 0.0036, Total iter time: 4.4029 [2020-11-08 09:58:04,762][root][INFO] - ===> Epoch[24](120/5): Loss 0.6450, Sem 1.0051, dir -0.8237, norm 0.4635, swav 0.0000 LR: 9.784e-02 Score 68.477 Data time: 0.2010, Forward time: 2.2995, Backward time: 3.2940, DDP time: 0.0036, Total iter time: 6.3873 [2020-11-08 09:58:12,625][root][INFO] - ===> Epoch[25](121/5): Loss 0.7619, Sem 1.0841, dir -0.8227, norm 0.5006, swav 0.0000 LR: 9.782e-02 Score 66.010 Data time: 0.2359, Forward time: 2.3025, Backward time: 3.3059, DDP time: 0.0036, Total iter time: 7.7433 [2020-11-08 09:58:17,446][root][INFO] - ===> Epoch[25](122/5): Loss 0.5533, Sem 0.9201, dir -0.8204, norm 0.4536, swav 0.0000 LR: 9.780e-02 Score 73.245 Data time: 0.2055, Forward time: 2.3016, Backward time: 3.2973, DDP time: 0.0036, Total iter time: 4.6897 [2020-11-08 09:58:22,456][root][INFO] - ===> Epoch[25](123/5): Loss 0.7091, Sem 1.0161, dir -0.8223, norm 0.5153, swav 0.0000 LR: 9.778e-02 Score 68.616 Data time: 0.2021, Forward time: 2.3008, Backward time: 3.2902, DDP time: 0.0036, Total iter time: 4.8881 [2020-11-08 09:58:28,936][root][INFO] - ===> Epoch[25](124/5): Loss 0.5992, Sem 1.0133, dir -0.8374, norm 0.4234, swav 0.0000 LR: 9.777e-02 Score 68.584 Data time: 0.1579, Forward time: 2.2961, Backward time: 3.2983, DDP time: 0.0036, Total iter time: 6.3683 [2020-11-08 09:58:34,918][root][INFO] - ===> Epoch[25](125/5): Loss 0.6830, Sem 1.0514, dir -0.8384, norm 0.4700, swav 0.0000 LR: 9.775e-02 Score 68.056 Data time: 0.1637, Forward time: 2.2917, Backward time: 3.3029, DDP time: 0.0036, Total iter time: 5.9014 [2020-11-08 09:58:40,260][root][INFO] - ===> Epoch[26](126/5): Loss 0.7262, Sem 1.0461, dir -0.8284, norm 0.5085, swav 0.0000 LR: 9.773e-02 Score 66.394 Data time: 0.2350, Forward time: 2.2934, Backward time: 3.2963, DDP time: 0.0036, Total iter time: 5.2543 [2020-11-08 09:58:48,602][root][INFO] - ===> Epoch[26](127/5): Loss 0.6963, Sem 1.0715, dir -0.8350, norm 0.4598, swav 0.0000 LR: 9.771e-02 Score 68.099 Data time: 0.2331, Forward time: 2.2949, Backward time: 3.3122, DDP time: 0.0036, Total iter time: 8.2100 [2020-11-08 09:58:54,183][root][INFO] - ===> Epoch[26](128/5): Loss 0.6705, Sem 1.0156, dir -0.8263, norm 0.4811, swav 0.0000 LR: 9.769e-02 Score 69.346 Data time: 0.2514, Forward time: 2.2990, Backward time: 3.3049, DDP time: 0.0036, Total iter time: 5.4731 [2020-11-08 09:59:00,044][root][INFO] - ===> Epoch[26](129/5): Loss 0.6585, Sem 0.9884, dir -0.8174, norm 0.4875, swav 0.0000 LR: 9.768e-02 Score 70.165 Data time: 0.2279, Forward time: 2.3004, Backward time: 3.3020, DDP time: 0.0036, Total iter time: 5.7081 [2020-11-08 09:59:05,425][root][INFO] - ===> Epoch[26](130/5): Loss 0.5935, Sem 0.9460, dir -0.8211, norm 0.4686, swav 0.0000 LR: 9.766e-02 Score 71.391 Data time: 0.2183, Forward time: 2.3006, Backward time: 3.2968, DDP time: 0.0036, Total iter time: 5.2354 [2020-11-08 09:59:11,284][root][INFO] - ===> Epoch[27](131/5): Loss 0.5731, Sem 0.9213, dir -0.8163, norm 0.4680, swav 0.0000 LR: 9.764e-02 Score 70.853 Data time: 0.2060, Forward time: 2.3002, Backward time: 3.2962, DDP time: 0.0037, Total iter time: 5.7605 [2020-11-08 09:59:17,318][root][INFO] - ===> Epoch[27](132/5): Loss 0.5797, Sem 0.9767, dir -0.8298, norm 0.4329, swav 0.0000 LR: 9.762e-02 Score 69.796 Data time: 0.2710, Forward time: 2.3058, Backward time: 3.2908, DDP time: 0.0036, Total iter time: 5.9175 [2020-11-08 09:59:22,631][root][INFO] - ===> Epoch[27](133/5): Loss 0.6522, Sem 1.0348, dir -0.8379, norm 0.4553, swav 0.0000 LR: 9.760e-02 Score 69.739 Data time: 0.2078, Forward time: 2.3041, Backward time: 3.2871, DDP time: 0.0036, Total iter time: 5.1864 [2020-11-08 09:59:28,579][root][INFO] - ===> Epoch[27](134/5): Loss 0.6201, Sem 0.9560, dir -0.8185, norm 0.4826, swav 0.0000 LR: 9.759e-02 Score 69.916 Data time: 0.2605, Forward time: 2.3096, Backward time: 3.2809, DDP time: 0.0036, Total iter time: 5.8474 [2020-11-08 09:59:35,198][root][INFO] - ===> Epoch[27](135/5): Loss 0.7203, Sem 1.0168, dir -0.8157, norm 0.5191, swav 0.0000 LR: 9.757e-02 Score 69.537 Data time: 0.1699, Forward time: 2.3064, Backward time: 3.2885, DDP time: 0.0037, Total iter time: 6.4923 [2020-11-08 09:59:41,126][root][INFO] - ===> Epoch[28](136/5): Loss 0.6319, Sem 0.9489, dir -0.8219, norm 0.5049, swav 0.0000 LR: 9.755e-02 Score 70.457 Data time: 0.2851, Forward time: 2.3110, Backward time: 3.2834, DDP time: 0.0036, Total iter time: 5.8277 [2020-11-08 09:59:46,802][root][INFO] - ===> Epoch[28](137/5): Loss 0.5477, Sem 0.9149, dir -0.8274, norm 0.4602, swav 0.0000 LR: 9.753e-02 Score 71.765 Data time: 0.2498, Forward time: 2.3135, Backward time: 3.2784, DDP time: 0.0036, Total iter time: 5.5293 [2020-11-08 09:59:52,387][root][INFO] - ===> Epoch[28](138/5): Loss 0.6652, Sem 0.9806, dir -0.7910, norm 0.4757, swav 0.0000 LR: 9.751e-02 Score 69.451 Data time: 0.1787, Forward time: 2.3101, Backward time: 3.2788, DDP time: 0.0036, Total iter time: 5.4427 [2020-11-08 09:59:57,123][root][INFO] - ===> Epoch[28](139/5): Loss 0.6254, Sem 0.9712, dir -0.8309, norm 0.4851, swav 0.0000 LR: 9.749e-02 Score 70.230 Data time: 0.2155, Forward time: 2.3100, Backward time: 3.2701, DDP time: 0.0036, Total iter time: 4.6382 [2020-11-08 10:00:03,176][root][INFO] - ===> Epoch[28](140/5): Loss 0.6640, Sem 1.0085, dir -0.8196, norm 0.4751, swav 0.0000 LR: 9.748e-02 Score 68.977 Data time: 0.2820, Forward time: 2.3146, Backward time: 3.2654, DDP time: 0.0036, Total iter time: 5.9460 [2020-11-08 10:00:09,929][root][INFO] - ===> Epoch[29](141/5): Loss 0.4873, Sem 0.8797, dir -0.8416, norm 0.4493, swav 0.0000 LR: 9.746e-02 Score 72.867 Data time: 0.1922, Forward time: 2.3136, Backward time: 3.2716, DDP time: 0.0036, Total iter time: 6.6291 [2020-11-08 10:00:15,972][root][INFO] - ===> Epoch[29](142/5): Loss 0.7088, Sem 0.9917, dir -0.8121, norm 0.5293, swav 0.0000 LR: 9.744e-02 Score 68.870 Data time: 0.1781, Forward time: 2.3113, Backward time: 3.2746, DDP time: 0.0036, Total iter time: 5.9540 [2020-11-08 10:00:20,537][root][INFO] - ===> Epoch[29](143/5): Loss 0.5216, Sem 0.9209, dir -0.8409, norm 0.4416, swav 0.0000 LR: 9.742e-02 Score 72.128 Data time: 0.2070, Forward time: 2.3093, Backward time: 3.2670, DDP time: 0.0036, Total iter time: 4.4599 [2020-11-08 10:00:27,522][root][INFO] - ===> Epoch[29](144/5): Loss 0.6210, Sem 0.9638, dir -0.8215, norm 0.4787, swav 0.0000 LR: 9.740e-02 Score 70.713 Data time: 0.2433, Forward time: 2.3104, Backward time: 3.2725, DDP time: 0.0036, Total iter time: 6.8893 [2020-11-08 10:00:33,990][root][INFO] - ===> Epoch[29](145/5): Loss 0.5966, Sem 0.9403, dir -0.8144, norm 0.4706, swav 0.0000 LR: 9.739e-02 Score 71.808 Data time: 0.1717, Forward time: 2.3083, Backward time: 3.2780, DDP time: 0.0036, Total iter time: 6.3524 [2020-11-08 10:00:39,975][root][INFO] - ===> Epoch[30](146/5): Loss 0.5807, Sem 0.9326, dir -0.8227, norm 0.4708, swav 0.0000 LR: 9.737e-02 Score 72.179 Data time: 0.2147, Forward time: 2.3079, Backward time: 3.2784, DDP time: 0.0036, Total iter time: 5.8801 [2020-11-08 10:00:46,623][root][INFO] - ===> Epoch[30](147/5): Loss 0.5877, Sem 0.9552, dir -0.8249, norm 0.4574, swav 0.0000 LR: 9.735e-02 Score 70.552 Data time: 0.1905, Forward time: 2.3063, Backward time: 3.2842, DDP time: 0.0036, Total iter time: 6.5215 [2020-11-08 10:00:52,924][root][INFO] - ===> Epoch[30](148/5): Loss 0.5594, Sem 0.8931, dir -0.8379, norm 0.5042, swav 0.0000 LR: 9.733e-02 Score 72.200 Data time: 0.1506, Forward time: 2.3016, Backward time: 3.2909, DDP time: 0.0036, Total iter time: 6.1938 [2020-11-08 10:00:58,731][root][INFO] - ===> Epoch[30](149/5): Loss 0.5660, Sem 0.9626, dir -0.8405, norm 0.4438, swav 0.0000 LR: 9.731e-02 Score 70.494 Data time: 0.1857, Forward time: 2.2995, Backward time: 3.2920, DDP time: 0.0036, Total iter time: 5.7238 [2020-11-08 10:01:04,966][root][INFO] - ===> Epoch[30](150/5): Loss 0.5258, Sem 0.9021, dir -0.8286, norm 0.4523, swav 0.0000 LR: 9.730e-02 Score 73.278 Data time: 0.2040, Forward time: 2.2982, Backward time: 3.2948, DDP time: 0.0036, Total iter time: 6.1163 [2020-11-08 10:01:11,294][root][INFO] - ===> Epoch[31](151/5): Loss 0.5605, Sem 0.8998, dir -0.8279, norm 0.4887, swav 0.0000 LR: 9.728e-02 Score 72.855 Data time: 0.2115, Forward time: 2.2980, Backward time: 3.2971, DDP time: 0.0036, Total iter time: 6.2128 [2020-11-08 10:01:17,197][root][INFO] - ===> Epoch[31](152/5): Loss 0.4366, Sem 0.8698, dir -0.8506, norm 0.4175, swav 0.0000 LR: 9.726e-02 Score 73.700 Data time: 0.2837, Forward time: 2.3008, Backward time: 3.2933, DDP time: 0.0036, Total iter time: 5.7674 [2020-11-08 10:01:24,134][root][INFO] - ===> Epoch[31](153/5): Loss 0.6046, Sem 0.9750, dir -0.8287, norm 0.4584, swav 0.0000 LR: 9.724e-02 Score 70.044 Data time: 0.2368, Forward time: 2.3018, Backward time: 3.2979, DDP time: 0.0036, Total iter time: 6.8014 [2020-11-08 10:01:30,606][root][INFO] - ===> Epoch[31](154/5): Loss 0.5557, Sem 0.8647, dir -0.8286, norm 0.5196, swav 0.0000 LR: 9.722e-02 Score 72.641 Data time: 0.2858, Forward time: 2.3082, Backward time: 3.2944, DDP time: 0.0036, Total iter time: 6.3418 [2020-11-08 10:01:37,093][root][INFO] - ===> Epoch[31](155/5): Loss 0.4846, Sem 0.9056, dir -0.8481, norm 0.4271, swav 0.0000 LR: 9.721e-02 Score 72.281 Data time: 0.1408, Forward time: 2.3037, Backward time: 3.3014, DDP time: 0.0037, Total iter time: 6.3522 [2020-11-08 10:01:42,664][root][INFO] - ===> Epoch[32](156/5): Loss 0.4841, Sem 0.8928, dir -0.8449, norm 0.4362, swav 0.0000 LR: 9.719e-02 Score 72.800 Data time: 0.3155, Forward time: 2.3066, Backward time: 3.2954, DDP time: 0.0036, Total iter time: 5.4553 [2020-11-08 10:01:48,927][root][INFO] - ===> Epoch[32](157/5): Loss 0.4887, Sem 0.8721, dir -0.8454, norm 0.4620, swav 0.0000 LR: 9.717e-02 Score 73.107 Data time: 0.2654, Forward time: 2.3118, Backward time: 3.2920, DDP time: 0.0036, Total iter time: 6.1646 [2020-11-08 10:01:55,263][root][INFO] - ===> Epoch[32](158/5): Loss 0.3782, Sem 0.7991, dir -0.8423, norm 0.4214, swav 0.0000 LR: 9.715e-02 Score 76.407 Data time: 0.1501, Forward time: 2.3071, Backward time: 3.2984, DDP time: 0.0036, Total iter time: 6.1863 [2020-11-08 10:02:01,709][root][INFO] - ===> Epoch[32](159/5): Loss 0.6008, Sem 0.9126, dir -0.8226, norm 0.5108, swav 0.0000 LR: 9.713e-02 Score 72.169 Data time: 0.3153, Forward time: 2.3122, Backward time: 3.2960, DDP time: 0.0036, Total iter time: 6.3938 [2020-11-08 10:02:08,972][root][INFO] - ===> Epoch[32](160/5): Loss 0.5882, Sem 0.9545, dir -0.8305, norm 0.4642, swav 0.0000 LR: 9.712e-02 Score 69.720 Data time: 0.3955, Forward time: 2.3218, Backward time: 3.2931, DDP time: 0.0037, Total iter time: 7.1528 [2020-11-08 10:02:15,403][root][INFO] - ===> Epoch[33](161/5): Loss 0.4093, Sem 0.7995, dir -0.8407, norm 0.4506, swav 0.0000 LR: 9.710e-02 Score 76.598 Data time: 0.3086, Forward time: 2.3278, Backward time: 3.2893, DDP time: 0.0037, Total iter time: 6.3083 [2020-11-08 10:02:21,948][root][INFO] - ===> Epoch[33](162/5): Loss 0.4922, Sem 0.8806, dir -0.8434, norm 0.4550, swav 0.0000 LR: 9.708e-02 Score 73.248 Data time: 0.2818, Forward time: 2.3320, Backward time: 3.2879, DDP time: 0.0037, Total iter time: 6.3980 [2020-11-08 10:02:27,759][root][INFO] - ===> Epoch[33](163/5): Loss 0.5060, Sem 0.8693, dir -0.8318, norm 0.4685, swav 0.0000 LR: 9.706e-02 Score 73.319 Data time: 0.1800, Forward time: 2.3296, Backward time: 3.2890, DDP time: 0.0037, Total iter time: 5.6936 [2020-11-08 10:02:33,140][root][INFO] - ===> Epoch[33](164/5): Loss 0.4779, Sem 0.8707, dir -0.8419, norm 0.4491, swav 0.0000 LR: 9.704e-02 Score 72.642 Data time: 0.1936, Forward time: 2.3285, Backward time: 3.2867, DDP time: 0.0037, Total iter time: 5.3149 [2020-11-08 10:02:38,300][root][INFO] - ===> Epoch[33](165/5): Loss 0.4891, Sem 0.8839, dir -0.8407, norm 0.4459, swav 0.0000 LR: 9.703e-02 Score 72.934 Data time: 0.2508, Forward time: 2.3293, Backward time: 3.2803, DDP time: 0.0037, Total iter time: 5.0602 [2020-11-08 10:02:44,198][root][INFO] - ===> Epoch[34](166/5): Loss 0.5125, Sem 0.8835, dir -0.8424, norm 0.4713, swav 0.0000 LR: 9.701e-02 Score 72.593 Data time: 0.1956, Forward time: 2.3281, Backward time: 3.2808, DDP time: 0.0037, Total iter time: 5.7858 [2020-11-08 10:02:51,186][root][INFO] - ===> Epoch[34](167/5): Loss 0.4920, Sem 0.8641, dir -0.8276, norm 0.4556, swav 0.0000 LR: 9.699e-02 Score 73.587 Data time: 0.1442, Forward time: 2.3234, Backward time: 3.2912, DDP time: 0.0037, Total iter time: 6.9025 [2020-11-08 10:02:56,574][root][INFO] - ===> Epoch[34](168/5): Loss 0.4043, Sem 0.8053, dir -0.8454, norm 0.4444, swav 0.0000 LR: 9.697e-02 Score 75.275 Data time: 0.2598, Forward time: 2.3254, Backward time: 3.2854, DDP time: 0.0037, Total iter time: 5.2692 [2020-11-08 10:03:02,708][root][INFO] - ===> Epoch[34](169/5): Loss 0.3654, Sem 0.7521, dir -0.8400, norm 0.4532, swav 0.0000 LR: 9.695e-02 Score 76.754 Data time: 0.2900, Forward time: 2.3299, Backward time: 3.2816, DDP time: 0.0037, Total iter time: 6.0062 [2020-11-08 10:03:08,051][root][INFO] - ===> Epoch[34](170/5): Loss 0.4670, Sem 0.8718, dir -0.8327, norm 0.4279, swav 0.0000 LR: 9.694e-02 Score 73.194 Data time: 0.2454, Forward time: 2.3325, Backward time: 3.2750, DDP time: 0.0036, Total iter time: 5.2019 [2020-11-08 10:03:13,995][root][INFO] - ===> Epoch[35](171/5): Loss 0.4935, Sem 0.8398, dir -0.8446, norm 0.4982, swav 0.0000 LR: 9.692e-02 Score 73.941 Data time: 0.1839, Forward time: 2.3307, Backward time: 3.2763, DDP time: 0.0036, Total iter time: 5.8233 [2020-11-08 10:03:19,429][root][INFO] - ===> Epoch[35](172/5): Loss 0.5278, Sem 0.9256, dir -0.8361, norm 0.4383, swav 0.0000 LR: 9.690e-02 Score 71.921 Data time: 0.1906, Forward time: 2.3295, Backward time: 3.2742, DDP time: 0.0036, Total iter time: 5.3161 [2020-11-08 10:03:27,530][root][INFO] - ===> Epoch[35](173/5): Loss 0.4037, Sem 0.8169, dir -0.8438, norm 0.4306, swav 0.0000 LR: 9.688e-02 Score 75.704 Data time: 0.1723, Forward time: 2.3272, Backward time: 3.2882, DDP time: 0.0036, Total iter time: 7.9882 [2020-11-08 10:03:34,492][root][INFO] - ===> Epoch[35](174/5): Loss 0.4002, Sem 0.8143, dir -0.8423, norm 0.4282, swav 0.0000 LR: 9.686e-02 Score 75.221 Data time: 0.2313, Forward time: 2.3271, Backward time: 3.2936, DDP time: 0.0036, Total iter time: 6.8881 [2020-11-08 10:03:40,050][root][INFO] - ===> Epoch[35](175/5): Loss 0.3860, Sem 0.7984, dir -0.8482, norm 0.4358, swav 0.0000 LR: 9.685e-02 Score 75.391 Data time: 0.2688, Forward time: 2.3301, Backward time: 3.2879, DDP time: 0.0036, Total iter time: 5.4390 [2020-11-08 10:03:45,021][root][INFO] - ===> Epoch[36](176/5): Loss 0.3971, Sem 0.7911, dir -0.8382, norm 0.4442, swav 0.0000 LR: 9.683e-02 Score 76.343 Data time: 0.1670, Forward time: 2.3274, Backward time: 3.2845, DDP time: 0.0036, Total iter time: 4.8382 [2020-11-08 10:03:50,546][root][INFO] - ===> Epoch[36](177/5): Loss 0.4002, Sem 0.8083, dir -0.8545, norm 0.4464, swav 0.0000 LR: 9.681e-02 Score 75.950 Data time: 0.2115, Forward time: 2.3266, Backward time: 3.2826, DDP time: 0.0036, Total iter time: 5.4167 [2020-11-08 10:03:57,194][root][INFO] - ===> Epoch[36](178/5): Loss 0.5359, Sem 0.8878, dir -0.8290, norm 0.4771, swav 0.0000 LR: 9.679e-02 Score 72.186 Data time: 0.2223, Forward time: 2.3268, Backward time: 3.2856, DDP time: 0.0036, Total iter time: 6.5183 [2020-11-08 10:04:02,608][root][INFO] - ===> Epoch[36](179/5): Loss 0.4304, Sem 0.8599, dir -0.8431, norm 0.4136, swav 0.0000 LR: 9.677e-02 Score 73.375 Data time: 0.2544, Forward time: 2.3289, Backward time: 3.2800, DDP time: 0.0036, Total iter time: 5.2596 [2020-11-08 10:04:08,630][root][INFO] - ===> Epoch[36](180/5): Loss 0.4004, Sem 0.7921, dir -0.8549, norm 0.4632, swav 0.0000 LR: 9.675e-02 Score 74.782 Data time: 0.2416, Forward time: 2.3309, Backward time: 3.2781, DDP time: 0.0036, Total iter time: 5.8939 [2020-11-08 10:04:13,469][root][INFO] - ===> Epoch[37](181/5): Loss 0.4347, Sem 0.8699, dir -0.8629, norm 0.4278, swav 0.0000 LR: 9.674e-02 Score 72.548 Data time: 0.2052, Forward time: 2.3301, Backward time: 3.2724, DDP time: 0.0036, Total iter time: 4.7071 [2020-11-08 10:04:20,320][root][INFO] - ===> Epoch[37](182/5): Loss 0.4772, Sem 0.8019, dir -0.8236, norm 0.4988, swav 0.0000 LR: 9.672e-02 Score 73.952 Data time: 0.2509, Forward time: 2.3330, Backward time: 3.2742, DDP time: 0.0036, Total iter time: 6.7502 [2020-11-08 10:04:26,116][root][INFO] - ===> Epoch[37](183/5): Loss 0.3427, Sem 0.7581, dir -0.8539, norm 0.4384, swav 0.0000 LR: 9.670e-02 Score 77.898 Data time: 0.2041, Forward time: 2.3316, Backward time: 3.2743, DDP time: 0.0036, Total iter time: 5.6663 [2020-11-08 10:04:32,460][root][INFO] - ===> Epoch[37](184/5): Loss 0.5493, Sem 0.8871, dir -0.8309, norm 0.4931, swav 0.0000 LR: 9.668e-02 Score 73.686 Data time: 0.2037, Forward time: 2.3305, Backward time: 3.2774, DDP time: 0.0036, Total iter time: 6.2784 [2020-11-08 10:04:37,591][root][INFO] - ===> Epoch[37](185/5): Loss 0.3147, Sem 0.7577, dir -0.8478, norm 0.4048, swav 0.0000 LR: 9.666e-02 Score 77.353 Data time: 0.2199, Forward time: 2.3293, Backward time: 3.2737, DDP time: 0.0036, Total iter time: 4.9949 [2020-11-08 10:04:43,289][root][INFO] - ===> Epoch[38](186/5): Loss 0.3535, Sem 0.7700, dir -0.8406, norm 0.4241, swav 0.0000 LR: 9.665e-02 Score 76.669 Data time: 0.2395, Forward time: 2.3301, Backward time: 3.2713, DDP time: 0.0036, Total iter time: 5.6075 [2020-11-08 10:04:50,712][root][INFO] - ===> Epoch[38](187/5): Loss 0.2746, Sem 0.7210, dir -0.8438, norm 0.3973, swav 0.0000 LR: 9.663e-02 Score 78.006 Data time: 0.3586, Forward time: 2.3372, Backward time: 3.2714, DDP time: 0.0036, Total iter time: 7.3096 [2020-11-08 10:04:55,836][root][INFO] - ===> Epoch[38](188/5): Loss 0.5288, Sem 0.8635, dir -0.8401, norm 0.5054, swav 0.0000 LR: 9.661e-02 Score 73.651 Data time: 0.1591, Forward time: 2.3359, Backward time: 3.2683, DDP time: 0.0036, Total iter time: 4.9991 [2020-11-08 10:05:02,113][root][INFO] - ===> Epoch[38](189/5): Loss 0.4511, Sem 0.8054, dir -0.8428, norm 0.4884, swav 0.0000 LR: 9.659e-02 Score 75.267 Data time: 0.2545, Forward time: 2.3375, Backward time: 3.2679, DDP time: 0.0036, Total iter time: 6.1467 [2020-11-08 10:05:08,212][root][INFO] - ===> Epoch[38](190/5): Loss 0.4750, Sem 0.8414, dir -0.8333, norm 0.4670, swav 0.0000 LR: 9.657e-02 Score 74.526 Data time: 0.1659, Forward time: 2.3349, Backward time: 3.2708, DDP time: 0.0036, Total iter time: 5.9643 [2020-11-08 10:05:15,349][root][INFO] - ===> Epoch[39](191/5): Loss 0.3853, Sem 0.7915, dir -0.8435, norm 0.4374, swav 0.0000 LR: 9.656e-02 Score 76.400 Data time: 0.2145, Forward time: 2.3325, Backward time: 3.2787, DDP time: 0.0036, Total iter time: 7.0353 [2020-11-08 10:05:22,423][root][INFO] - ===> Epoch[39](192/5): Loss 0.4364, Sem 0.8253, dir -0.8421, norm 0.4532, swav 0.0000 LR: 9.654e-02 Score 74.121 Data time: 0.4076, Forward time: 2.3389, Backward time: 3.2771, DDP time: 0.0036, Total iter time: 6.9628 [2020-11-08 10:05:29,568][root][INFO] - ===> Epoch[39](193/5): Loss 0.3745, Sem 0.7624, dir -0.8388, norm 0.4509, swav 0.0000 LR: 9.652e-02 Score 76.842 Data time: 0.3114, Forward time: 2.3441, Backward time: 3.2773, DDP time: 0.0036, Total iter time: 7.0246 [2020-11-08 10:05:35,349][root][INFO] - ===> Epoch[39](194/5): Loss 0.3647, Sem 0.7719, dir -0.8558, norm 0.4485, swav 0.0000 LR: 9.650e-02 Score 76.506 Data time: 0.2676, Forward time: 2.3470, Backward time: 3.2732, DDP time: 0.0036, Total iter time: 5.6733 [2020-11-08 10:05:41,400][root][INFO] - ===> Epoch[39](195/5): Loss 0.3583, Sem 0.7449, dir -0.8480, norm 0.4614, swav 0.0000 LR: 9.648e-02 Score 77.076 Data time: 0.2085, Forward time: 2.3449, Backward time: 3.2754, DDP time: 0.0036, Total iter time: 5.9436 [2020-11-08 10:05:48,915][root][INFO] - ===> Epoch[40](196/5): Loss 0.3917, Sem 0.7675, dir -0.8443, norm 0.4685, swav 0.0000 LR: 9.647e-02 Score 76.787 Data time: 0.1718, Forward time: 2.3423, Backward time: 3.2853, DDP time: 0.0036, Total iter time: 7.4127 [2020-11-08 10:05:55,520][root][INFO] - ===> Epoch[40](197/5): Loss 0.4150, Sem 0.7858, dir -0.8385, norm 0.4677, swav 0.0000 LR: 9.645e-02 Score 75.995 Data time: 0.2214, Forward time: 2.3405, Backward time: 3.2895, DDP time: 0.0036, Total iter time: 6.5111 [2020-11-08 10:06:01,974][root][INFO] - ===> Epoch[40](198/5): Loss 0.4128, Sem 0.7587, dir -0.8332, norm 0.4872, swav 0.0000 LR: 9.643e-02 Score 76.575 Data time: 0.2010, Forward time: 2.3390, Backward time: 3.2930, DDP time: 0.0036, Total iter time: 6.3458 [2020-11-08 10:06:08,062][root][INFO] - ===> Epoch[40](199/5): Loss 0.3184, Sem 0.7676, dir -0.8570, norm 0.4078, swav 0.0000 LR: 9.641e-02 Score 76.384 Data time: 0.2993, Forward time: 2.3429, Backward time: 3.2891, DDP time: 0.0036, Total iter time: 5.9585 [2020-11-08 10:06:13,434][root][INFO] - ===> Epoch[40](200/5): Loss 0.2410, Sem 0.7091, dir -0.8548, norm 0.3868, swav 0.0000 LR: 9.639e-02 Score 78.007 Data time: 0.2052, Forward time: 2.3421, Backward time: 3.2865, DDP time: 0.0036, Total iter time: 5.2334 [2020-11-08 10:06:19,878][root][INFO] - ===> Epoch[41](201/5): Loss 0.3638, Sem 0.7828, dir -0.8525, norm 0.4335, swav 0.0000 LR: 9.638e-02 Score 75.982 Data time: 0.2589, Forward time: 2.3433, Backward time: 3.2872, DDP time: 0.0036, Total iter time: 6.3227 [2020-11-08 10:06:25,881][root][INFO] - ===> Epoch[41](202/5): Loss 0.3060, Sem 0.7344, dir -0.8525, norm 0.4242, swav 0.0000 LR: 9.636e-02 Score 77.330 Data time: 0.2733, Forward time: 2.3466, Backward time: 3.2837, DDP time: 0.0036, Total iter time: 5.8899 [2020-11-08 10:06:32,188][root][INFO] - ===> Epoch[41](203/5): Loss 0.3393, Sem 0.7282, dir -0.8448, norm 0.4559, swav 0.0000 LR: 9.634e-02 Score 77.472 Data time: 0.2004, Forward time: 2.3460, Backward time: 3.2855, DDP time: 0.0036, Total iter time: 6.1698 [2020-11-08 10:06:37,169][root][INFO] - ===> Epoch[41](204/5): Loss 0.4375, Sem 0.7875, dir -0.8361, norm 0.4861, swav 0.0000 LR: 9.632e-02 Score 76.053 Data time: 0.2397, Forward time: 2.3462, Backward time: 3.2800, DDP time: 0.0036, Total iter time: 4.8627 [2020-11-08 10:06:44,969][root][INFO] - ===> Epoch[41](205/5): Loss 0.5563, Sem 0.8762, dir -0.8255, norm 0.5055, swav 0.0000 LR: 9.630e-02 Score 73.204 Data time: 0.3605, Forward time: 2.3513, Backward time: 3.2829, DDP time: 0.0036, Total iter time: 7.6925 [2020-11-08 10:06:50,341][root][INFO] - ===> Epoch[42](206/5): Loss 0.4497, Sem 0.7854, dir -0.8416, norm 0.5059, swav 0.0000 LR: 9.628e-02 Score 75.785 Data time: 0.2577, Forward time: 2.3536, Backward time: 3.2771, DDP time: 0.0036, Total iter time: 5.1806 [2020-11-08 10:06:56,145][root][INFO] - ===> Epoch[42](207/5): Loss 0.3589, Sem 0.8004, dir -0.8526, norm 0.4111, swav 0.0000 LR: 9.627e-02 Score 76.651 Data time: 0.2793, Forward time: 2.3552, Backward time: 3.2741, DDP time: 0.0036, Total iter time: 5.6753 [2020-11-08 10:07:03,070][root][INFO] - ===> Epoch[42](208/5): Loss 0.3638, Sem 0.7476, dir -0.8420, norm 0.4581, swav 0.0000 LR: 9.625e-02 Score 77.132 Data time: 0.2259, Forward time: 2.3562, Backward time: 3.2773, DDP time: 0.0036, Total iter time: 6.7969 [2020-11-08 10:07:08,115][root][INFO] - ===> Epoch[42](209/5): Loss 0.4327, Sem 0.7479, dir -0.8310, norm 0.5157, swav 0.0000 LR: 9.623e-02 Score 76.902 Data time: 0.2274, Forward time: 2.3537, Backward time: 3.2745, DDP time: 0.0036, Total iter time: 4.9145 [2020-11-08 10:07:15,973][root][INFO] - ===> Epoch[42](210/5): Loss 0.4204, Sem 0.8050, dir -0.8305, norm 0.4459, swav 0.0000 LR: 9.621e-02 Score 75.495 Data time: 0.2481, Forward time: 2.3552, Backward time: 3.2815, DDP time: 0.0036, Total iter time: 7.7624 [2020-11-08 10:07:23,217][root][INFO] - ===> Epoch[43](211/5): Loss 0.4083, Sem 0.8016, dir -0.8420, norm 0.4487, swav 0.0000 LR: 9.619e-02 Score 74.537 Data time: 0.1504, Forward time: 2.3517, Backward time: 3.2903, DDP time: 0.0037, Total iter time: 7.1183 [2020-11-08 10:07:28,020][root][INFO] - ===> Epoch[43](212/5): Loss 0.3437, Sem 0.7586, dir -0.8424, norm 0.4275, swav 0.0000 LR: 9.618e-02 Score 77.318 Data time: 0.2302, Forward time: 2.3521, Backward time: 3.2844, DDP time: 0.0037, Total iter time: 4.7265 [2020-11-08 10:07:34,306][root][INFO] - ===> Epoch[43](213/5): Loss 0.2837, Sem 0.6834, dir -0.8554, norm 0.4557, swav 0.0000 LR: 9.616e-02 Score 79.153 Data time: 0.2258, Forward time: 2.3524, Backward time: 3.2852, DDP time: 0.0037, Total iter time: 6.1897 [2020-11-08 10:07:40,873][root][INFO] - ===> Epoch[43](214/5): Loss 0.4114, Sem 0.7888, dir -0.8449, norm 0.4676, swav 0.0000 LR: 9.614e-02 Score 75.640 Data time: 0.3058, Forward time: 2.3561, Backward time: 3.2837, DDP time: 0.0037, Total iter time: 6.4513 [2020-11-08 10:07:46,513][root][INFO] - ===> Epoch[43](215/5): Loss 0.4335, Sem 0.7713, dir -0.8324, norm 0.4946, swav 0.0000 LR: 9.612e-02 Score 76.223 Data time: 0.2486, Forward time: 2.3586, Backward time: 3.2794, DDP time: 0.0037, Total iter time: 5.5026 [2020-11-08 10:07:52,959][root][INFO] - ===> Epoch[44](216/5): Loss 0.2831, Sem 0.6902, dir -0.8472, norm 0.4400, swav 0.0000 LR: 9.610e-02 Score 78.750 Data time: 0.1281, Forward time: 2.3542, Backward time: 3.2862, DDP time: 0.0037, Total iter time: 6.3312 [2020-11-08 10:07:58,296][root][INFO] - ===> Epoch[44](217/5): Loss 0.3744, Sem 0.7643, dir -0.8433, norm 0.4533, swav 0.0000 LR: 9.609e-02 Score 76.908 Data time: 0.1712, Forward time: 2.3511, Backward time: 3.2864, DDP time: 0.0037, Total iter time: 5.2868 [2020-11-08 10:08:04,055][root][INFO] - ===> Epoch[44](218/5): Loss 0.3375, Sem 0.7407, dir -0.8453, norm 0.4421, swav 0.0000 LR: 9.607e-02 Score 77.530 Data time: 0.2805, Forward time: 2.3540, Backward time: 3.2824, DDP time: 0.0036, Total iter time: 5.6826 [2020-11-08 10:08:09,956][root][INFO] - ===> Epoch[44](219/5): Loss 0.3801, Sem 0.7756, dir -0.8517, norm 0.4562, swav 0.0000 LR: 9.605e-02 Score 75.782 Data time: 0.2624, Forward time: 2.3563, Backward time: 3.2794, DDP time: 0.0036, Total iter time: 5.7683 [2020-11-08 10:08:17,699][root][INFO] - ===> Epoch[44](220/5): Loss 0.3116, Sem 0.7399, dir -0.8530, norm 0.4247, swav 0.0000 LR: 9.603e-02 Score 76.808 Data time: 0.2275, Forward time: 2.3570, Backward time: 3.2861, DDP time: 0.0037, Total iter time: 7.6126 [2020-11-08 10:08:22,930][root][INFO] - ===> Epoch[45](221/5): Loss 0.3724, Sem 0.7337, dir -0.8504, norm 0.4890, swav 0.0000 LR: 9.601e-02 Score 77.669 Data time: 0.1899, Forward time: 2.3562, Backward time: 3.2833, DDP time: 0.0037, Total iter time: 5.1089 [2020-11-08 10:08:29,907][root][INFO] - ===> Epoch[45](222/5): Loss 0.2424, Sem 0.6660, dir -0.8401, norm 0.4166, swav 0.0000 LR: 9.600e-02 Score 79.536 Data time: 0.1560, Forward time: 2.3524, Backward time: 3.2911, DDP time: 0.0037, Total iter time: 6.8512 [2020-11-08 10:08:36,904][root][INFO] - ===> Epoch[45](223/5): Loss 0.2999, Sem 0.7479, dir -0.8595, norm 0.4115, swav 0.0000 LR: 9.598e-02 Score 75.846 Data time: 0.4162, Forward time: 2.3577, Backward time: 3.2895, DDP time: 0.0036, Total iter time: 6.8987 [2020-11-08 10:08:43,496][root][INFO] - ===> Epoch[45](224/5): Loss 0.3998, Sem 0.7206, dir -0.8228, norm 0.5020, swav 0.0000 LR: 9.596e-02 Score 78.068 Data time: 0.2045, Forward time: 2.3573, Backward time: 3.2921, DDP time: 0.0036, Total iter time: 6.4520 [2020-11-08 10:08:48,964][root][INFO] - ===> Epoch[45](225/5): Loss 0.2434, Sem 0.6964, dir -0.8635, norm 0.4104, swav 0.0000 LR: 9.594e-02 Score 78.656 Data time: 0.2537, Forward time: 2.3592, Backward time: 3.2877, DDP time: 0.0036, Total iter time: 5.3627 [2020-11-08 10:08:54,743][root][INFO] - ===> Epoch[46](226/5): Loss 0.3796, Sem 0.7266, dir -0.8342, norm 0.4872, swav 0.0000 LR: 9.592e-02 Score 77.544 Data time: 0.2060, Forward time: 2.3592, Backward time: 3.2865, DDP time: 0.0036, Total iter time: 5.6546 [2020-11-08 10:08:59,587][root][INFO] - ===> Epoch[46](227/5): Loss 0.2972, Sem 0.6962, dir -0.8509, norm 0.4520, swav 0.0000 LR: 9.591e-02 Score 78.027 Data time: 0.1835, Forward time: 2.3580, Backward time: 3.2826, DDP time: 0.0036, Total iter time: 4.7273 [2020-11-08 10:09:05,782][root][INFO] - ===> Epoch[46](228/5): Loss 0.2456, Sem 0.6873, dir -0.8547, norm 0.4130, swav 0.0000 LR: 9.589e-02 Score 79.229 Data time: 0.2053, Forward time: 2.3563, Backward time: 3.2849, DDP time: 0.0036, Total iter time: 6.0922 [2020-11-08 10:09:11,631][root][INFO] - ===> Epoch[46](229/5): Loss 0.2975, Sem 0.6994, dir -0.8519, norm 0.4500, swav 0.0000 LR: 9.587e-02 Score 78.802 Data time: 0.2808, Forward time: 2.3590, Backward time: 3.2812, DDP time: 0.0036, Total iter time: 5.7342 [2020-11-08 10:09:17,900][root][INFO] - ===> Epoch[46](230/5): Loss 0.2293, Sem 0.6638, dir -0.8547, norm 0.4202, swav 0.0000 LR: 9.585e-02 Score 79.648 Data time: 0.1958, Forward time: 2.3575, Backward time: 3.2836, DDP time: 0.0037, Total iter time: 6.1354 [2020-11-08 10:09:24,610][root][INFO] - ===> Epoch[47](231/5): Loss 0.3154, Sem 0.7221, dir -0.8483, norm 0.4417, swav 0.0000 LR: 9.583e-02 Score 78.066 Data time: 0.3555, Forward time: 2.3619, Backward time: 3.2818, DDP time: 0.0036, Total iter time: 6.5977 [2020-11-08 10:09:31,370][root][INFO] - ===> Epoch[47](232/5): Loss 0.1766, Sem 0.6222, dir -0.8583, norm 0.4127, swav 0.0000 LR: 9.581e-02 Score 80.773 Data time: 0.2189, Forward time: 2.3621, Backward time: 3.2845, DDP time: 0.0036, Total iter time: 6.6414 [2020-11-08 10:09:37,524][root][INFO] - ===> Epoch[47](233/5): Loss 0.1920, Sem 0.6576, dir -0.8730, norm 0.4074, swav 0.0000 LR: 9.580e-02 Score 79.191 Data time: 0.3047, Forward time: 2.3654, Backward time: 3.2813, DDP time: 0.0036, Total iter time: 6.0128 [2020-11-08 10:09:42,907][root][INFO] - ===> Epoch[47](234/5): Loss 0.2839, Sem 0.6928, dir -0.8546, norm 0.4458, swav 0.0000 LR: 9.578e-02 Score 77.722 Data time: 0.2130, Forward time: 2.3658, Backward time: 3.2782, DDP time: 0.0036, Total iter time: 5.2675 [2020-11-08 10:09:48,335][root][INFO] - ===> Epoch[47](235/5): Loss 0.3285, Sem 0.7137, dir -0.8468, norm 0.4615, swav 0.0000 LR: 9.576e-02 Score 78.539 Data time: 0.2659, Forward time: 2.3676, Backward time: 3.2736, DDP time: 0.0036, Total iter time: 5.3114 [2020-11-08 10:09:54,029][root][INFO] - ===> Epoch[48](236/5): Loss 0.2891, Sem 0.6902, dir -0.8494, norm 0.4483, swav 0.0000 LR: 9.574e-02 Score 78.275 Data time: 0.2306, Forward time: 2.3679, Backward time: 3.2717, DDP time: 0.0036, Total iter time: 5.5824 [2020-11-08 10:10:00,476][root][INFO] - ===> Epoch[48](237/5): Loss 0.2324, Sem 0.6819, dir -0.8539, norm 0.4043, swav 0.0000 LR: 9.572e-02 Score 79.496 Data time: 0.2469, Forward time: 2.3686, Backward time: 3.2724, DDP time: 0.0037, Total iter time: 6.3397 [2020-11-08 10:10:06,076][root][INFO] - ===> Epoch[48](238/5): Loss 0.2973, Sem 0.6795, dir -0.8451, norm 0.4629, swav 0.0000 LR: 9.571e-02 Score 79.189 Data time: 0.2592, Forward time: 2.3711, Backward time: 3.2683, DDP time: 0.0036, Total iter time: 5.4995 [2020-11-08 10:10:11,753][root][INFO] - ===> Epoch[48](239/5): Loss 0.1510, Sem 0.6059, dir -0.8598, norm 0.4050, swav 0.0000 LR: 9.569e-02 Score 81.659 Data time: 0.2269, Forward time: 2.3708, Backward time: 3.2670, DDP time: 0.0036, Total iter time: 5.5664 [2020-11-08 10:10:18,176][root][INFO] - ===> Epoch[48](240/5): Loss 0.3054, Sem 0.7054, dir -0.8458, norm 0.4459, swav 0.0000 LR: 9.567e-02 Score 78.417 Data time: 0.2944, Forward time: 2.3742, Backward time: 3.2651, DDP time: 0.0036, Total iter time: 6.3138 [2020-11-08 10:10:24,785][root][INFO] - ===> Epoch[49](241/5): Loss 0.1916, Sem 0.6330, dir -0.8591, norm 0.4177, swav 0.0000 LR: 9.565e-02 Score 80.925 Data time: 0.1762, Forward time: 2.3722, Backward time: 3.2692, DDP time: 0.0036, Total iter time: 6.4730 [2020-11-08 10:10:30,500][root][INFO] - ===> Epoch[49](242/5): Loss 0.2282, Sem 0.6588, dir -0.8605, norm 0.4300, swav 0.0000 LR: 9.563e-02 Score 78.981 Data time: 0.1985, Forward time: 2.3716, Backward time: 3.2686, DDP time: 0.0036, Total iter time: 5.6084 [2020-11-08 10:10:36,936][root][INFO] - ===> Epoch[49](243/5): Loss 0.2108, Sem 0.6782, dir -0.8678, norm 0.4005, swav 0.0000 LR: 9.562e-02 Score 78.481 Data time: 0.1344, Forward time: 2.3679, Backward time: 3.2745, DDP time: 0.0036, Total iter time: 6.3173 [2020-11-08 10:10:42,549][root][INFO] - ===> Epoch[49](244/5): Loss 0.2699, Sem 0.6605, dir -0.8495, norm 0.4590, swav 0.0000 LR: 9.560e-02 Score 79.265 Data time: 0.1962, Forward time: 2.3662, Backward time: 3.2745, DDP time: 0.0036, Total iter time: 5.5247 [2020-11-08 10:10:49,462][root][INFO] - ===> Epoch[49](245/5): Loss 0.2684, Sem 0.7385, dir -0.8673, norm 0.3971, swav 0.0000 LR: 9.558e-02 Score 76.552 Data time: 0.2554, Forward time: 2.3682, Backward time: 3.2759, DDP time: 0.0036, Total iter time: 6.7821 [2020-11-08 10:10:54,948][root][INFO] - ===> Epoch[50](246/5): Loss 0.1163, Sem 0.6175, dir -0.8799, norm 0.3788, swav 0.0000 LR: 9.556e-02 Score 81.061 Data time: 0.1978, Forward time: 2.3678, Backward time: 3.2740, DDP time: 0.0036, Total iter time: 5.3463 [2020-11-08 10:11:00,527][root][INFO] - ===> Epoch[50](247/5): Loss 0.3654, Sem 0.7053, dir -0.8380, norm 0.4982, swav 0.0000 LR: 9.554e-02 Score 78.042 Data time: 0.1719, Forward time: 2.3655, Backward time: 3.2743, DDP time: 0.0036, Total iter time: 5.4608 [2020-11-08 10:11:07,725][root][INFO] - ===> Epoch[50](248/5): Loss 0.2696, Sem 0.7118, dir -0.8532, norm 0.4109, swav 0.0000 LR: 9.553e-02 Score 76.922 Data time: 0.1885, Forward time: 2.3639, Backward time: 3.2804, DDP time: 0.0036, Total iter time: 7.0991 [2020-11-08 10:11:14,366][root][INFO] - ===> Epoch[50](249/5): Loss 0.1226, Sem 0.5798, dir -0.8570, norm 0.3997, swav 0.0000 LR: 9.551e-02 Score 82.265 Data time: 0.2097, Forward time: 2.3630, Backward time: 3.2834, DDP time: 0.0037, Total iter time: 6.5248 [2020-11-08 10:11:20,948][root][INFO] - ===> Epoch[50](250/5): Loss 0.2494, Sem 0.6649, dir -0.8647, norm 0.4492, swav 0.0000 LR: 9.549e-02 Score 80.278 Data time: 0.3504, Forward time: 2.3665, Backward time: 3.2817, DDP time: 0.0036, Total iter time: 6.4739 [2020-11-08 10:11:26,703][root][INFO] - ===> Epoch[51](251/5): Loss 0.1997, Sem 0.6488, dir -0.8530, norm 0.4039, swav 0.0000 LR: 9.547e-02 Score 79.236 Data time: 0.1379, Forward time: 2.3635, Backward time: 3.2836, DDP time: 0.0036, Total iter time: 5.6430 [2020-11-08 10:11:32,150][root][INFO] - ===> Epoch[51](252/5): Loss 0.1027, Sem 0.5762, dir -0.8723, norm 0.3988, swav 0.0000 LR: 9.545e-02 Score 82.219 Data time: 0.2016, Forward time: 2.3629, Backward time: 3.2820, DDP time: 0.0036, Total iter time: 5.3504 [2020-11-08 10:11:37,272][root][INFO] - ===> Epoch[51](253/5): Loss 0.2731, Sem 0.7026, dir -0.8703, norm 0.4408, swav 0.0000 LR: 9.544e-02 Score 78.100 Data time: 0.1419, Forward time: 2.3594, Backward time: 3.2820, DDP time: 0.0036, Total iter time: 5.0165 [2020-11-08 10:11:42,821][root][INFO] - ===> Epoch[51](254/5): Loss 0.2031, Sem 0.6747, dir -0.8669, norm 0.3953, swav 0.0000 LR: 9.542e-02 Score 78.796 Data time: 0.2026, Forward time: 2.3586, Backward time: 3.2811, DDP time: 0.0036, Total iter time: 5.4646 [2020-11-08 10:11:50,004][root][INFO] - ===> Epoch[51](255/5): Loss 0.2066, Sem 0.6221, dir -0.8597, norm 0.4441, swav 0.0000 LR: 9.540e-02 Score 81.059 Data time: 0.2354, Forward time: 2.3594, Backward time: 3.2846, DDP time: 0.0036, Total iter time: 7.0753 [2020-11-08 10:11:56,412][root][INFO] - ===> Epoch[52](256/5): Loss 0.1538, Sem 0.6219, dir -0.8688, norm 0.4007, swav 0.0000 LR: 9.538e-02 Score 81.209 Data time: 0.2184, Forward time: 2.3594, Backward time: 3.2859, DDP time: 0.0036, Total iter time: 6.2700 [2020-11-08 10:12:02,003][root][INFO] - ===> Epoch[52](257/5): Loss 0.1017, Sem 0.5697, dir -0.8805, norm 0.4125, swav 0.0000 LR: 9.536e-02 Score 80.993 Data time: 0.2641, Forward time: 2.3606, Backward time: 3.2826, DDP time: 0.0037, Total iter time: 5.4840 [2020-11-08 10:12:07,546][root][INFO] - ===> Epoch[52](258/5): Loss 0.2290, Sem 0.6147, dir -0.8562, norm 0.4705, swav 0.0000 LR: 9.534e-02 Score 81.170 Data time: 0.2399, Forward time: 2.3605, Backward time: 3.2807, DDP time: 0.0037, Total iter time: 5.4430 [2020-11-08 10:12:13,580][root][INFO] - ===> Epoch[52](259/5): Loss 0.2501, Sem 0.7079, dir -0.8631, norm 0.4054, swav 0.0000 LR: 9.533e-02 Score 77.914 Data time: 0.2481, Forward time: 2.3605, Backward time: 3.2805, DDP time: 0.0037, Total iter time: 5.9068 [2020-11-08 10:12:19,726][root][INFO] - ===> Epoch[52](260/5): Loss 0.2012, Sem 0.6338, dir -0.8359, norm 0.4033, swav 0.0000 LR: 9.531e-02 Score 80.755 Data time: 0.1761, Forward time: 2.3588, Backward time: 3.2825, DDP time: 0.0037, Total iter time: 6.0304 [2020-11-08 10:12:26,009][root][INFO] - ===> Epoch[53](261/5): Loss 0.2347, Sem 0.6617, dir -0.8519, norm 0.4249, swav 0.0000 LR: 9.529e-02 Score 79.905 Data time: 0.1526, Forward time: 2.3566, Backward time: 3.2858, DDP time: 0.0037, Total iter time: 6.1859 [2020-11-08 10:12:30,698][root][INFO] - ===> Epoch[53](262/5): Loss 0.1840, Sem 0.6350, dir -0.8623, norm 0.4114, swav 0.0000 LR: 9.527e-02 Score 80.429 Data time: 0.1434, Forward time: 2.3533, Backward time: 3.2843, DDP time: 0.0037, Total iter time: 4.6013 [2020-11-08 10:12:35,836][root][INFO] - ===> Epoch[53](263/5): Loss 0.2113, Sem 0.6518, dir -0.8545, norm 0.4140, swav 0.0000 LR: 9.525e-02 Score 80.816 Data time: 0.1865, Forward time: 2.3511, Backward time: 3.2833, DDP time: 0.0037, Total iter time: 5.0525 [2020-11-08 10:12:42,713][root][INFO] - ===> Epoch[53](264/5): Loss 0.1428, Sem 0.5912, dir -0.8596, norm 0.4112, swav 0.0000 LR: 9.524e-02 Score 82.181 Data time: 0.2699, Forward time: 2.3533, Backward time: 3.2842, DDP time: 0.0037, Total iter time: 6.7918 [2020-11-08 10:12:48,590][root][INFO] - ===> Epoch[53](265/5): Loss 0.2611, Sem 0.6750, dir -0.8572, norm 0.4433, swav 0.0000 LR: 9.522e-02 Score 79.258 Data time: 0.1409, Forward time: 2.3510, Backward time: 3.2859, DDP time: 0.0037, Total iter time: 5.7291 [2020-11-08 10:12:54,266][root][INFO] - ===> Epoch[54](266/5): Loss 0.2019, Sem 0.6539, dir -0.8592, norm 0.4073, swav 0.0000 LR: 9.520e-02 Score 79.032 Data time: 0.1892, Forward time: 2.3497, Backward time: 3.2859, DDP time: 0.0037, Total iter time: 5.5693 [2020-11-08 10:12:59,601][root][INFO] - ===> Epoch[54](267/5): Loss 0.2201, Sem 0.6363, dir -0.8588, norm 0.4426, swav 0.0000 LR: 9.518e-02 Score 80.736 Data time: 0.2252, Forward time: 2.3498, Backward time: 3.2832, DDP time: 0.0037, Total iter time: 5.2048 [2020-11-08 10:13:06,937][root][INFO] - ===> Epoch[54](268/5): Loss 0.1859, Sem 0.6431, dir -0.8676, norm 0.4104, swav 0.0000 LR: 9.516e-02 Score 80.072 Data time: 0.1677, Forward time: 2.3475, Backward time: 3.2901, DDP time: 0.0037, Total iter time: 7.2224 [2020-11-08 10:13:12,404][root][INFO] - ===> Epoch[54](269/5): Loss 0.1197, Sem 0.5964, dir -0.8688, norm 0.3921, swav 0.0000 LR: 9.515e-02 Score 81.307 Data time: 0.2977, Forward time: 2.3488, Backward time: 3.2866, DDP time: 0.0037, Total iter time: 5.3716 [2020-11-08 10:13:18,231][root][INFO] - ===> Epoch[54](270/5): Loss 0.1102, Sem 0.5828, dir -0.8726, norm 0.4000, swav 0.0000 LR: 9.513e-02 Score 81.686 Data time: 0.3044, Forward time: 2.3513, Backward time: 3.2832, DDP time: 0.0037, Total iter time: 5.6990 [2020-11-08 10:13:24,636][root][INFO] - ===> Epoch[55](271/5): Loss 0.2252, Sem 0.6654, dir -0.8584, norm 0.4183, swav 0.0000 LR: 9.511e-02 Score 79.386 Data time: 0.2147, Forward time: 2.3519, Backward time: 3.2838, DDP time: 0.0037, Total iter time: 6.3054 [2020-11-08 10:13:29,887][root][INFO] - ===> Epoch[55](272/5): Loss 0.1296, Sem 0.5851, dir -0.8682, norm 0.4127, swav 0.0000 LR: 9.509e-02 Score 81.918 Data time: 0.2541, Forward time: 2.3530, Backward time: 3.2799, DDP time: 0.0037, Total iter time: 5.1338 [2020-11-08 10:13:35,674][root][INFO] - ===> Epoch[55](273/5): Loss 0.2396, Sem 0.6470, dir -0.8547, norm 0.4473, swav 0.0000 LR: 9.507e-02 Score 79.830 Data time: 0.2625, Forward time: 2.3542, Backward time: 3.2777, DDP time: 0.0037, Total iter time: 5.6646 [2020-11-08 10:13:41,926][root][INFO] - ===> Epoch[55](274/5): Loss 0.1831, Sem 0.6042, dir -0.8657, norm 0.4445, swav 0.0000 LR: 9.506e-02 Score 81.135 Data time: 0.2531, Forward time: 2.3551, Backward time: 3.2774, DDP time: 0.0037, Total iter time: 6.1069 [2020-11-08 10:13:48,135][root][INFO] - ===> Epoch[55](275/5): Loss 0.0697, Sem 0.5564, dir -0.8678, norm 0.3811, swav 0.0000 LR: 9.504e-02 Score 82.733 Data time: 0.1345, Forward time: 2.3523, Backward time: 3.2808, DDP time: 0.0037, Total iter time: 6.0812 [2020-11-08 10:13:54,199][root][INFO] - ===> Epoch[56](276/5): Loss 0.1190, Sem 0.5922, dir -0.8685, norm 0.3953, swav 0.0000 LR: 9.502e-02 Score 80.288 Data time: 0.1734, Forward time: 2.3501, Backward time: 3.2832, DDP time: 0.0037, Total iter time: 5.9856 [2020-11-08 10:14:00,925][root][INFO] - ===> Epoch[56](277/5): Loss 0.1730, Sem 0.6370, dir -0.8696, norm 0.4056, swav 0.0000 LR: 9.500e-02 Score 79.940 Data time: 0.1933, Forward time: 2.3490, Backward time: 3.2869, DDP time: 0.0037, Total iter time: 6.6512 [2020-11-08 10:14:06,649][root][INFO] - ===> Epoch[56](278/5): Loss 0.1531, Sem 0.5782, dir -0.8663, norm 0.4412, swav 0.0000 LR: 9.498e-02 Score 82.105 Data time: 0.1665, Forward time: 2.3468, Backward time: 3.2880, DDP time: 0.0037, Total iter time: 5.6144 [2020-11-08 10:14:12,938][root][INFO] - ===> Epoch[56](279/5): Loss 0.0750, Sem 0.5899, dir -0.8747, norm 0.3598, swav 0.0000 LR: 9.496e-02 Score 81.929 Data time: 0.2192, Forward time: 2.3464, Backward time: 3.2891, DDP time: 0.0037, Total iter time: 6.1765 [2020-11-08 10:14:18,996][root][INFO] - ===> Epoch[56](280/5): Loss 0.2309, Sem 0.6548, dir -0.8532, norm 0.4293, swav 0.0000 LR: 9.495e-02 Score 79.812 Data time: 0.2285, Forward time: 2.3469, Backward time: 3.2886, DDP time: 0.0037, Total iter time: 5.9345 [2020-11-08 10:14:24,550][root][INFO] - ===> Epoch[57](281/5): Loss 0.1586, Sem 0.6099, dir -0.8648, norm 0.4135, swav 0.0000 LR: 9.493e-02 Score 81.188 Data time: 0.2329, Forward time: 2.3464, Backward time: 3.2873, DDP time: 0.0037, Total iter time: 5.4350 [2020-11-08 10:14:29,668][root][INFO] - ===> Epoch[57](282/5): Loss 0.1263, Sem 0.5812, dir -0.8709, norm 0.4160, swav 0.0000 LR: 9.491e-02 Score 81.795 Data time: 0.2177, Forward time: 2.3465, Backward time: 3.2841, DDP time: 0.0037, Total iter time: 4.9926 [2020-11-08 10:14:35,276][root][INFO] - ===> Epoch[57](283/5): Loss 0.1819, Sem 0.6130, dir -0.8657, norm 0.4346, swav 0.0000 LR: 9.489e-02 Score 80.625 Data time: 0.1805, Forward time: 2.3448, Backward time: 3.2843, DDP time: 0.0037, Total iter time: 5.4922 [2020-11-08 10:14:40,538][root][INFO] - ===> Epoch[57](284/5): Loss 0.1466, Sem 0.6078, dir -0.8613, norm 0.4001, swav 0.0000 LR: 9.487e-02 Score 81.012 Data time: 0.2020, Forward time: 2.3443, Backward time: 3.2823, DDP time: 0.0037, Total iter time: 5.1682 [2020-11-08 10:14:46,785][root][INFO] - ===> Epoch[57](285/5): Loss 0.0220, Sem 0.5448, dir -0.8710, norm 0.3482, swav 0.0000 LR: 9.486e-02 Score 83.373 Data time: 0.2273, Forward time: 2.3435, Backward time: 3.2837, DDP time: 0.0037, Total iter time: 6.1302 [2020-11-08 10:14:52,288][root][INFO] - ===> Epoch[58](286/5): Loss 0.1453, Sem 0.5923, dir -0.8685, norm 0.4215, swav 0.0000 LR: 9.484e-02 Score 81.335 Data time: 0.2366, Forward time: 2.3437, Backward time: 3.2817, DDP time: 0.0037, Total iter time: 5.4107 [2020-11-08 10:14:57,666][root][INFO] - ===> Epoch[58](287/5): Loss 0.1076, Sem 0.6001, dir -0.8737, norm 0.3811, swav 0.0000 LR: 9.482e-02 Score 81.468 Data time: 0.2485, Forward time: 2.3445, Backward time: 3.2787, DDP time: 0.0037, Total iter time: 5.2477 [2020-11-08 10:15:04,534][root][INFO] - ===> Epoch[58](288/5): Loss 0.1263, Sem 0.5856, dir -0.8687, norm 0.4094, swav 0.0000 LR: 9.480e-02 Score 81.451 Data time: 0.2534, Forward time: 2.3461, Backward time: 3.2798, DDP time: 0.0037, Total iter time: 6.7477 [2020-11-08 10:15:10,171][root][INFO] - ===> Epoch[58](289/5): Loss 0.1203, Sem 0.5371, dir -0.8549, norm 0.4381, swav 0.0000 LR: 9.478e-02 Score 83.506 Data time: 0.1924, Forward time: 2.3453, Backward time: 3.2793, DDP time: 0.0037, Total iter time: 5.5218 [2020-11-08 10:15:16,330][root][INFO] - ===> Epoch[58](290/5): Loss 0.1204, Sem 0.5978, dir -0.8656, norm 0.3881, swav 0.0000 LR: 9.477e-02 Score 81.757 Data time: 0.1908, Forward time: 2.3442, Backward time: 3.2808, DDP time: 0.0037, Total iter time: 6.0706 [2020-11-08 10:15:22,290][root][INFO] - ===> Epoch[59](291/5): Loss 0.1111, Sem 0.5464, dir -0.8573, norm 0.4220, swav 0.0000 LR: 9.475e-02 Score 82.637 Data time: 0.2367, Forward time: 2.3444, Backward time: 3.2803, DDP time: 0.0037, Total iter time: 5.8454 [2020-11-08 10:15:28,500][root][INFO] - ===> Epoch[59](292/5): Loss 0.0290, Sem 0.5368, dir -0.8760, norm 0.3682, swav 0.0000 LR: 9.473e-02 Score 83.170 Data time: 0.2744, Forward time: 2.3467, Backward time: 3.2786, DDP time: 0.0037, Total iter time: 6.0932 [2020-11-08 10:15:34,430][root][INFO] - ===> Epoch[59](293/5): Loss 0.2240, Sem 0.6238, dir -0.8658, norm 0.4660, swav 0.0000 LR: 9.471e-02 Score 80.565 Data time: 0.2384, Forward time: 2.3474, Backward time: 3.2774, DDP time: 0.0037, Total iter time: 5.7948 [2020-11-08 10:15:39,739][root][INFO] - ===> Epoch[59](294/5): Loss 0.0756, Sem 0.5441, dir -0.8693, norm 0.4008, swav 0.0000 LR: 9.469e-02 Score 83.326 Data time: 0.1974, Forward time: 2.3469, Backward time: 3.2756, DDP time: 0.0037, Total iter time: 5.1932 [2020-11-08 10:15:46,912][root][INFO] - ===> Epoch[59](295/5): Loss 0.1446, Sem 0.6296, dir -0.8679, norm 0.3830, swav 0.0000 LR: 9.468e-02 Score 80.201 Data time: 0.2317, Forward time: 2.3462, Backward time: 3.2798, DDP time: 0.0037, Total iter time: 7.0444 [2020-11-08 10:15:54,079][root][INFO] - ===> Epoch[60](296/5): Loss 0.1090, Sem 0.5496, dir -0.8576, norm 0.4169, swav 0.0000 LR: 9.466e-02 Score 82.576 Data time: 0.3859, Forward time: 2.3505, Backward time: 3.2790, DDP time: 0.0037, Total iter time: 7.0395 [2020-11-08 10:16:00,896][root][INFO] - ===> Epoch[60](297/5): Loss 0.1049, Sem 0.5840, dir -0.8749, norm 0.3958, swav 0.0000 LR: 9.464e-02 Score 82.118 Data time: 0.1910, Forward time: 2.3501, Backward time: 3.2818, DDP time: 0.0037, Total iter time: 6.6855 [2020-11-08 10:16:06,204][root][INFO] - ===> Epoch[60](298/5): Loss 0.0950, Sem 0.5625, dir -0.8693, norm 0.4018, swav 0.0000 LR: 9.462e-02 Score 82.466 Data time: 0.1875, Forward time: 2.3488, Backward time: 3.2807, DDP time: 0.0037, Total iter time: 5.1873 [2020-11-08 10:16:12,113][root][INFO] - ===> Epoch[60](299/5): Loss 0.1594, Sem 0.5929, dir -0.8712, norm 0.4377, swav 0.0000 LR: 9.460e-02 Score 81.248 Data time: 0.2561, Forward time: 2.3505, Backward time: 3.2787, DDP time: 0.0037, Total iter time: 5.8153 [2020-11-08 10:16:18,406][root][INFO] - ===> Epoch[60](300/5): Loss 0.0357, Sem 0.5660, dir -0.8808, norm 0.3505, swav 0.0000 LR: 9.458e-02 Score 82.638 Data time: 0.2249, Forward time: 2.3512, Backward time: 3.2789, DDP time: 0.0037, Total iter time: 6.1664 [2020-11-08 10:16:23,472][root][INFO] - ===> Epoch[61](301/5): Loss 0.0008, Sem 0.5271, dir -0.8928, norm 0.3665, swav 0.0000 LR: 9.457e-02 Score 82.985 Data time: 0.2202, Forward time: 2.3511, Backward time: 3.2757, DDP time: 0.0037, Total iter time: 4.9360 [2020-11-08 10:16:29,747][root][INFO] - ===> Epoch[61](302/5): Loss 0.1485, Sem 0.6102, dir -0.8665, norm 0.4048, swav 0.0000 LR: 9.455e-02 Score 80.838 Data time: 0.2057, Forward time: 2.3509, Backward time: 3.2767, DDP time: 0.0037, Total iter time: 6.1595 [2020-11-08 10:16:35,252][root][INFO] - ===> Epoch[61](303/5): Loss 0.1810, Sem 0.6408, dir -0.8657, norm 0.4059, swav 0.0000 LR: 9.453e-02 Score 79.678 Data time: 0.2144, Forward time: 2.3506, Backward time: 3.2752, DDP time: 0.0037, Total iter time: 5.3616 [2020-11-08 10:16:40,750][root][INFO] - ===> Epoch[61](304/5): Loss 0.0910, Sem 0.5673, dir -0.8667, norm 0.3905, swav 0.0000 LR: 9.451e-02 Score 81.655 Data time: 0.1836, Forward time: 2.3489, Backward time: 3.2752, DDP time: 0.0037, Total iter time: 5.3899 [2020-11-08 10:16:47,797][root][INFO] - ===> Epoch[61](305/5): Loss 0.0916, Sem 0.5318, dir -0.8596, norm 0.4194, swav 0.0000 LR: 9.449e-02 Score 82.895 Data time: 0.1904, Forward time: 2.3479, Backward time: 3.2795, DDP time: 0.0037, Total iter time: 6.9529 [2020-11-08 10:16:53,739][root][INFO] - ===> Epoch[62](306/5): Loss 0.1400, Sem 0.5841, dir -0.8512, norm 0.4072, swav 0.0000 LR: 9.448e-02 Score 81.919 Data time: 0.1732, Forward time: 2.3460, Backward time: 3.2811, DDP time: 0.0037, Total iter time: 5.8297 [2020-11-08 10:16:59,630][root][INFO] - ===> Epoch[62](307/5): Loss 0.0865, Sem 0.5630, dir -0.8788, norm 0.4023, swav 0.0000 LR: 9.446e-02 Score 81.870 Data time: 0.2171, Forward time: 2.3453, Backward time: 3.2813, DDP time: 0.0037, Total iter time: 5.7994 [2020-11-08 10:17:05,168][root][INFO] - ===> Epoch[62](308/5): Loss 0.1258, Sem 0.5546, dir -0.8544, norm 0.4256, swav 0.0000 LR: 9.444e-02 Score 82.610 Data time: 0.2184, Forward time: 2.3452, Backward time: 3.2799, DDP time: 0.0037, Total iter time: 5.4286 [2020-11-08 10:17:10,508][root][INFO] - ===> Epoch[62](309/5): Loss 0.0790, Sem 0.5820, dir -0.8782, norm 0.3753, swav 0.0000 LR: 9.442e-02 Score 81.566 Data time: 0.2383, Forward time: 2.3461, Backward time: 3.2768, DDP time: 0.0037, Total iter time: 5.2104 [2020-11-08 10:17:16,618][root][INFO] - ===> Epoch[62](310/5): Loss 0.2168, Sem 0.6338, dir -0.8653, norm 0.4482, swav 0.0000 LR: 9.440e-02 Score 80.468 Data time: 0.2575, Forward time: 2.3470, Backward time: 3.2760, DDP time: 0.0037, Total iter time: 5.9728 [2020-11-08 10:17:22,929][root][INFO] - ===> Epoch[63](311/5): Loss 0.0720, Sem 0.5542, dir -0.8682, norm 0.3860, swav 0.0000 LR: 9.439e-02 Score 83.205 Data time: 0.2919, Forward time: 2.3496, Backward time: 3.2742, DDP time: 0.0037, Total iter time: 6.1771 [2020-11-08 10:17:28,920][root][INFO] - ===> Epoch[63](312/5): Loss 0.1270, Sem 0.5669, dir -0.8560, norm 0.4161, swav 0.0000 LR: 9.437e-02 Score 82.403 Data time: 0.2157, Forward time: 2.3495, Backward time: 3.2741, DDP time: 0.0037, Total iter time: 5.8608 [2020-11-08 10:17:35,064][root][INFO] - ===> Epoch[63](313/5): Loss 0.1164, Sem 0.5416, dir -0.8723, norm 0.4471, swav 0.0000 LR: 9.435e-02 Score 82.751 Data time: 0.2346, Forward time: 2.3492, Backward time: 3.2747, DDP time: 0.0037, Total iter time: 6.0262 [2020-11-08 10:17:41,577][root][INFO] - ===> Epoch[63](314/5): Loss -0.0286, Sem 0.4983, dir -0.8844, norm 0.3575, swav 0.0000 LR: 9.433e-02 Score 84.023 Data time: 0.2691, Forward time: 2.3496, Backward time: 3.2757, DDP time: 0.0037, Total iter time: 6.4174 [2020-11-08 10:17:49,304][root][INFO] - ===> Epoch[63](315/5): Loss 0.1060, Sem 0.5790, dir -0.8678, norm 0.3948, swav 0.0000 LR: 9.431e-02 Score 81.317 Data time: 0.4273, Forward time: 2.3545, Backward time: 3.2757, DDP time: 0.0037, Total iter time: 7.6049 [2020-11-08 10:17:55,205][root][INFO] - ===> Epoch[64](316/5): Loss 0.0792, Sem 0.5495, dir -0.8664, norm 0.3961, swav 0.0000 LR: 9.429e-02 Score 82.647 Data time: 0.1953, Forward time: 2.3549, Backward time: 3.2749, DDP time: 0.0037, Total iter time: 5.7682 [2020-11-08 10:18:01,839][root][INFO] - ===> Epoch[64](317/5): Loss 0.0460, Sem 0.5191, dir -0.8770, norm 0.4039, swav 0.0000 LR: 9.428e-02 Score 83.668 Data time: 0.1762, Forward time: 2.3530, Backward time: 3.2784, DDP time: 0.0037, Total iter time: 6.5226 [2020-11-08 10:18:08,229][root][INFO] - ===> Epoch[64](318/5): Loss 0.1379, Sem 0.5873, dir -0.8705, norm 0.4211, swav 0.0000 LR: 9.426e-02 Score 81.326 Data time: 0.2540, Forward time: 2.3540, Backward time: 3.2786, DDP time: 0.0037, Total iter time: 6.3142 [2020-11-08 10:18:14,297][root][INFO] - ===> Epoch[64](319/5): Loss 0.0794, Sem 0.5743, dir -0.8723, norm 0.3775, swav 0.0000 LR: 9.424e-02 Score 81.588 Data time: 0.2682, Forward time: 2.3552, Backward time: 3.2772, DDP time: 0.0037, Total iter time: 5.9270 [2020-11-08 10:18:19,613][root][INFO] - ===> Epoch[64](320/5): Loss 0.0504, Sem 0.5051, dir -0.8626, norm 0.4079, swav 0.0000 LR: 9.422e-02 Score 83.898 Data time: 0.2403, Forward time: 2.3558, Backward time: 3.2743, DDP time: 0.0037, Total iter time: 5.1844 [2020-11-08 10:18:25,745][root][INFO] - ===> Epoch[65](321/5): Loss 0.0681, Sem 0.5134, dir -0.8673, norm 0.4220, swav 0.0000 LR: 9.420e-02 Score 83.887 Data time: 0.2200, Forward time: 2.3555, Backward time: 3.2749, DDP time: 0.0037, Total iter time: 6.0144 [2020-11-08 10:18:32,141][root][INFO] - ===> Epoch[65](322/5): Loss 0.0908, Sem 0.5674, dir -0.8628, norm 0.3862, swav 0.0000 LR: 9.419e-02 Score 81.640 Data time: 0.1525, Forward time: 2.3530, Backward time: 3.2784, DDP time: 0.0037, Total iter time: 6.2751 [2020-11-08 10:18:37,256][root][INFO] - ===> Epoch[65](323/5): Loss 0.0701, Sem 0.5285, dir -0.8770, norm 0.4186, swav 0.0000 LR: 9.417e-02 Score 82.955 Data time: 0.2085, Forward time: 2.3531, Backward time: 3.2757, DDP time: 0.0037, Total iter time: 5.0379 [2020-11-08 10:18:42,982][root][INFO] - ===> Epoch[65](324/5): Loss 0.0112, Sem 0.5338, dir -0.8800, norm 0.3573, swav 0.0000 LR: 9.415e-02 Score 83.017 Data time: 0.2408, Forward time: 2.3528, Backward time: 3.2750, DDP time: 0.0037, Total iter time: 5.6044 [2020-11-08 10:18:49,999][root][INFO] - ===> Epoch[65](325/5): Loss 0.0620, Sem 0.5422, dir -0.8787, norm 0.3986, swav 0.0000 LR: 9.413e-02 Score 83.410 Data time: 0.3897, Forward time: 2.3564, Backward time: 3.2741, DDP time: 0.0037, Total iter time: 6.8990 [2020-11-08 10:18:54,836][root][INFO] - ===> Epoch[66](326/5): Loss 0.0862, Sem 0.5439, dir -0.8642, norm 0.4065, swav 0.0000 LR: 9.411e-02 Score 82.908 Data time: 0.1549, Forward time: 2.3547, Backward time: 3.2722, DDP time: 0.0037, Total iter time: 4.7156 [2020-11-08 10:19:00,607][root][INFO] - ===> Epoch[66](327/5): Loss 0.0146, Sem 0.5214, dir -0.8801, norm 0.3734, swav 0.0000 LR: 9.410e-02 Score 82.869 Data time: 0.3069, Forward time: 2.3565, Backward time: 3.2695, DDP time: 0.0037, Total iter time: 5.6721 [2020-11-08 10:19:07,053][root][INFO] - ===> Epoch[66](328/5): Loss 0.0086, Sem 0.5265, dir -0.8771, norm 0.3592, swav 0.0000 LR: 9.408e-02 Score 83.481 Data time: 0.1716, Forward time: 2.3551, Backward time: 3.2720, DDP time: 0.0037, Total iter time: 6.3277 [2020-11-08 10:19:13,988][root][INFO] - ===> Epoch[66](329/5): Loss -0.0126, Sem 0.4921, dir -0.8854, norm 0.3807, swav 0.0000 LR: 9.406e-02 Score 84.526 Data time: 0.1269, Forward time: 2.3525, Backward time: 3.2775, DDP time: 0.0037, Total iter time: 6.8527 [2020-11-08 10:19:20,265][root][INFO] - ===> Epoch[66](330/5): Loss 0.0291, Sem 0.5263, dir -0.8798, norm 0.3826, swav 0.0000 LR: 9.404e-02 Score 83.667 Data time: 0.1726, Forward time: 2.3508, Backward time: 3.2799, DDP time: 0.0037, Total iter time: 6.2075 [2020-11-08 10:19:26,212][root][INFO] - ===> Epoch[67](331/5): Loss -0.0723, Sem 0.4774, dir -0.8898, norm 0.3402, swav 0.0000 LR: 9.402e-02 Score 84.686 Data time: 0.1926, Forward time: 2.3501, Backward time: 3.2804, DDP time: 0.0037, Total iter time: 5.8607 [2020-11-08 10:19:31,734][root][INFO] - ===> Epoch[67](332/5): Loss 0.1924, Sem 0.5865, dir -0.8585, norm 0.4644, swav 0.0000 LR: 9.400e-02 Score 81.909 Data time: 0.1829, Forward time: 2.3489, Backward time: 3.2802, DDP time: 0.0037, Total iter time: 5.4158 [2020-11-08 10:19:36,875][root][INFO] - ===> Epoch[67](333/5): Loss -0.0543, Sem 0.4691, dir -0.8873, norm 0.3639, swav 0.0000 LR: 9.399e-02 Score 85.725 Data time: 0.2012, Forward time: 2.3486, Backward time: 3.2780, DDP time: 0.0037, Total iter time: 5.0279 [2020-11-08 10:19:43,166][root][INFO] - ===> Epoch[67](334/5): Loss 0.0151, Sem 0.4988, dir -0.8751, norm 0.3914, swav 0.0000 LR: 9.397e-02 Score 84.217 Data time: 0.1665, Forward time: 2.3471, Backward time: 3.2802, DDP time: 0.0037, Total iter time: 6.1668 [2020-11-08 10:19:48,559][root][INFO] - ===> Epoch[67](335/5): Loss 0.1373, Sem 0.5645, dir -0.8623, norm 0.4351, swav 0.0000 LR: 9.395e-02 Score 82.338 Data time: 0.1543, Forward time: 2.3450, Backward time: 3.2805, DDP time: 0.0037, Total iter time: 5.3007 [2020-11-08 10:19:54,138][root][INFO] - ===> Epoch[68](336/5): Loss 0.0203, Sem 0.5054, dir -0.8815, norm 0.3964, swav 0.0000 LR: 9.393e-02 Score 83.448 Data time: 0.1762, Forward time: 2.3433, Backward time: 3.2809, DDP time: 0.0037, Total iter time: 5.4834 [2020-11-08 10:19:58,843][root][INFO] - ===> Epoch[68](337/5): Loss -0.0147, Sem 0.5099, dir -0.8761, norm 0.3515, swav 0.0000 LR: 9.391e-02 Score 84.657 Data time: 0.2122, Forward time: 2.3436, Backward time: 3.2769, DDP time: 0.0037, Total iter time: 4.6124 [2020-11-08 10:20:04,324][root][INFO] - ===> Epoch[68](338/5): Loss -0.0061, Sem 0.5196, dir -0.8846, norm 0.3590, swav 0.0000 LR: 9.390e-02 Score 83.500 Data time: 0.2036, Forward time: 2.3433, Backward time: 3.2756, DDP time: 0.0037, Total iter time: 5.3734 [2020-11-08 10:20:10,396][root][INFO] - ===> Epoch[68](339/5): Loss 0.0332, Sem 0.5008, dir -0.8777, norm 0.4101, swav 0.0000 LR: 9.388e-02 Score 84.796 Data time: 0.2390, Forward time: 2.3442, Backward time: 3.2749, DDP time: 0.0037, Total iter time: 5.9681 [2020-11-08 10:20:17,480][root][INFO] - ===> Epoch[68](340/5): Loss 0.0684, Sem 0.5790, dir -0.8769, norm 0.3663, swav 0.0000 LR: 9.386e-02 Score 81.377 Data time: 0.2036, Forward time: 2.3440, Backward time: 3.2781, DDP time: 0.0037, Total iter time: 6.9522 [2020-11-08 10:20:22,152][root][INFO] - ===> Epoch[69](341/5): Loss 0.0508, Sem 0.4949, dir -0.8723, norm 0.4282, swav 0.0000 LR: 9.384e-02 Score 83.844 Data time: 0.1596, Forward time: 2.3420, Backward time: 3.2762, DDP time: 0.0037, Total iter time: 4.5503 [2020-11-08 10:20:27,744][root][INFO] - ===> Epoch[69](342/5): Loss 0.0310, Sem 0.4791, dir -0.8668, norm 0.4188, swav 0.0000 LR: 9.382e-02 Score 85.540 Data time: 0.2436, Forward time: 2.3428, Backward time: 3.2743, DDP time: 0.0037, Total iter time: 5.5098 [2020-11-08 10:20:33,685][root][INFO] - ===> Epoch[69](343/5): Loss 0.0224, Sem 0.5559, dir -0.8865, norm 0.3530, swav 0.0000 LR: 9.381e-02 Score 83.009 Data time: 0.2537, Forward time: 2.3424, Backward time: 3.2743, DDP time: 0.0037, Total iter time: 5.8113 [2020-11-08 10:20:41,120][root][INFO] - ===> Epoch[69](344/5): Loss 0.0160, Sem 0.5340, dir -0.8805, norm 0.3625, swav 0.0000 LR: 9.379e-02 Score 83.404 Data time: 0.3100, Forward time: 2.3446, Backward time: 3.2759, DDP time: 0.0037, Total iter time: 7.3150 [2020-11-08 10:20:47,707][root][INFO] - ===> Epoch[69](345/5): Loss 0.0530, Sem 0.5365, dir -0.8727, norm 0.3892, swav 0.0000 LR: 9.377e-02 Score 82.368 Data time: 0.2273, Forward time: 2.3451, Backward time: 3.2770, DDP time: 0.0037, Total iter time: 6.4657 [2020-11-08 10:20:53,430][root][INFO] - ===> Epoch[70](346/5): Loss 0.0378, Sem 0.5054, dir -0.8768, norm 0.4091, swav 0.0000 LR: 9.375e-02 Score 83.411 Data time: 0.2537, Forward time: 2.3464, Backward time: 3.2748, DDP time: 0.0037, Total iter time: 5.6034 [2020-11-08 10:20:58,591][root][INFO] - ===> Epoch[70](347/5): Loss 0.0958, Sem 0.5107, dir -0.8667, norm 0.4519, swav 0.0000 LR: 9.373e-02 Score 83.873 Data time: 0.2166, Forward time: 2.3471, Backward time: 3.2717, DDP time: 0.0037, Total iter time: 5.0342 [2020-11-08 10:21:04,706][root][INFO] - ===> Epoch[70](348/5): Loss 0.0198, Sem 0.4852, dir -0.8717, norm 0.4063, swav 0.0000 LR: 9.371e-02 Score 84.475 Data time: 0.2118, Forward time: 2.3474, Backward time: 3.2717, DDP time: 0.0037, Total iter time: 6.0053 [2020-11-08 10:21:11,421][root][INFO] - ===> Epoch[70](349/5): Loss -0.0201, Sem 0.4978, dir -0.8736, norm 0.3557, swav 0.0000 LR: 9.370e-02 Score 84.606 Data time: 0.1386, Forward time: 2.3448, Backward time: 3.2762, DDP time: 0.0037, Total iter time: 6.6014 [2020-11-08 10:21:16,663][root][INFO] - ===> Epoch[70](350/5): Loss -0.0718, Sem 0.4681, dir -0.8878, norm 0.3479, swav 0.0000 LR: 9.368e-02 Score 84.812 Data time: 0.2129, Forward time: 2.3444, Backward time: 3.2745, DDP time: 0.0037, Total iter time: 5.1521 [2020-11-08 10:21:24,102][root][INFO] - ===> Epoch[71](351/5): Loss 0.0060, Sem 0.5047, dir -0.8810, norm 0.3822, swav 0.0000 LR: 9.366e-02 Score 84.362 Data time: 0.2914, Forward time: 2.3459, Backward time: 3.2767, DDP time: 0.0037, Total iter time: 7.3424 [2020-11-08 10:21:29,951][root][INFO] - ===> Epoch[71](352/5): Loss -0.0136, Sem 0.4764, dir -0.8820, norm 0.3919, swav 0.0000 LR: 9.364e-02 Score 84.885 Data time: 0.2881, Forward time: 2.3478, Backward time: 3.2742, DDP time: 0.0037, Total iter time: 5.6984 [2020-11-08 10:21:35,780][root][INFO] - ===> Epoch[71](353/5): Loss -0.0335, Sem 0.4750, dir -0.8811, norm 0.3726, swav 0.0000 LR: 9.362e-02 Score 84.403 Data time: 0.1739, Forward time: 2.3464, Backward time: 3.2750, DDP time: 0.0037, Total iter time: 5.7043 [2020-11-08 10:21:40,351][root][INFO] - ===> Epoch[71](354/5): Loss -0.1024, Sem 0.4482, dir -0.8963, norm 0.3458, swav 0.0000 LR: 9.361e-02 Score 85.337 Data time: 0.2232, Forward time: 2.3460, Backward time: 3.2713, DDP time: 0.0037, Total iter time: 4.4295 [2020-11-08 10:21:45,754][root][INFO] - ===> Epoch[71](355/5): Loss 0.0650, Sem 0.5412, dir -0.8724, norm 0.3962, swav 0.0000 LR: 9.359e-02 Score 83.772 Data time: 0.2349, Forward time: 2.3468, Backward time: 3.2689, DDP time: 0.0037, Total iter time: 5.2958 [2020-11-08 10:21:51,235][root][INFO] - ===> Epoch[72](356/5): Loss -0.0184, Sem 0.5037, dir -0.8888, norm 0.3667, swav 0.0000 LR: 9.357e-02 Score 84.284 Data time: 0.1807, Forward time: 2.3453, Backward time: 3.2689, DDP time: 0.0037, Total iter time: 5.3561 [2020-11-08 10:21:57,041][root][INFO] - ===> Epoch[72](357/5): Loss -0.0718, Sem 0.4603, dir -0.8850, norm 0.3529, swav 0.0000 LR: 9.355e-02 Score 85.365 Data time: 0.2177, Forward time: 2.3457, Backward time: 3.2680, DDP time: 0.0037, Total iter time: 5.7005 [2020-11-08 10:22:03,128][root][INFO] - ===> Epoch[72](358/5): Loss -0.0148, Sem 0.5046, dir -0.8845, norm 0.3651, swav 0.0000 LR: 9.353e-02 Score 84.059 Data time: 0.2032, Forward time: 2.3455, Backward time: 3.2682, DDP time: 0.0037, Total iter time: 5.9597 [2020-11-08 10:22:08,879][root][INFO] - ===> Epoch[72](359/5): Loss -0.0301, Sem 0.4687, dir -0.8756, norm 0.3768, swav 0.0000 LR: 9.352e-02 Score 85.579 Data time: 0.2290, Forward time: 2.3459, Backward time: 3.2671, DDP time: 0.0037, Total iter time: 5.6422 [2020-11-08 10:22:14,741][root][INFO] - ===> Epoch[72](360/5): Loss -0.0073, Sem 0.4970, dir -0.8826, norm 0.3783, swav 0.0000 LR: 9.350e-02 Score 84.500 Data time: 0.2275, Forward time: 2.3463, Backward time: 3.2662, DDP time: 0.0037, Total iter time: 5.7373 [2020-11-08 10:22:20,663][root][INFO] - ===> Epoch[73](361/5): Loss -0.0953, Sem 0.4389, dir -0.8777, norm 0.3435, swav 0.0000 LR: 9.348e-02 Score 86.399 Data time: 0.1719, Forward time: 2.3450, Backward time: 3.2672, DDP time: 0.0037, Total iter time: 5.8004 [2020-11-08 10:22:26,210][root][INFO] - ===> Epoch[73](362/5): Loss -0.0835, Sem 0.4798, dir -0.8958, norm 0.3325, swav 0.0000 LR: 9.346e-02 Score 85.215 Data time: 0.1968, Forward time: 2.3441, Backward time: 3.2668, DDP time: 0.0037, Total iter time: 5.4574 [2020-11-08 10:22:32,971][root][INFO] - ===> Epoch[73](363/5): Loss 0.0435, Sem 0.5091, dir -0.8710, norm 0.4054, swav 0.0000 LR: 9.344e-02 Score 84.009 Data time: 0.1807, Forward time: 2.3431, Backward time: 3.2699, DDP time: 0.0037, Total iter time: 6.6484 [2020-11-08 10:22:38,614][root][INFO] - ===> Epoch[73](364/5): Loss -0.0233, Sem 0.4552, dir -0.8788, norm 0.4003, swav 0.0000 LR: 9.342e-02 Score 85.917 Data time: 0.2077, Forward time: 2.3428, Backward time: 3.2692, DDP time: 0.0037, Total iter time: 5.5226 [2020-11-08 10:22:44,963][root][INFO] - ===> Epoch[73](365/5): Loss 0.0137, Sem 0.5192, dir -0.8856, norm 0.3802, swav 0.0000 LR: 9.341e-02 Score 83.320 Data time: 0.2572, Forward time: 2.3440, Backward time: 3.2688, DDP time: 0.0037, Total iter time: 6.2108 [2020-11-08 10:22:50,384][root][INFO] - ===> Epoch[74](366/5): Loss -0.0940, Sem 0.4568, dir -0.8880, norm 0.3372, swav 0.0000 LR: 9.339e-02 Score 85.364 Data time: 0.2298, Forward time: 2.3443, Backward time: 3.2666, DDP time: 0.0037, Total iter time: 5.2985 [2020-11-08 10:22:56,144][root][INFO] - ===> Epoch[74](367/5): Loss -0.0664, Sem 0.4678, dir -0.8818, norm 0.3475, swav 0.0000 LR: 9.337e-02 Score 85.472 Data time: 0.2840, Forward time: 2.3446, Backward time: 3.2655, DDP time: 0.0037, Total iter time: 5.6403 [2020-11-08 10:23:03,264][root][INFO] - ===> Epoch[74](368/5): Loss 0.0837, Sem 0.5464, dir -0.8719, norm 0.4092, swav 0.0000 LR: 9.335e-02 Score 82.674 Data time: 0.3850, Forward time: 2.3479, Backward time: 3.2648, DDP time: 0.0037, Total iter time: 6.9961 [2020-11-08 10:23:09,169][root][INFO] - ===> Epoch[74](369/5): Loss -0.0529, Sem 0.4760, dir -0.8851, norm 0.3561, swav 0.0000 LR: 9.333e-02 Score 85.215 Data time: 0.1814, Forward time: 2.3477, Backward time: 3.2648, DDP time: 0.0037, Total iter time: 5.7845 [2020-11-08 10:23:15,044][root][INFO] - ===> Epoch[74](370/5): Loss 0.0688, Sem 0.5359, dir -0.8809, norm 0.4138, swav 0.0000 LR: 9.332e-02 Score 83.551 Data time: 0.2322, Forward time: 2.3476, Backward time: 3.2646, DDP time: 0.0037, Total iter time: 5.7740 [2020-11-08 10:23:21,621][root][INFO] - ===> Epoch[75](371/5): Loss 0.0007, Sem 0.4726, dir -0.8856, norm 0.4137, swav 0.0000 LR: 9.330e-02 Score 85.207 Data time: 0.2270, Forward time: 2.3478, Backward time: 3.2658, DDP time: 0.0037, Total iter time: 6.4572 [2020-11-08 10:23:26,830][root][INFO] - ===> Epoch[75](372/5): Loss -0.0214, Sem 0.5047, dir -0.8806, norm 0.3545, swav 0.0000 LR: 9.328e-02 Score 84.296 Data time: 0.2149, Forward time: 2.3478, Backward time: 3.2637, DDP time: 0.0037, Total iter time: 5.0890 [2020-11-08 10:23:32,047][root][INFO] - ===> Epoch[75](373/5): Loss -0.0051, Sem 0.4854, dir -0.8848, norm 0.3944, swav 0.0000 LR: 9.326e-02 Score 85.423 Data time: 0.2156, Forward time: 2.3480, Backward time: 3.2614, DDP time: 0.0037, Total iter time: 5.0837 [2020-11-08 10:23:37,314][root][INFO] - ===> Epoch[75](374/5): Loss -0.0040, Sem 0.4886, dir -0.8751, norm 0.3825, swav 0.0000 LR: 9.324e-02 Score 85.030 Data time: 0.2165, Forward time: 2.3477, Backward time: 3.2598, DDP time: 0.0037, Total iter time: 5.1542 [2020-11-08 10:23:43,740][root][INFO] - ===> Epoch[75](375/5): Loss -0.0807, Sem 0.4289, dir -0.8871, norm 0.3775, swav 0.0000 LR: 9.323e-02 Score 86.050 Data time: 0.2701, Forward time: 2.3481, Backward time: 3.2603, DDP time: 0.0037, Total iter time: 6.3092 [2020-11-08 10:23:49,388][root][INFO] - ===> Epoch[76](376/5): Loss -0.0028, Sem 0.4822, dir -0.8904, norm 0.4054, swav 0.0000 LR: 9.321e-02 Score 84.795 Data time: 0.2568, Forward time: 2.3497, Backward time: 3.2577, DDP time: 0.0037, Total iter time: 5.5284 [2020-11-08 10:23:55,417][root][INFO] - ===> Epoch[76](377/5): Loss -0.0432, Sem 0.4602, dir -0.8833, norm 0.3798, swav 0.0000 LR: 9.319e-02 Score 85.333 Data time: 0.2459, Forward time: 2.3508, Backward time: 3.2567, DDP time: 0.0037, Total iter time: 5.9097 [2020-11-08 10:24:02,477][root][INFO] - ===> Epoch[76](378/5): Loss -0.0511, Sem 0.4596, dir -0.8879, norm 0.3771, swav 0.0000 LR: 9.317e-02 Score 85.511 Data time: 0.2008, Forward time: 2.3505, Backward time: 3.2597, DDP time: 0.0037, Total iter time: 6.9462 [2020-11-08 10:24:09,725][root][INFO] - ===> Epoch[76](379/5): Loss 0.0398, Sem 0.5108, dir -0.8775, norm 0.4066, swav 0.0000 LR: 9.315e-02 Score 84.595 Data time: 0.2071, Forward time: 2.3504, Backward time: 3.2629, DDP time: 0.0037, Total iter time: 7.1199 [2020-11-08 10:24:14,646][root][INFO] - ===> Epoch[76](380/5): Loss -0.0990, Sem 0.4358, dir -0.8884, norm 0.3536, swav 0.0000 LR: 9.313e-02 Score 86.807 Data time: 0.2055, Forward time: 2.3498, Backward time: 3.2607, DDP time: 0.0037, Total iter time: 4.7994 [2020-11-08 10:24:21,268][root][INFO] - ===> Epoch[77](381/5): Loss 0.0077, Sem 0.5007, dir -0.8842, norm 0.3912, swav 0.0000 LR: 9.312e-02 Score 84.120 Data time: 0.2203, Forward time: 2.3495, Backward time: 3.2624, DDP time: 0.0037, Total iter time: 6.5117 [2020-11-08 10:24:27,985][root][INFO] - ===> Epoch[77](382/5): Loss -0.0702, Sem 0.4672, dir -0.8889, norm 0.3514, swav 0.0000 LR: 9.310e-02 Score 85.288 Data time: 0.2483, Forward time: 2.3499, Backward time: 3.2637, DDP time: 0.0037, Total iter time: 6.5917 [2020-11-08 10:24:33,445][root][INFO] - ===> Epoch[77](383/5): Loss -0.0087, Sem 0.4628, dir -0.8780, norm 0.4065, swav 0.0000 LR: 9.308e-02 Score 85.546 Data time: 0.2112, Forward time: 2.3501, Backward time: 3.2620, DDP time: 0.0037, Total iter time: 5.3225 [2020-11-08 10:24:38,691][root][INFO] - ===> Epoch[77](384/5): Loss -0.0759, Sem 0.4493, dir -0.8856, norm 0.3604, swav 0.0000 LR: 9.306e-02 Score 86.408 Data time: 0.2246, Forward time: 2.3508, Backward time: 3.2593, DDP time: 0.0037, Total iter time: 5.1269 [2020-11-08 10:24:44,294][root][INFO] - ===> Epoch[77](385/5): Loss -0.0687, Sem 0.4151, dir -0.8797, norm 0.3958, swav 0.0000 LR: 9.304e-02 Score 86.548 Data time: 0.1909, Forward time: 2.3497, Backward time: 3.2593, DDP time: 0.0037, Total iter time: 5.4612 [2020-11-08 10:24:50,701][root][INFO] - ===> Epoch[78](386/5): Loss 0.0151, Sem 0.5162, dir -0.8808, norm 0.3798, swav 0.0000 LR: 9.303e-02 Score 84.163 Data time: 0.2982, Forward time: 2.3520, Backward time: 3.2580, DDP time: 0.0037, Total iter time: 6.3121 [2020-11-08 10:24:56,597][root][INFO] - ===> Epoch[78](387/5): Loss -0.0374, Sem 0.4517, dir -0.8896, norm 0.4005, swav 0.0000 LR: 9.301e-02 Score 85.955 Data time: 0.1390, Forward time: 2.3497, Backward time: 3.2603, DDP time: 0.0037, Total iter time: 5.7356 [2020-11-08 10:25:03,285][root][INFO] - ===> Epoch[78](388/5): Loss -0.0694, Sem 0.4385, dir -0.8886, norm 0.3806, swav 0.0000 LR: 9.299e-02 Score 85.833 Data time: 0.3603, Forward time: 2.3518, Backward time: 3.2597, DDP time: 0.0037, Total iter time: 6.5815 [2020-11-08 10:25:08,732][root][INFO] - ===> Epoch[78](389/5): Loss -0.0533, Sem 0.4646, dir -0.8853, norm 0.3674, swav 0.0000 LR: 9.297e-02 Score 85.427 Data time: 0.2566, Forward time: 2.3531, Backward time: 3.2569, DDP time: 0.0037, Total iter time: 5.3045 [2020-11-08 10:25:13,897][root][INFO] - ===> Epoch[78](390/5): Loss -0.0890, Sem 0.4349, dir -0.8850, norm 0.3611, swav 0.0000 LR: 9.295e-02 Score 86.061 Data time: 0.2641, Forward time: 2.3532, Backward time: 3.2545, DDP time: 0.0037, Total iter time: 5.0368 [2020-11-08 10:25:19,317][root][INFO] - ===> Epoch[79](391/5): Loss -0.0757, Sem 0.4558, dir -0.8798, norm 0.3483, swav 0.0000 LR: 9.294e-02 Score 85.903 Data time: 0.2556, Forward time: 2.3542, Backward time: 3.2520, DDP time: 0.0037, Total iter time: 5.2896 [2020-11-08 10:25:24,967][root][INFO] - ===> Epoch[79](392/5): Loss -0.0971, Sem 0.4241, dir -0.8879, norm 0.3667, swav 0.0000 LR: 9.292e-02 Score 86.440 Data time: 0.2005, Forward time: 2.3541, Backward time: 3.2511, DDP time: 0.0037, Total iter time: 5.5258 [2020-11-08 10:25:31,275][root][INFO] - ===> Epoch[79](393/5): Loss -0.0089, Sem 0.4615, dir -0.8677, norm 0.3973, swav 0.0000 LR: 9.290e-02 Score 85.702 Data time: 0.1837, Forward time: 2.3533, Backward time: 3.2527, DDP time: 0.0037, Total iter time: 6.1996 [2020-11-08 10:25:37,893][root][INFO] - ===> Epoch[79](394/5): Loss -0.1917, Sem 0.3904, dir -0.8966, norm 0.3145, swav 0.0000 LR: 9.288e-02 Score 87.484 Data time: 0.1287, Forward time: 2.3512, Backward time: 3.2563, DDP time: 0.0037, Total iter time: 6.5250 [2020-11-08 10:25:43,920][root][INFO] - ===> Epoch[79](395/5): Loss 0.0168, Sem 0.4836, dir -0.8793, norm 0.4125, swav 0.0000 LR: 9.286e-02 Score 85.630 Data time: 0.1532, Forward time: 2.3495, Backward time: 3.2582, DDP time: 0.0037, Total iter time: 5.9648 [2020-11-08 10:25:52,471][root][INFO] - ===> Epoch[80](396/5): Loss -0.0271, Sem 0.4837, dir -0.8812, norm 0.3704, swav 0.0000 LR: 9.284e-02 Score 85.058 Data time: 0.1415, Forward time: 2.3475, Backward time: 3.2664, DDP time: 0.0037, Total iter time: 8.4655 [2020-11-08 10:25:58,950][root][INFO] - ===> Epoch[80](397/5): Loss 0.0174, Sem 0.5138, dir -0.8843, norm 0.3879, swav 0.0000 LR: 9.283e-02 Score 83.970 Data time: 0.1972, Forward time: 2.3462, Backward time: 3.2688, DDP time: 0.0037, Total iter time: 6.3950 [2020-11-08 10:26:04,508][root][INFO] - ===> Epoch[80](398/5): Loss -0.0568, Sem 0.4778, dir -0.8896, norm 0.3550, swav 0.0000 LR: 9.281e-02 Score 84.871 Data time: 0.2133, Forward time: 2.3463, Backward time: 3.2677, DDP time: 0.0037, Total iter time: 5.4497 [2020-11-08 10:26:10,608][root][INFO] - ===> Epoch[80](399/5): Loss -0.0338, Sem 0.4597, dir -0.8819, norm 0.3884, swav 0.0000 LR: 9.279e-02 Score 85.701 Data time: 0.2344, Forward time: 2.3467, Backward time: 3.2673, DDP time: 0.0037, Total iter time: 5.9755 [2020-11-08 10:26:16,981][root][INFO] - ===> Epoch[80](400/5): Loss -0.0841, Sem 0.4649, dir -0.8910, norm 0.3420, swav 0.0000 LR: 9.277e-02 Score 85.085 Data time: 0.2751, Forward time: 2.3481, Backward time: 3.2667, DDP time: 0.0037, Total iter time: 6.2385 [2020-11-08 10:26:22,452][root][INFO] - ===> Epoch[81](401/5): Loss -0.0868, Sem 0.4135, dir -0.8946, norm 0.3944, swav 0.0000 LR: 9.275e-02 Score 87.366 Data time: 0.2035, Forward time: 2.3476, Backward time: 3.2658, DDP time: 0.0037, Total iter time: 5.3524 [2020-11-08 10:26:28,044][root][INFO] - ===> Epoch[81](402/5): Loss -0.0210, Sem 0.4830, dir -0.8910, norm 0.3870, swav 0.0000 LR: 9.274e-02 Score 84.551 Data time: 0.2829, Forward time: 2.3483, Backward time: 3.2640, DDP time: 0.0037, Total iter time: 5.4772 [2020-11-08 10:26:33,027][root][INFO] - ===> Epoch[81](403/5): Loss -0.1006, Sem 0.4381, dir -0.8931, norm 0.3544, swav 0.0000 LR: 9.272e-02 Score 86.208 Data time: 0.1865, Forward time: 2.3470, Backward time: 3.2626, DDP time: 0.0037, Total iter time: 4.8335 [2020-11-08 10:26:40,547][root][INFO] - ===> Epoch[81](404/5): Loss -0.0629, Sem 0.4514, dir -0.8774, norm 0.3631, swav 0.0000 LR: 9.270e-02 Score 85.819 Data time: 0.2664, Forward time: 2.3486, Backward time: 3.2646, DDP time: 0.0037, Total iter time: 7.4136 [2020-11-08 10:26:46,366][root][INFO] - ===> Epoch[81](405/5): Loss -0.0367, Sem 0.4870, dir -0.8769, norm 0.3532, swav 0.0000 LR: 9.268e-02 Score 85.146 Data time: 0.2025, Forward time: 2.3482, Backward time: 3.2645, DDP time: 0.0037, Total iter time: 5.6841 [2020-11-08 10:26:51,833][root][INFO] - ===> Epoch[82](406/5): Loss -0.0756, Sem 0.4329, dir -0.8966, norm 0.3882, swav 0.0000 LR: 9.266e-02 Score 86.703 Data time: 0.2502, Forward time: 2.3494, Backward time: 3.2620, DDP time: 0.0037, Total iter time: 5.3610 [2020-11-08 10:26:57,674][root][INFO] - ===> Epoch[82](407/5): Loss -0.1002, Sem 0.4519, dir -0.8873, norm 0.3352, swav 0.0000 LR: 9.264e-02 Score 86.367 Data time: 0.2029, Forward time: 2.3486, Backward time: 3.2623, DDP time: 0.0037, Total iter time: 5.7159 [2020-11-08 10:27:03,415][root][INFO] - ===> Epoch[82](408/5): Loss -0.0383, Sem 0.4436, dir -0.8879, norm 0.4060, swav 0.0000 LR: 9.263e-02 Score 86.571 Data time: 0.2433, Forward time: 2.3492, Backward time: 3.2611, DDP time: 0.0037, Total iter time: 5.6364 [2020-11-08 10:27:09,381][root][INFO] - ===> Epoch[82](409/5): Loss -0.1305, Sem 0.3894, dir -0.8876, norm 0.3678, swav 0.0000 LR: 9.261e-02 Score 87.899 Data time: 0.1801, Forward time: 2.3481, Backward time: 3.2620, DDP time: 0.0037, Total iter time: 5.8469 [2020-11-08 10:27:14,456][root][INFO] - ===> Epoch[82](410/5): Loss -0.0817, Sem 0.4608, dir -0.8980, norm 0.3555, swav 0.0000 LR: 9.259e-02 Score 85.432 Data time: 0.2252, Forward time: 2.3489, Backward time: 3.2592, DDP time: 0.0037, Total iter time: 5.0216 [2020-11-08 10:27:19,974][root][INFO] - ===> Epoch[83](411/5): Loss -0.1014, Sem 0.3960, dir -0.8870, norm 0.3896, swav 0.0000 LR: 9.257e-02 Score 88.135 Data time: 0.1957, Forward time: 2.3483, Backward time: 3.2584, DDP time: 0.0037, Total iter time: 5.3998 [2020-11-08 10:27:25,930][root][INFO] - ===> Epoch[83](412/5): Loss -0.0943, Sem 0.4142, dir -0.8822, norm 0.3737, swav 0.0000 LR: 9.255e-02 Score 87.016 Data time: 0.2150, Forward time: 2.3481, Backward time: 3.2585, DDP time: 0.0037, Total iter time: 5.8608 [2020-11-08 10:27:32,385][root][INFO] - ===> Epoch[83](413/5): Loss -0.0990, Sem 0.4313, dir -0.8955, norm 0.3652, swav 0.0000 LR: 9.254e-02 Score 86.514 Data time: 0.2125, Forward time: 2.3480, Backward time: 3.2596, DDP time: 0.0037, Total iter time: 6.3402 [2020-11-08 10:27:38,405][root][INFO] - ===> Epoch[83](414/5): Loss -0.0565, Sem 0.4646, dir -0.8801, norm 0.3589, swav 0.0000 LR: 9.252e-02 Score 85.001 Data time: 0.2034, Forward time: 2.3475, Backward time: 3.2600, DDP time: 0.0037, Total iter time: 5.8965 [2020-11-08 10:27:43,990][root][INFO] - ===> Epoch[83](415/5): Loss -0.0622, Sem 0.4600, dir -0.8930, norm 0.3708, swav 0.0000 LR: 9.250e-02 Score 85.435 Data time: 0.2168, Forward time: 2.3476, Backward time: 3.2589, DDP time: 0.0037, Total iter time: 5.4953 [2020-11-08 10:27:49,995][root][INFO] - ===> Epoch[84](416/5): Loss -0.0787, Sem 0.4083, dir -0.8850, norm 0.3981, swav 0.0000 LR: 9.248e-02 Score 86.780 Data time: 0.1784, Forward time: 2.3461, Backward time: 3.2603, DDP time: 0.0037, Total iter time: 5.8673 [2020-11-08 10:27:55,506][root][INFO] - ===> Epoch[84](417/5): Loss -0.0989, Sem 0.4361, dir -0.8946, norm 0.3596, swav 0.0000 LR: 9.246e-02 Score 86.354 Data time: 0.2191, Forward time: 2.3465, Backward time: 3.2590, DDP time: 0.0037, Total iter time: 5.4545 [2020-11-08 10:28:01,281][root][INFO] - ===> Epoch[84](418/5): Loss -0.1748, Sem 0.3761, dir -0.8966, norm 0.3457, swav 0.0000 LR: 9.245e-02 Score 87.866 Data time: 0.2225, Forward time: 2.3467, Backward time: 3.2583, DDP time: 0.0037, Total iter time: 5.6588 [2020-11-08 10:28:05,920][root][INFO] - ===> Epoch[84](419/5): Loss -0.0831, Sem 0.4045, dir -0.8840, norm 0.3963, swav 0.0000 LR: 9.243e-02 Score 87.464 Data time: 0.1645, Forward time: 2.3448, Backward time: 3.2570, DDP time: 0.0037, Total iter time: 4.5030 [2020-11-08 10:28:13,860][root][INFO] - ===> Epoch[84](420/5): Loss -0.0745, Sem 0.4651, dir -0.8835, norm 0.3439, swav 0.0000 LR: 9.241e-02 Score 85.436 Data time: 0.4311, Forward time: 2.3486, Backward time: 3.2575, DDP time: 0.0037, Total iter time: 7.8403 [2020-11-08 10:28:21,265][root][INFO] - ===> Epoch[85](421/5): Loss -0.1031, Sem 0.4089, dir -0.8843, norm 0.3723, swav 0.0000 LR: 9.239e-02 Score 87.306 Data time: 0.2502, Forward time: 2.3502, Backward time: 3.2590, DDP time: 0.0037, Total iter time: 7.2693 [2020-11-08 10:28:28,540][root][INFO] - ===> Epoch[85](422/5): Loss -0.0953, Sem 0.4171, dir -0.8929, norm 0.3805, swav 0.0000 LR: 9.237e-02 Score 86.941 Data time: 0.1965, Forward time: 2.3496, Backward time: 3.2624, DDP time: 0.0037, Total iter time: 7.1443 [2020-11-08 10:28:34,404][root][INFO] - ===> Epoch[85](423/5): Loss -0.1016, Sem 0.4347, dir -0.8915, norm 0.3552, swav 0.0000 LR: 9.235e-02 Score 86.709 Data time: 0.1639, Forward time: 2.3482, Backward time: 3.2635, DDP time: 0.0037, Total iter time: 5.7583 [2020-11-08 10:28:39,355][root][INFO] - ===> Epoch[85](424/5): Loss -0.0553, Sem 0.4834, dir -0.8933, norm 0.3546, swav 0.0000 LR: 9.234e-02 Score 84.689 Data time: 0.1264, Forward time: 2.3462, Backward time: 3.2633, DDP time: 0.0037, Total iter time: 4.8863 [2020-11-08 10:28:45,439][root][INFO] - ===> Epoch[85](425/5): Loss -0.1044, Sem 0.4317, dir -0.8893, norm 0.3531, swav 0.0000 LR: 9.232e-02 Score 86.204 Data time: 0.1756, Forward time: 2.3448, Backward time: 3.2649, DDP time: 0.0037, Total iter time: 6.0269 [2020-11-08 10:28:52,206][root][INFO] - ===> Epoch[86](426/5): Loss -0.1700, Sem 0.3959, dir -0.8960, norm 0.3300, swav 0.0000 LR: 9.230e-02 Score 86.913 Data time: 0.2079, Forward time: 2.3444, Backward time: 3.2671, DDP time: 0.0037, Total iter time: 6.7030 [2020-11-08 10:28:57,204][root][INFO] - ===> Epoch[86](427/5): Loss -0.0967, Sem 0.4328, dir -0.8963, norm 0.3668, swav 0.0000 LR: 9.228e-02 Score 86.464 Data time: 0.2344, Forward time: 2.3445, Backward time: 3.2646, DDP time: 0.0037, Total iter time: 4.8335 [2020-11-08 10:29:04,334][root][INFO] - ===> Epoch[86](428/5): Loss -0.1142, Sem 0.3950, dir -0.8827, norm 0.3736, swav 0.0000 LR: 9.226e-02 Score 87.815 Data time: 0.3902, Forward time: 2.3472, Backward time: 3.2642, DDP time: 0.0037, Total iter time: 7.0195 [2020-11-08 10:29:09,709][root][INFO] - ===> Epoch[86](429/5): Loss -0.1469, Sem 0.4074, dir -0.8959, norm 0.3417, swav 0.0000 LR: 9.225e-02 Score 87.152 Data time: 0.2339, Forward time: 2.3477, Backward time: 3.2622, DDP time: 0.0037, Total iter time: 5.2391 [2020-11-08 10:29:15,266][root][INFO] - ===> Epoch[86](430/5): Loss -0.0913, Sem 0.4393, dir -0.8887, norm 0.3581, swav 0.0000 LR: 9.223e-02 Score 85.914 Data time: 0.2980, Forward time: 2.3487, Backward time: 3.2601, DDP time: 0.0037, Total iter time: 5.4209 [2020-11-08 10:29:20,854][root][INFO] - ===> Epoch[87](431/5): Loss -0.1801, Sem 0.3678, dir -0.9028, norm 0.3549, swav 0.0000 LR: 9.221e-02 Score 87.962 Data time: 0.2073, Forward time: 2.3484, Backward time: 3.2595, DDP time: 0.0037, Total iter time: 5.4606 [2020-11-08 10:29:26,262][root][INFO] - ===> Epoch[87](432/5): Loss -0.1274, Sem 0.4145, dir -0.8874, norm 0.3455, swav 0.0000 LR: 9.219e-02 Score 86.534 Data time: 0.2195, Forward time: 2.3480, Backward time: 3.2584, DDP time: 0.0037, Total iter time: 5.2870 [2020-11-08 10:29:32,126][root][INFO] - ===> Epoch[87](433/5): Loss -0.0166, Sem 0.4513, dir -0.8795, norm 0.4116, swav 0.0000 LR: 9.217e-02 Score 85.969 Data time: 0.2443, Forward time: 2.3484, Backward time: 3.2577, DDP time: 0.0037, Total iter time: 5.7554 [2020-11-08 10:29:38,900][root][INFO] - ===> Epoch[87](434/5): Loss -0.1698, Sem 0.3792, dir -0.8933, norm 0.3443, swav 0.0000 LR: 9.215e-02 Score 88.166 Data time: 0.2676, Forward time: 2.3495, Backward time: 3.2583, DDP time: 0.0037, Total iter time: 6.6467 [2020-11-08 10:29:44,786][root][INFO] - ===> Epoch[87](435/5): Loss -0.1206, Sem 0.4308, dir -0.8917, norm 0.3402, swav 0.0000 LR: 9.214e-02 Score 86.985 Data time: 0.2698, Forward time: 2.3508, Backward time: 3.2567, DDP time: 0.0037, Total iter time: 5.7736 [2020-11-08 10:29:50,168][root][INFO] - ===> Epoch[88](436/5): Loss -0.0780, Sem 0.4229, dir -0.8931, norm 0.3922, swav 0.0000 LR: 9.212e-02 Score 86.842 Data time: 0.2221, Forward time: 2.3498, Backward time: 3.2561, DDP time: 0.0037, Total iter time: 5.2595 [2020-11-08 10:29:55,715][root][INFO] - ===> Epoch[88](437/5): Loss -0.1046, Sem 0.4310, dir -0.8940, norm 0.3584, swav 0.0000 LR: 9.210e-02 Score 86.042 Data time: 0.2189, Forward time: 2.3500, Backward time: 3.2550, DDP time: 0.0037, Total iter time: 5.4600 [2020-11-08 10:30:02,657][root][INFO] - ===> Epoch[88](438/5): Loss -0.2049, Sem 0.3640, dir -0.9022, norm 0.3332, swav 0.0000 LR: 9.208e-02 Score 88.493 Data time: 0.1818, Forward time: 2.3490, Backward time: 3.2580, DDP time: 0.0037, Total iter time: 6.8423 [2020-11-08 10:30:07,942][root][INFO] - ===> Epoch[88](439/5): Loss -0.1015, Sem 0.4057, dir -0.8807, norm 0.3735, swav 0.0000 LR: 9.206e-02 Score 87.567 Data time: 0.2450, Forward time: 2.3494, Backward time: 3.2561, DDP time: 0.0037, Total iter time: 5.1860 [2020-11-08 10:30:14,716][root][INFO] - ===> Epoch[88](440/5): Loss -0.0675, Sem 0.4518, dir -0.8802, norm 0.3609, swav 0.0000 LR: 9.205e-02 Score 85.812 Data time: 0.3675, Forward time: 2.3517, Backward time: 3.2554, DDP time: 0.0037, Total iter time: 6.6769 [2020-11-08 10:30:21,280][root][INFO] - ===> Epoch[89](441/5): Loss -0.1803, Sem 0.3889, dir -0.9001, norm 0.3309, swav 0.0000 LR: 9.203e-02 Score 88.097 Data time: 0.2324, Forward time: 2.3527, Backward time: 3.2556, DDP time: 0.0037, Total iter time: 6.4383 [2020-11-08 10:30:27,242][root][INFO] - ===> Epoch[89](442/5): Loss -0.1300, Sem 0.4019, dir -0.8911, norm 0.3592, swav 0.0000 LR: 9.201e-02 Score 87.835 Data time: 0.1917, Forward time: 2.3519, Backward time: 3.2562, DDP time: 0.0037, Total iter time: 5.8327 [2020-11-08 10:30:32,100][root][INFO] - ===> Epoch[89](443/5): Loss -0.0806, Sem 0.4221, dir -0.8914, norm 0.3888, swav 0.0000 LR: 9.199e-02 Score 86.531 Data time: 0.2008, Forward time: 2.3507, Backward time: 3.2549, DDP time: 0.0037, Total iter time: 4.7866 [2020-11-08 10:30:38,253][root][INFO] - ===> Epoch[89](444/5): Loss -0.1436, Sem 0.4160, dir -0.9011, norm 0.3414, swav 0.0000 LR: 9.197e-02 Score 86.372 Data time: 0.2318, Forward time: 2.3510, Backward time: 3.2550, DDP time: 0.0037, Total iter time: 6.0916 [2020-11-08 10:30:43,853][root][INFO] - ===> Epoch[89](445/5): Loss -0.2275, Sem 0.3697, dir -0.9072, norm 0.3101, swav 0.0000 LR: 9.195e-02 Score 88.218 Data time: 0.1385, Forward time: 2.3492, Backward time: 3.2559, DDP time: 0.0037, Total iter time: 5.4879 [2020-11-08 10:30:49,090][root][INFO] - ===> Epoch[90](446/5): Loss -0.1437, Sem 0.3894, dir -0.8973, norm 0.3641, swav 0.0000 LR: 9.194e-02 Score 87.747 Data time: 0.1476, Forward time: 2.3472, Backward time: 3.2563, DDP time: 0.0037, Total iter time: 5.1766 [2020-11-08 10:30:54,576][root][INFO] - ===> Epoch[90](447/5): Loss -0.1328, Sem 0.4228, dir -0.8991, norm 0.3434, swav 0.0000 LR: 9.192e-02 Score 86.789 Data time: 0.2333, Forward time: 2.3475, Backward time: 3.2550, DDP time: 0.0037, Total iter time: 5.4149 [2020-11-08 10:31:00,621][root][INFO] - ===> Epoch[90](448/5): Loss -0.2148, Sem 0.3558, dir -0.8965, norm 0.3259, swav 0.0000 LR: 9.190e-02 Score 88.832 Data time: 0.2487, Forward time: 2.3478, Backward time: 3.2547, DDP time: 0.0037, Total iter time: 5.9144 [2020-11-08 10:31:06,038][root][INFO] - ===> Epoch[90](449/5): Loss -0.1018, Sem 0.4593, dir -0.8961, norm 0.3350, swav 0.0000 LR: 9.188e-02 Score 85.468 Data time: 0.2308, Forward time: 2.3484, Backward time: 3.2527, DDP time: 0.0037, Total iter time: 5.2921 [2020-11-08 10:31:11,816][root][INFO] - ===> Epoch[90](450/5): Loss -0.0744, Sem 0.4174, dir -0.8863, norm 0.3945, swav 0.0000 LR: 9.186e-02 Score 87.032 Data time: 0.1888, Forward time: 2.3473, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 5.6539 [2020-11-08 10:31:17,679][root][INFO] - ===> Epoch[91](451/5): Loss -0.1083, Sem 0.4358, dir -0.8951, norm 0.3510, swav 0.0000 LR: 9.185e-02 Score 86.257 Data time: 0.2418, Forward time: 2.3478, Backward time: 3.2523, DDP time: 0.0037, Total iter time: 5.7901 [2020-11-08 10:31:23,512][root][INFO] - ===> Epoch[91](452/5): Loss -0.1400, Sem 0.3776, dir -0.8840, norm 0.3664, swav 0.0000 LR: 9.183e-02 Score 87.940 Data time: 0.1914, Forward time: 2.3467, Backward time: 3.2530, DDP time: 0.0037, Total iter time: 5.7140 [2020-11-08 10:31:29,660][root][INFO] - ===> Epoch[91](453/5): Loss -0.0780, Sem 0.4327, dir -0.8935, norm 0.3827, swav 0.0000 LR: 9.181e-02 Score 86.439 Data time: 0.2963, Forward time: 2.3477, Backward time: 3.2524, DDP time: 0.0037, Total iter time: 6.0640 [2020-11-08 10:31:35,538][root][INFO] - ===> Epoch[91](454/5): Loss -0.1959, Sem 0.3934, dir -0.9092, norm 0.3199, swav 0.0000 LR: 9.179e-02 Score 87.698 Data time: 0.2988, Forward time: 2.3492, Backward time: 3.2503, DDP time: 0.0037, Total iter time: 5.7486 [2020-11-08 10:31:41,440][root][INFO] - ===> Epoch[91](455/5): Loss -0.0998, Sem 0.4136, dir -0.8822, norm 0.3689, swav 0.0000 LR: 9.177e-02 Score 86.806 Data time: 0.2100, Forward time: 2.3495, Backward time: 3.2497, DDP time: 0.0037, Total iter time: 5.7704 [2020-11-08 10:31:48,539][root][INFO] - ===> Epoch[92](456/5): Loss -0.1803, Sem 0.3940, dir -0.9033, norm 0.3290, swav 0.0000 LR: 9.175e-02 Score 87.596 Data time: 0.1286, Forward time: 2.3474, Backward time: 3.2540, DDP time: 0.0037, Total iter time: 6.9660 [2020-11-08 10:31:53,821][root][INFO] - ===> Epoch[92](457/5): Loss -0.1362, Sem 0.3963, dir -0.8975, norm 0.3651, swav 0.0000 LR: 9.174e-02 Score 87.585 Data time: 0.2189, Forward time: 2.3471, Backward time: 3.2529, DDP time: 0.0037, Total iter time: 5.2195 [2020-11-08 10:32:00,004][root][INFO] - ===> Epoch[92](458/5): Loss -0.2061, Sem 0.3739, dir -0.8974, norm 0.3174, swav 0.0000 LR: 9.172e-02 Score 87.759 Data time: 0.2508, Forward time: 2.3475, Backward time: 3.2528, DDP time: 0.0037, Total iter time: 6.0908 [2020-11-08 10:32:05,283][root][INFO] - ===> Epoch[92](459/5): Loss -0.1295, Sem 0.4212, dir -0.9061, norm 0.3554, swav 0.0000 LR: 9.170e-02 Score 87.214 Data time: 0.2252, Forward time: 2.3481, Backward time: 3.2507, DDP time: 0.0037, Total iter time: 5.1590 [2020-11-08 10:32:11,540][root][INFO] - ===> Epoch[92](460/5): Loss -0.1257, Sem 0.4000, dir -0.8881, norm 0.3623, swav 0.0000 LR: 9.168e-02 Score 87.571 Data time: 0.1953, Forward time: 2.3470, Backward time: 3.2522, DDP time: 0.0037, Total iter time: 6.1458 [2020-11-08 10:32:17,322][root][INFO] - ===> Epoch[93](461/5): Loss -0.1587, Sem 0.3801, dir -0.9009, norm 0.3620, swav 0.0000 LR: 9.166e-02 Score 88.778 Data time: 0.2725, Forward time: 2.3483, Backward time: 3.2503, DDP time: 0.0037, Total iter time: 5.6861 [2020-11-08 10:32:23,286][root][INFO] - ===> Epoch[93](462/5): Loss -0.1682, Sem 0.3768, dir -0.9003, norm 0.3553, swav 0.0000 LR: 9.165e-02 Score 88.665 Data time: 0.2958, Forward time: 2.3496, Backward time: 3.2489, DDP time: 0.0037, Total iter time: 5.8384 [2020-11-08 10:32:28,909][root][INFO] - ===> Epoch[93](463/5): Loss -0.1484, Sem 0.3975, dir -0.8906, norm 0.3448, swav 0.0000 LR: 9.163e-02 Score 87.652 Data time: 0.2255, Forward time: 2.3498, Backward time: 3.2479, DDP time: 0.0037, Total iter time: 5.4892 [2020-11-08 10:32:35,041][root][INFO] - ===> Epoch[93](464/5): Loss -0.1894, Sem 0.3706, dir -0.8934, norm 0.3335, swav 0.0000 LR: 9.161e-02 Score 88.338 Data time: 0.2612, Forward time: 2.3504, Backward time: 3.2475, DDP time: 0.0037, Total iter time: 6.0178 [2020-11-08 10:32:40,085][root][INFO] - ===> Epoch[93](465/5): Loss -0.1947, Sem 0.3782, dir -0.8941, norm 0.3213, swav 0.0000 LR: 9.159e-02 Score 88.015 Data time: 0.1916, Forward time: 2.3496, Backward time: 3.2462, DDP time: 0.0037, Total iter time: 4.9224 [2020-11-08 10:32:46,628][root][INFO] - ===> Epoch[94](466/5): Loss -0.1435, Sem 0.3712, dir -0.8951, norm 0.3804, swav 0.0000 LR: 9.157e-02 Score 88.689 Data time: 0.3251, Forward time: 2.3510, Backward time: 3.2459, DDP time: 0.0037, Total iter time: 6.4246 [2020-11-08 10:32:53,811][root][INFO] - ===> Epoch[94](467/5): Loss -0.2365, Sem 0.3443, dir -0.9129, norm 0.3321, swav 0.0000 LR: 9.156e-02 Score 89.128 Data time: 0.1401, Forward time: 2.3494, Backward time: 3.2498, DDP time: 0.0037, Total iter time: 7.0366 [2020-11-08 10:32:59,806][root][INFO] - ===> Epoch[94](468/5): Loss -0.1458, Sem 0.4136, dir -0.8935, norm 0.3341, swav 0.0000 LR: 9.154e-02 Score 87.576 Data time: 0.2054, Forward time: 2.3489, Backward time: 3.2502, DDP time: 0.0037, Total iter time: 5.9089 [2020-11-08 10:33:05,526][root][INFO] - ===> Epoch[94](469/5): Loss -0.1185, Sem 0.4068, dir -0.8894, norm 0.3641, swav 0.0000 LR: 9.152e-02 Score 87.611 Data time: 0.2462, Forward time: 2.3492, Backward time: 3.2493, DDP time: 0.0037, Total iter time: 5.6221 [2020-11-08 10:33:11,235][root][INFO] - ===> Epoch[94](470/5): Loss -0.2026, Sem 0.3884, dir -0.8980, norm 0.3070, swav 0.0000 LR: 9.150e-02 Score 87.577 Data time: 0.2484, Forward time: 2.3504, Backward time: 3.2476, DDP time: 0.0037, Total iter time: 5.5974 [2020-11-08 10:33:16,169][root][INFO] - ===> Epoch[95](471/5): Loss -0.1561, Sem 0.3897, dir -0.9055, norm 0.3597, swav 0.0000 LR: 9.148e-02 Score 87.735 Data time: 0.1716, Forward time: 2.3494, Backward time: 3.2464, DDP time: 0.0037, Total iter time: 4.7929 [2020-11-08 10:33:22,370][root][INFO] - ===> Epoch[95](472/5): Loss -0.1081, Sem 0.4112, dir -0.8870, norm 0.3677, swav 0.0000 LR: 9.146e-02 Score 87.069 Data time: 0.2124, Forward time: 2.3484, Backward time: 3.2477, DDP time: 0.0037, Total iter time: 6.1300 [2020-11-08 10:33:27,331][root][INFO] - ===> Epoch[95](473/5): Loss -0.2122, Sem 0.3737, dir -0.9031, norm 0.3173, swav 0.0000 LR: 9.145e-02 Score 88.041 Data time: 0.2362, Forward time: 2.3489, Backward time: 3.2452, DDP time: 0.0037, Total iter time: 4.8670 [2020-11-08 10:33:34,552][root][INFO] - ===> Epoch[95](474/5): Loss -0.1775, Sem 0.3743, dir -0.8927, norm 0.3410, swav 0.0000 LR: 9.143e-02 Score 88.054 Data time: 0.1566, Forward time: 2.3475, Backward time: 3.2491, DDP time: 0.0037, Total iter time: 7.1173 [2020-11-08 10:33:39,780][root][INFO] - ===> Epoch[95](475/5): Loss -0.1297, Sem 0.4086, dir -0.9001, norm 0.3617, swav 0.0000 LR: 9.141e-02 Score 87.355 Data time: 0.1969, Forward time: 2.3472, Backward time: 3.2479, DDP time: 0.0037, Total iter time: 5.1612 [2020-11-08 10:33:44,641][root][INFO] - ===> Epoch[96](476/5): Loss -0.1462, Sem 0.4015, dir -0.8985, norm 0.3509, swav 0.0000 LR: 9.139e-02 Score 87.525 Data time: 0.2333, Forward time: 2.3471, Backward time: 3.2457, DDP time: 0.0037, Total iter time: 4.7490 [2020-11-08 10:33:49,733][root][INFO] - ===> Epoch[96](477/5): Loss -0.0905, Sem 0.4349, dir -0.8880, norm 0.3626, swav 0.0000 LR: 9.137e-02 Score 86.242 Data time: 0.2313, Forward time: 2.3474, Backward time: 3.2436, DDP time: 0.0037, Total iter time: 4.9813 [2020-11-08 10:33:56,626][root][INFO] - ===> Epoch[96](478/5): Loss -0.1655, Sem 0.3411, dir -0.8929, norm 0.3862, swav 0.0000 LR: 9.136e-02 Score 89.384 Data time: 0.2052, Forward time: 2.3469, Backward time: 3.2458, DDP time: 0.0037, Total iter time: 6.7810 [2020-11-08 10:34:01,807][root][INFO] - ===> Epoch[96](479/5): Loss -0.2150, Sem 0.3664, dir -0.9146, norm 0.3333, swav 0.0000 LR: 9.134e-02 Score 88.632 Data time: 0.1586, Forward time: 2.3455, Backward time: 3.2456, DDP time: 0.0037, Total iter time: 5.0764 [2020-11-08 10:34:07,870][root][INFO] - ===> Epoch[96](480/5): Loss -0.1180, Sem 0.4304, dir -0.8895, norm 0.3411, swav 0.0000 LR: 9.132e-02 Score 86.310 Data time: 0.2167, Forward time: 2.3457, Backward time: 3.2456, DDP time: 0.0037, Total iter time: 5.9876 [2020-11-08 10:34:13,948][root][INFO] - ===> Epoch[97](481/5): Loss -0.1324, Sem 0.3748, dir -0.8960, norm 0.3889, swav 0.0000 LR: 9.130e-02 Score 88.485 Data time: 0.2387, Forward time: 2.3458, Backward time: 3.2456, DDP time: 0.0037, Total iter time: 5.9439 [2020-11-08 10:34:19,527][root][INFO] - ===> Epoch[97](482/5): Loss -0.1138, Sem 0.4063, dir -0.8945, norm 0.3744, swav 0.0000 LR: 9.128e-02 Score 87.283 Data time: 0.2539, Forward time: 2.3465, Backward time: 3.2439, DDP time: 0.0037, Total iter time: 5.4526 [2020-11-08 10:34:26,297][root][INFO] - ===> Epoch[97](483/5): Loss -0.1513, Sem 0.3883, dir -0.8868, norm 0.3472, swav 0.0000 LR: 9.126e-02 Score 88.139 Data time: 0.3659, Forward time: 2.3486, Backward time: 3.2432, DDP time: 0.0037, Total iter time: 6.6475 [2020-11-08 10:34:32,630][root][INFO] - ===> Epoch[97](484/5): Loss -0.2084, Sem 0.3759, dir -0.9027, norm 0.3184, swav 0.0000 LR: 9.125e-02 Score 88.430 Data time: 0.2789, Forward time: 2.3503, Backward time: 3.2421, DDP time: 0.0037, Total iter time: 6.1854 [2020-11-08 10:34:38,177][root][INFO] - ===> Epoch[97](485/5): Loss -0.1307, Sem 0.4079, dir -0.8950, norm 0.3564, swav 0.0000 LR: 9.123e-02 Score 87.129 Data time: 0.2215, Forward time: 2.3503, Backward time: 3.2411, DDP time: 0.0037, Total iter time: 5.4219 [2020-11-08 10:34:43,759][root][INFO] - ===> Epoch[98](486/5): Loss -0.1564, Sem 0.3827, dir -0.8912, norm 0.3522, swav 0.0000 LR: 9.121e-02 Score 87.368 Data time: 0.2111, Forward time: 2.3505, Backward time: 3.2403, DDP time: 0.0037, Total iter time: 5.4803 [2020-11-08 10:34:49,902][root][INFO] - ===> Epoch[98](487/5): Loss -0.1680, Sem 0.3692, dir -0.8960, norm 0.3587, swav 0.0000 LR: 9.119e-02 Score 88.189 Data time: 0.1748, Forward time: 2.3500, Backward time: 3.2412, DDP time: 0.0037, Total iter time: 6.0286 [2020-11-08 10:34:56,455][root][INFO] - ===> Epoch[98](488/5): Loss -0.1826, Sem 0.3647, dir -0.8945, norm 0.3472, swav 0.0000 LR: 9.117e-02 Score 88.524 Data time: 0.1997, Forward time: 2.3496, Backward time: 3.2426, DDP time: 0.0037, Total iter time: 6.4291 [2020-11-08 10:35:01,652][root][INFO] - ===> Epoch[98](489/5): Loss -0.1572, Sem 0.3623, dir -0.8926, norm 0.3732, swav 0.0000 LR: 9.116e-02 Score 89.042 Data time: 0.2291, Forward time: 2.3495, Backward time: 3.2410, DDP time: 0.0037, Total iter time: 5.0753 [2020-11-08 10:35:07,700][root][INFO] - ===> Epoch[98](490/5): Loss -0.0948, Sem 0.3885, dir -0.8799, norm 0.3967, swav 0.0000 LR: 9.114e-02 Score 87.587 Data time: 0.2380, Forward time: 2.3494, Backward time: 3.2412, DDP time: 0.0037, Total iter time: 5.9316 [2020-11-08 10:35:12,834][root][INFO] - ===> Epoch[99](491/5): Loss -0.1249, Sem 0.3946, dir -0.8961, norm 0.3766, swav 0.0000 LR: 9.112e-02 Score 88.216 Data time: 0.2011, Forward time: 2.3486, Backward time: 3.2402, DDP time: 0.0037, Total iter time: 5.0124 [2020-11-08 10:35:19,390][root][INFO] - ===> Epoch[99](492/5): Loss -0.1090, Sem 0.3955, dir -0.8898, norm 0.3853, swav 0.0000 LR: 9.110e-02 Score 87.401 Data time: 0.2699, Forward time: 2.3500, Backward time: 3.2400, DDP time: 0.0037, Total iter time: 6.4629 [2020-11-08 10:35:25,479][root][INFO] - ===> Epoch[99](493/5): Loss -0.2182, Sem 0.3621, dir -0.9056, norm 0.3254, swav 0.0000 LR: 9.108e-02 Score 88.825 Data time: 0.1654, Forward time: 2.3488, Backward time: 3.2413, DDP time: 0.0037, Total iter time: 5.9560 [2020-11-08 10:35:30,963][root][INFO] - ===> Epoch[99](494/5): Loss -0.1837, Sem 0.3805, dir -0.8963, norm 0.3321, swav 0.0000 LR: 9.106e-02 Score 88.119 Data time: 0.2090, Forward time: 2.3486, Backward time: 3.2406, DDP time: 0.0037, Total iter time: 5.3979 [2020-11-08 10:35:36,210][root][INFO] - ===> Epoch[99](495/5): Loss -0.2461, Sem 0.3339, dir -0.8954, norm 0.3154, swav 0.0000 LR: 9.105e-02 Score 89.818 Data time: 0.2872, Forward time: 2.3493, Backward time: 3.2383, DDP time: 0.0037, Total iter time: 5.1296 [2020-11-08 10:35:42,353][root][INFO] - ===> Epoch[100](496/5): Loss -0.2171, Sem 0.3668, dir -0.9049, norm 0.3211, swav 0.0000 LR: 9.103e-02 Score 88.675 Data time: 0.2324, Forward time: 2.3495, Backward time: 3.2383, DDP time: 0.0037, Total iter time: 6.0186 [2020-11-08 10:35:47,379][root][INFO] - ===> Epoch[100](497/5): Loss -0.0802, Sem 0.4331, dir -0.8856, norm 0.3724, swav 0.0000 LR: 9.101e-02 Score 86.372 Data time: 0.2158, Forward time: 2.3498, Backward time: 3.2363, DDP time: 0.0037, Total iter time: 4.9208 [2020-11-08 10:35:53,029][root][INFO] - ===> Epoch[100](498/5): Loss -0.2717, Sem 0.3115, dir -0.9035, norm 0.3203, swav 0.0000 LR: 9.099e-02 Score 90.096 Data time: 0.1800, Forward time: 2.3489, Backward time: 3.2365, DDP time: 0.0037, Total iter time: 5.5368 [2020-11-08 10:35:58,815][root][INFO] - ===> Epoch[100](499/5): Loss -0.1789, Sem 0.3683, dir -0.8960, norm 0.3488, swav 0.0000 LR: 9.097e-02 Score 88.244 Data time: 0.2390, Forward time: 2.3489, Backward time: 3.2360, DDP time: 0.0037, Total iter time: 5.6806 [2020-11-08 10:36:05,118][root][INFO] - ===> Epoch[100](500/5): Loss -0.1718, Sem 0.3518, dir -0.8937, norm 0.3702, swav 0.0000 LR: 9.096e-02 Score 88.991 Data time: 0.3421, Forward time: 2.3505, Backward time: 3.2349, DDP time: 0.0037, Total iter time: 6.1952 [2020-11-08 10:36:05,918][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 10:36:06,090][root][INFO] - ===> Start testing [2020-11-08 10:37:28,719][root][INFO] - 101/312: Data time: 0.0049, Iter time: 0.2899 Loss 0.210 (AVG: 0.821) Score 95.462 (AVG: 80.787) mIOU 50.075 mAP 63.730 mAcc 61.117 IOU: 74.591 96.173 35.421 46.630 82.609 73.716 69.572 46.350 36.127 50.250 20.543 43.125 37.176 52.759 23.017 35.102 80.193 17.855 57.877 22.412 mAP: 78.558 95.409 51.348 57.461 86.006 82.029 72.617 66.003 52.447 55.491 37.350 45.526 51.819 56.221 44.423 75.803 95.995 51.979 71.432 46.692 mAcc: 88.092 98.677 45.202 53.979 92.978 92.456 79.089 57.084 79.291 57.468 35.619 54.518 56.782 64.269 23.136 37.328 93.280 19.181 64.965 28.937 [2020-11-08 10:38:54,647][root][INFO] - 201/312: Data time: 0.0060, Iter time: 0.5204 Loss 0.259 (AVG: 0.785) Score 91.304 (AVG: 81.513) mIOU 52.207 mAP 65.159 mAcc 63.834 IOU: 76.369 95.696 42.576 57.430 80.520 69.031 66.419 46.243 42.885 46.268 25.408 51.557 40.474 47.861 19.972 36.638 79.380 23.308 69.997 26.104 mAP: 79.086 95.379 53.524 63.514 84.570 79.085 67.895 60.763 57.283 55.689 43.725 51.793 52.777 65.148 36.396 82.916 94.561 56.520 74.838 47.719 mAcc: 89.447 98.410 55.464 64.724 91.726 90.266 78.822 59.410 83.097 51.734 42.145 65.614 59.163 56.235 20.636 39.905 92.622 25.399 78.578 33.282 [2020-11-08 10:40:17,304][root][INFO] - 301/312: Data time: 0.0101, Iter time: 0.3346 Loss 0.805 (AVG: 0.784) Score 84.094 (AVG: 81.787) mIOU 51.676 mAP 64.650 mAcc 63.136 IOU: 77.609 95.783 41.567 60.647 81.427 69.084 62.660 45.503 41.942 48.335 26.062 51.291 40.619 39.322 20.291 35.791 75.061 26.988 67.873 25.664 mAP: 79.662 95.881 51.870 63.629 85.626 78.519 67.186 61.044 57.635 54.198 47.313 51.627 52.984 54.102 33.049 83.345 93.491 59.210 75.484 47.134 mAcc: 90.315 98.386 55.380 66.234 92.680 88.423 76.840 56.930 82.896 53.803 42.667 64.491 58.101 45.851 20.854 39.477 90.472 28.973 76.972 32.978 [2020-11-08 10:40:26,596][root][INFO] - 312/312: Data time: 0.0027, Iter time: 0.1984 Loss 2.155 (AVG: 0.796) Score 56.641 (AVG: 81.550) mIOU 51.295 mAP 64.590 mAcc 62.950 IOU: 77.194 95.834 41.687 59.646 81.566 68.473 62.401 45.347 41.910 46.886 25.882 48.967 39.831 39.817 20.827 36.499 74.271 26.552 68.017 24.286 mAP: 79.464 96.009 52.480 64.134 85.754 77.106 67.292 60.889 57.053 54.155 46.837 50.094 53.121 54.713 33.830 83.572 93.546 58.389 76.002 47.366 mAcc: 90.173 98.396 55.851 66.675 92.826 88.569 76.567 56.762 82.759 52.549 42.480 61.511 58.273 46.543 21.669 40.220 90.618 28.707 77.210 30.648 [2020-11-08 10:40:26,600][root][INFO] - Finished test. Elapsed time: 260.5051 [2020-11-08 10:40:38,939][root][INFO] - [2020-11-08 10:40:38,941][root][INFO] - ################################################################ [2020-11-08 10:40:38,941][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 10:40:38,941][root][INFO] - ################################################################ [2020-11-08 10:40:38,941][root][INFO] - cabinet : 0.078 0.199 0.448 [2020-11-08 10:40:38,941][root][INFO] - bed : 0.288 0.637 0.687 [2020-11-08 10:40:38,941][root][INFO] - chair : 0.618 0.793 0.882 [2020-11-08 10:40:38,941][root][INFO] - sofa : 0.368 0.635 0.812 [2020-11-08 10:40:38,941][root][INFO] - table : 0.292 0.519 0.679 [2020-11-08 10:40:38,941][root][INFO] - door : 0.157 0.328 0.440 [2020-11-08 10:40:38,941][root][INFO] - window : 0.092 0.247 0.522 [2020-11-08 10:40:38,941][root][INFO] - bookshelf : 0.062 0.192 0.516 [2020-11-08 10:40:38,941][root][INFO] - picture : 0.099 0.233 0.376 [2020-11-08 10:40:38,941][root][INFO] - counter : 0.003 0.019 0.214 [2020-11-08 10:40:38,941][root][INFO] - desk : 0.008 0.046 0.368 [2020-11-08 10:40:38,941][root][INFO] - curtain : 0.102 0.148 0.247 [2020-11-08 10:40:38,941][root][INFO] - refrigerator : 0.079 0.195 0.215 [2020-11-08 10:40:38,941][root][INFO] - shower curtain : 0.066 0.173 0.395 [2020-11-08 10:40:38,941][root][INFO] - toilet : 0.746 0.942 0.978 [2020-11-08 10:40:38,941][root][INFO] - sink : 0.005 0.031 0.348 [2020-11-08 10:40:38,941][root][INFO] - bathtub : 0.254 0.474 0.679 [2020-11-08 10:40:38,942][root][INFO] - otherfurniture : 0.121 0.221 0.378 [2020-11-08 10:40:38,942][root][INFO] - ---------------------------------------------------------------- [2020-11-08 10:40:38,942][root][INFO] - average : 0.191 0.335 0.510 [2020-11-08 10:40:38,942][root][INFO] - [2020-11-08 10:40:39,189][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 10:40:40,035][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 10:40:40,249][root][INFO] - Current best mIoU: 51.295 at iter 500 [2020-11-08 10:40:45,295][root][INFO] - ===> Epoch[101](501/5): Loss -0.1659, Sem 0.3790, dir -0.9026, norm 0.3577, swav 0.0000 LR: 9.094e-02 Score 88.324 Data time: 0.1972, Forward time: 2.3505, Backward time: 3.2332, DDP time: 0.0037, Total iter time: 5.0400 [2020-11-08 10:40:51,830][root][INFO] - ===> Epoch[101](502/5): Loss -0.1812, Sem 0.3494, dir -0.8883, norm 0.3577, swav 0.0000 LR: 9.092e-02 Score 88.885 Data time: 0.1760, Forward time: 2.3495, Backward time: 3.2352, DDP time: 0.0037, Total iter time: 6.3980 [2020-11-08 10:40:58,380][root][INFO] - ===> Epoch[101](503/5): Loss -0.2174, Sem 0.3402, dir -0.9068, norm 0.3493, swav 0.0000 LR: 9.090e-02 Score 89.396 Data time: 0.1644, Forward time: 2.3487, Backward time: 3.2371, DDP time: 0.0037, Total iter time: 6.4474 [2020-11-08 10:41:02,922][root][INFO] - ===> Epoch[101](504/5): Loss -0.2172, Sem 0.3578, dir -0.8995, norm 0.3245, swav 0.0000 LR: 9.088e-02 Score 88.629 Data time: 0.1156, Forward time: 2.3466, Backward time: 3.2367, DDP time: 0.0037, Total iter time: 4.4324 [2020-11-08 10:41:07,765][root][INFO] - ===> Epoch[101](505/5): Loss -0.1704, Sem 0.3867, dir -0.8984, norm 0.3413, swav 0.0000 LR: 9.086e-02 Score 87.830 Data time: 0.2213, Forward time: 2.3465, Backward time: 3.2347, DDP time: 0.0037, Total iter time: 4.7879 [2020-11-08 10:41:13,242][root][INFO] - ===> Epoch[102](506/5): Loss -0.1923, Sem 0.3703, dir -0.9017, norm 0.3392, swav 0.0000 LR: 9.085e-02 Score 88.255 Data time: 0.1999, Forward time: 2.3459, Backward time: 3.2343, DDP time: 0.0037, Total iter time: 5.3763 [2020-11-08 10:41:19,073][root][INFO] - ===> Epoch[102](507/5): Loss -0.1888, Sem 0.3527, dir -0.8894, norm 0.3480, swav 0.0000 LR: 9.083e-02 Score 88.576 Data time: 0.2624, Forward time: 2.3466, Backward time: 3.2333, DDP time: 0.0037, Total iter time: 5.7021 [2020-11-08 10:41:23,625][root][INFO] - ===> Epoch[102](508/5): Loss -0.2289, Sem 0.3438, dir -0.8996, norm 0.3268, swav 0.0000 LR: 9.081e-02 Score 89.412 Data time: 0.2202, Forward time: 2.3466, Backward time: 3.2306, DDP time: 0.0037, Total iter time: 4.4187 [2020-11-08 10:41:29,329][root][INFO] - ===> Epoch[102](509/5): Loss -0.1580, Sem 0.3766, dir -0.8895, norm 0.3549, swav 0.0000 LR: 9.079e-02 Score 87.956 Data time: 0.2392, Forward time: 2.3465, Backward time: 3.2302, DDP time: 0.0037, Total iter time: 5.6016 [2020-11-08 10:41:35,069][root][INFO] - ===> Epoch[102](510/5): Loss -0.1668, Sem 0.3665, dir -0.9006, norm 0.3673, swav 0.0000 LR: 9.077e-02 Score 88.580 Data time: 0.1340, Forward time: 2.3445, Backward time: 3.2319, DDP time: 0.0037, Total iter time: 5.6153 [2020-11-08 10:41:41,193][root][INFO] - ===> Epoch[103](511/5): Loss -0.1490, Sem 0.3664, dir -0.8893, norm 0.3739, swav 0.0000 LR: 9.075e-02 Score 88.545 Data time: 0.3084, Forward time: 2.3460, Backward time: 3.2307, DDP time: 0.0037, Total iter time: 6.0261 [2020-11-08 10:41:46,615][root][INFO] - ===> Epoch[103](512/5): Loss -0.2335, Sem 0.3397, dir -0.9016, norm 0.3284, swav 0.0000 LR: 9.074e-02 Score 89.223 Data time: 0.2467, Forward time: 2.3467, Backward time: 3.2289, DDP time: 0.0037, Total iter time: 5.2840 [2020-11-08 10:41:52,005][root][INFO] - ===> Epoch[103](513/5): Loss -0.2573, Sem 0.3409, dir -0.9039, norm 0.3057, swav 0.0000 LR: 9.072e-02 Score 89.477 Data time: 0.1797, Forward time: 2.3458, Backward time: 3.2286, DDP time: 0.0037, Total iter time: 5.2833 [2020-11-08 10:41:57,955][root][INFO] - ===> Epoch[103](514/5): Loss -0.0456, Sem 0.4396, dir -0.8870, norm 0.4017, swav 0.0000 LR: 9.070e-02 Score 86.160 Data time: 0.2698, Forward time: 2.3466, Backward time: 3.2278, DDP time: 0.0037, Total iter time: 5.8170 [2020-11-08 10:42:03,526][root][INFO] - ===> Epoch[103](515/5): Loss -0.2275, Sem 0.3595, dir -0.9153, norm 0.3283, swav 0.0000 LR: 9.068e-02 Score 88.710 Data time: 0.1980, Forward time: 2.3464, Backward time: 3.2271, DDP time: 0.0037, Total iter time: 5.4308 [2020-11-08 10:42:08,857][root][INFO] - ===> Epoch[104](516/5): Loss -0.1929, Sem 0.3685, dir -0.8974, norm 0.3360, swav 0.0000 LR: 9.066e-02 Score 88.371 Data time: 0.1873, Forward time: 2.3456, Backward time: 3.2267, DDP time: 0.0037, Total iter time: 5.1992 [2020-11-08 10:42:14,970][root][INFO] - ===> Epoch[104](517/5): Loss -0.1760, Sem 0.3854, dir -0.8996, norm 0.3381, swav 0.0000 LR: 9.065e-02 Score 87.410 Data time: 0.2681, Forward time: 2.3468, Backward time: 3.2258, DDP time: 0.0037, Total iter time: 6.0016 [2020-11-08 10:42:20,297][root][INFO] - ===> Epoch[104](518/5): Loss -0.2192, Sem 0.3379, dir -0.9119, norm 0.3548, swav 0.0000 LR: 9.063e-02 Score 89.780 Data time: 0.2162, Forward time: 2.3470, Backward time: 3.2244, DDP time: 0.0037, Total iter time: 5.1797 [2020-11-08 10:42:26,513][root][INFO] - ===> Epoch[104](519/5): Loss -0.1055, Sem 0.4229, dir -0.8921, norm 0.3637, swav 0.0000 LR: 9.061e-02 Score 86.792 Data time: 0.1657, Forward time: 2.3462, Backward time: 3.2256, DDP time: 0.0037, Total iter time: 6.0892 [2020-11-08 10:42:32,561][root][INFO] - ===> Epoch[104](520/5): Loss -0.1880, Sem 0.3474, dir -0.8921, norm 0.3567, swav 0.0000 LR: 9.059e-02 Score 88.574 Data time: 0.2124, Forward time: 2.3453, Backward time: 3.2267, DDP time: 0.0037, Total iter time: 5.9490 [2020-11-08 10:42:38,590][root][INFO] - ===> Epoch[105](521/5): Loss -0.2245, Sem 0.3583, dir -0.9026, norm 0.3197, swav 0.0000 LR: 9.057e-02 Score 88.515 Data time: 0.2066, Forward time: 2.3450, Backward time: 3.2271, DDP time: 0.0037, Total iter time: 5.9220 [2020-11-08 10:42:44,725][root][INFO] - ===> Epoch[105](522/5): Loss -0.1980, Sem 0.3781, dir -0.8981, norm 0.3220, swav 0.0000 LR: 9.055e-02 Score 88.098 Data time: 0.2249, Forward time: 2.3450, Backward time: 3.2274, DDP time: 0.0037, Total iter time: 6.0181 [2020-11-08 10:42:50,509][root][INFO] - ===> Epoch[105](523/5): Loss -0.2063, Sem 0.3369, dir -0.9115, norm 0.3683, swav 0.0000 LR: 9.054e-02 Score 89.604 Data time: 0.2488, Forward time: 2.3460, Backward time: 3.2260, DDP time: 0.0037, Total iter time: 5.6448 [2020-11-08 10:42:57,006][root][INFO] - ===> Epoch[105](524/5): Loss -0.1598, Sem 0.3377, dir -0.8964, norm 0.3988, swav 0.0000 LR: 9.052e-02 Score 89.008 Data time: 0.2087, Forward time: 2.3461, Backward time: 3.2268, DDP time: 0.0037, Total iter time: 6.3599 [2020-11-08 10:43:02,102][root][INFO] - ===> Epoch[105](525/5): Loss -0.2627, Sem 0.3299, dir -0.9061, norm 0.3134, swav 0.0000 LR: 9.050e-02 Score 89.826 Data time: 0.2139, Forward time: 2.3458, Backward time: 3.2252, DDP time: 0.0037, Total iter time: 4.9660 [2020-11-08 10:43:07,420][root][INFO] - ===> Epoch[106](526/5): Loss -0.2232, Sem 0.3336, dir -0.8982, norm 0.3413, swav 0.0000 LR: 9.048e-02 Score 89.706 Data time: 0.2567, Forward time: 2.3463, Backward time: 3.2235, DDP time: 0.0037, Total iter time: 5.2114 [2020-11-08 10:43:13,072][root][INFO] - ===> Epoch[106](527/5): Loss -0.2613, Sem 0.3124, dir -0.9034, norm 0.3297, swav 0.0000 LR: 9.046e-02 Score 90.099 Data time: 0.2731, Forward time: 2.3473, Backward time: 3.2219, DDP time: 0.0037, Total iter time: 5.5257 [2020-11-08 10:43:18,853][root][INFO] - ===> Epoch[106](528/5): Loss -0.2131, Sem 0.3656, dir -0.8976, norm 0.3190, swav 0.0000 LR: 9.045e-02 Score 88.807 Data time: 0.1662, Forward time: 2.3463, Backward time: 3.2224, DDP time: 0.0037, Total iter time: 5.6398 [2020-11-08 10:43:24,106][root][INFO] - ===> Epoch[106](529/5): Loss -0.1967, Sem 0.3575, dir -0.9036, norm 0.3494, swav 0.0000 LR: 9.043e-02 Score 89.623 Data time: 0.1922, Forward time: 2.3457, Backward time: 3.2217, DDP time: 0.0037, Total iter time: 5.1332 [2020-11-08 10:43:30,740][root][INFO] - ===> Epoch[106](530/5): Loss -0.1564, Sem 0.3651, dir -0.9006, norm 0.3791, swav 0.0000 LR: 9.041e-02 Score 88.476 Data time: 0.1931, Forward time: 2.3451, Backward time: 3.2235, DDP time: 0.0037, Total iter time: 6.5165 [2020-11-08 10:43:36,109][root][INFO] - ===> Epoch[107](531/5): Loss -0.2581, Sem 0.3453, dir -0.9085, norm 0.3051, swav 0.0000 LR: 9.039e-02 Score 89.242 Data time: 0.2162, Forward time: 2.3450, Backward time: 3.2226, DDP time: 0.0037, Total iter time: 5.2484 [2020-11-08 10:43:41,142][root][INFO] - ===> Epoch[107](532/5): Loss -0.1993, Sem 0.3363, dir -0.8894, norm 0.3538, swav 0.0000 LR: 9.037e-02 Score 89.399 Data time: 0.2272, Forward time: 2.3452, Backward time: 3.2207, DDP time: 0.0037, Total iter time: 4.9167 [2020-11-08 10:43:48,359][root][INFO] - ===> Epoch[107](533/5): Loss -0.2158, Sem 0.3744, dir -0.9037, norm 0.3135, swav 0.0000 LR: 9.035e-02 Score 88.099 Data time: 0.2073, Forward time: 2.3452, Backward time: 3.2229, DDP time: 0.0037, Total iter time: 7.0930 [2020-11-08 10:43:54,886][root][INFO] - ===> Epoch[107](534/5): Loss -0.2047, Sem 0.3349, dir -0.8994, norm 0.3599, swav 0.0000 LR: 9.034e-02 Score 89.442 Data time: 0.1956, Forward time: 2.3448, Backward time: 3.2243, DDP time: 0.0037, Total iter time: 6.3877 [2020-11-08 10:44:00,260][root][INFO] - ===> Epoch[107](535/5): Loss -0.2553, Sem 0.3001, dir -0.9098, norm 0.3544, swav 0.0000 LR: 9.032e-02 Score 90.490 Data time: 0.2141, Forward time: 2.3444, Backward time: 3.2235, DDP time: 0.0037, Total iter time: 5.2623 [2020-11-08 10:44:05,189][root][INFO] - ===> Epoch[108](536/5): Loss -0.2357, Sem 0.3452, dir -0.9101, norm 0.3293, swav 0.0000 LR: 9.030e-02 Score 89.091 Data time: 0.2021, Forward time: 2.3439, Backward time: 3.2221, DDP time: 0.0037, Total iter time: 4.7947 [2020-11-08 10:44:10,983][root][INFO] - ===> Epoch[108](537/5): Loss -0.2770, Sem 0.3243, dir -0.9088, norm 0.3074, swav 0.0000 LR: 9.028e-02 Score 90.213 Data time: 0.2333, Forward time: 2.3440, Backward time: 3.2217, DDP time: 0.0037, Total iter time: 5.6939 [2020-11-08 10:44:16,963][root][INFO] - ===> Epoch[108](538/5): Loss -0.2391, Sem 0.3480, dir -0.9072, norm 0.3201, swav 0.0000 LR: 9.026e-02 Score 89.262 Data time: 0.2210, Forward time: 2.3440, Backward time: 3.2217, DDP time: 0.0037, Total iter time: 5.8648 [2020-11-08 10:44:23,084][root][INFO] - ===> Epoch[108](539/5): Loss -0.2366, Sem 0.3091, dir -0.8987, norm 0.3529, swav 0.0000 LR: 9.025e-02 Score 90.575 Data time: 0.2441, Forward time: 2.3443, Backward time: 3.2216, DDP time: 0.0037, Total iter time: 5.9864 [2020-11-08 10:44:28,289][root][INFO] - ===> Epoch[108](540/5): Loss -0.2686, Sem 0.3077, dir -0.9105, norm 0.3342, swav 0.0000 LR: 9.023e-02 Score 90.212 Data time: 0.2358, Forward time: 2.3438, Backward time: 3.2206, DDP time: 0.0037, Total iter time: 5.0652 [2020-11-08 10:44:34,415][root][INFO] - ===> Epoch[109](541/5): Loss -0.2304, Sem 0.3260, dir -0.9046, norm 0.3482, swav 0.0000 LR: 9.021e-02 Score 90.027 Data time: 0.2119, Forward time: 2.3436, Backward time: 3.2210, DDP time: 0.0037, Total iter time: 6.0118 [2020-11-08 10:44:40,334][root][INFO] - ===> Epoch[109](542/5): Loss -0.1953, Sem 0.3458, dir -0.8973, norm 0.3562, swav 0.0000 LR: 9.019e-02 Score 89.193 Data time: 0.2091, Forward time: 2.3435, Backward time: 3.2210, DDP time: 0.0037, Total iter time: 5.7940 [2020-11-08 10:44:45,904][root][INFO] - ===> Epoch[109](543/5): Loss -0.3023, Sem 0.2978, dir -0.9060, norm 0.3058, swav 0.0000 LR: 9.017e-02 Score 90.879 Data time: 0.1626, Forward time: 2.3425, Backward time: 3.2213, DDP time: 0.0037, Total iter time: 5.4418 [2020-11-08 10:44:50,768][root][INFO] - ===> Epoch[109](544/5): Loss -0.2416, Sem 0.3413, dir -0.9065, norm 0.3237, swav 0.0000 LR: 9.015e-02 Score 89.184 Data time: 0.1709, Forward time: 2.3419, Backward time: 3.2201, DDP time: 0.0037, Total iter time: 4.7816 [2020-11-08 10:44:56,810][root][INFO] - ===> Epoch[109](545/5): Loss -0.1680, Sem 0.3553, dir -0.9016, norm 0.3783, swav 0.0000 LR: 9.014e-02 Score 88.597 Data time: 0.1815, Forward time: 2.3411, Backward time: 3.2210, DDP time: 0.0037, Total iter time: 5.9298 [2020-11-08 10:45:02,335][root][INFO] - ===> Epoch[110](546/5): Loss -0.2809, Sem 0.3265, dir -0.9138, norm 0.3064, swav 0.0000 LR: 9.012e-02 Score 90.240 Data time: 0.1499, Forward time: 2.3397, Backward time: 3.2216, DDP time: 0.0037, Total iter time: 5.4238 [2020-11-08 10:45:08,095][root][INFO] - ===> Epoch[110](547/5): Loss -0.2021, Sem 0.3461, dir -0.8989, norm 0.3507, swav 0.0000 LR: 9.010e-02 Score 89.000 Data time: 0.2288, Forward time: 2.3399, Backward time: 3.2211, DDP time: 0.0037, Total iter time: 5.6691 [2020-11-08 10:45:13,857][root][INFO] - ===> Epoch[110](548/5): Loss -0.2432, Sem 0.3039, dir -0.9023, norm 0.3552, swav 0.0000 LR: 9.008e-02 Score 90.398 Data time: 0.1847, Forward time: 2.3394, Backward time: 3.2213, DDP time: 0.0037, Total iter time: 5.6517 [2020-11-08 10:45:20,230][root][INFO] - ===> Epoch[110](549/5): Loss -0.2101, Sem 0.3407, dir -0.9068, norm 0.3560, swav 0.0000 LR: 9.006e-02 Score 89.416 Data time: 0.2431, Forward time: 2.3401, Backward time: 3.2213, DDP time: 0.0037, Total iter time: 6.2607 [2020-11-08 10:45:26,032][root][INFO] - ===> Epoch[110](550/5): Loss -0.3148, Sem 0.3061, dir -0.9144, norm 0.2935, swav 0.0000 LR: 9.005e-02 Score 90.410 Data time: 0.2684, Forward time: 2.3411, Backward time: 3.2200, DDP time: 0.0037, Total iter time: 5.6525 [2020-11-08 10:45:32,273][root][INFO] - ===> Epoch[111](551/5): Loss -0.2589, Sem 0.3197, dir -0.9111, norm 0.3325, swav 0.0000 LR: 9.003e-02 Score 89.761 Data time: 0.2320, Forward time: 2.3416, Backward time: 3.2199, DDP time: 0.0037, Total iter time: 6.1039 [2020-11-08 10:45:38,165][root][INFO] - ===> Epoch[111](552/5): Loss -0.2392, Sem 0.3140, dir -0.9037, norm 0.3504, swav 0.0000 LR: 9.001e-02 Score 89.943 Data time: 0.2567, Forward time: 2.3425, Backward time: 3.2189, DDP time: 0.0037, Total iter time: 5.7852 [2020-11-08 10:45:47,281][root][INFO] - ===> Epoch[111](553/5): Loss -0.2575, Sem 0.3114, dir -0.9094, norm 0.3405, swav 0.0000 LR: 8.999e-02 Score 90.243 Data time: 0.1855, Forward time: 2.3418, Backward time: 3.2250, DDP time: 0.0037, Total iter time: 9.0025 [2020-11-08 10:45:54,038][root][INFO] - ===> Epoch[111](554/5): Loss -0.2564, Sem 0.3206, dir -0.9068, norm 0.3298, swav 0.0000 LR: 8.997e-02 Score 90.121 Data time: 0.2533, Forward time: 2.3424, Backward time: 3.2257, DDP time: 0.0037, Total iter time: 6.6458 [2020-11-08 10:46:00,686][root][INFO] - ===> Epoch[111](555/5): Loss -0.2623, Sem 0.3348, dir -0.9087, norm 0.3116, swav 0.0000 LR: 8.995e-02 Score 89.472 Data time: 0.2292, Forward time: 2.3432, Backward time: 3.2261, DDP time: 0.0037, Total iter time: 6.5135 [2020-11-08 10:46:05,856][root][INFO] - ===> Epoch[112](556/5): Loss -0.2735, Sem 0.3091, dir -0.9111, norm 0.3286, swav 0.0000 LR: 8.994e-02 Score 90.303 Data time: 0.1831, Forward time: 2.3424, Backward time: 3.2254, DDP time: 0.0037, Total iter time: 5.0313 [2020-11-08 10:46:10,926][root][INFO] - ===> Epoch[112](557/5): Loss -0.2841, Sem 0.3175, dir -0.9098, norm 0.3082, swav 0.0000 LR: 8.992e-02 Score 90.204 Data time: 0.2173, Forward time: 2.3429, Backward time: 3.2235, DDP time: 0.0037, Total iter time: 4.9830 [2020-11-08 10:46:16,458][root][INFO] - ===> Epoch[112](558/5): Loss -0.2509, Sem 0.3307, dir -0.9083, norm 0.3267, swav 0.0000 LR: 8.990e-02 Score 89.554 Data time: 0.1165, Forward time: 2.3409, Backward time: 3.2250, DDP time: 0.0037, Total iter time: 5.4010 [2020-11-08 10:46:22,507][root][INFO] - ===> Epoch[112](559/5): Loss -0.2901, Sem 0.2944, dir -0.9093, norm 0.3248, swav 0.0000 LR: 8.988e-02 Score 90.668 Data time: 0.2724, Forward time: 2.3413, Backward time: 3.2247, DDP time: 0.0037, Total iter time: 5.9564 [2020-11-08 10:46:28,507][root][INFO] - ===> Epoch[112](560/5): Loss -0.2081, Sem 0.3290, dir -0.9003, norm 0.3631, swav 0.0000 LR: 8.986e-02 Score 89.672 Data time: 0.2873, Forward time: 2.3426, Backward time: 3.2234, DDP time: 0.0037, Total iter time: 5.8788 [2020-11-08 10:46:34,190][root][INFO] - ===> Epoch[113](561/5): Loss -0.2380, Sem 0.3222, dir -0.9048, norm 0.3446, swav 0.0000 LR: 8.984e-02 Score 89.641 Data time: 0.2195, Forward time: 2.3430, Backward time: 3.2225, DDP time: 0.0037, Total iter time: 5.5324 [2020-11-08 10:46:39,366][root][INFO] - ===> Epoch[113](562/5): Loss -0.2827, Sem 0.3126, dir -0.9028, norm 0.3075, swav 0.0000 LR: 8.983e-02 Score 90.254 Data time: 0.2437, Forward time: 2.3435, Backward time: 3.2206, DDP time: 0.0037, Total iter time: 5.0427 [2020-11-08 10:46:45,460][root][INFO] - ===> Epoch[113](563/5): Loss -0.3047, Sem 0.3009, dir -0.9104, norm 0.3048, swav 0.0000 LR: 8.981e-02 Score 90.538 Data time: 0.2154, Forward time: 2.3438, Backward time: 3.2205, DDP time: 0.0037, Total iter time: 5.9775 [2020-11-08 10:46:51,109][root][INFO] - ===> Epoch[113](564/5): Loss -0.2503, Sem 0.3187, dir -0.9110, norm 0.3420, swav 0.0000 LR: 8.979e-02 Score 90.171 Data time: 0.1699, Forward time: 2.3432, Backward time: 3.2206, DDP time: 0.0037, Total iter time: 5.5265 [2020-11-08 10:46:59,004][root][INFO] - ===> Epoch[113](565/5): Loss -0.2661, Sem 0.3145, dir -0.9087, norm 0.3282, swav 0.0000 LR: 8.977e-02 Score 90.261 Data time: 0.1281, Forward time: 2.3415, Backward time: 3.2256, DDP time: 0.0037, Total iter time: 7.7849 [2020-11-08 10:47:04,493][root][INFO] - ===> Epoch[114](566/5): Loss -0.2970, Sem 0.3053, dir -0.9118, norm 0.3094, swav 0.0000 LR: 8.975e-02 Score 90.695 Data time: 0.1986, Forward time: 2.3408, Backward time: 3.2253, DDP time: 0.0037, Total iter time: 5.3941 [2020-11-08 10:47:09,792][root][INFO] - ===> Epoch[114](567/5): Loss -0.2484, Sem 0.3340, dir -0.9142, norm 0.3318, swav 0.0000 LR: 8.974e-02 Score 89.291 Data time: 0.2059, Forward time: 2.3404, Backward time: 3.2246, DDP time: 0.0037, Total iter time: 5.2033 [2020-11-08 10:47:14,482][root][INFO] - ===> Epoch[114](568/5): Loss -0.3531, Sem 0.2837, dir -0.9140, norm 0.2771, swav 0.0000 LR: 8.972e-02 Score 90.799 Data time: 0.1649, Forward time: 2.3396, Backward time: 3.2233, DDP time: 0.0037, Total iter time: 4.5702 [2020-11-08 10:47:21,893][root][INFO] - ===> Epoch[114](569/5): Loss -0.2490, Sem 0.3274, dir -0.9031, norm 0.3267, swav 0.0000 LR: 8.970e-02 Score 89.339 Data time: 0.1836, Forward time: 2.3385, Backward time: 3.2268, DDP time: 0.0037, Total iter time: 7.3130 [2020-11-08 10:47:27,874][root][INFO] - ===> Epoch[114](570/5): Loss -0.2122, Sem 0.3525, dir -0.9047, norm 0.3401, swav 0.0000 LR: 8.968e-02 Score 89.001 Data time: 0.1929, Forward time: 2.3382, Backward time: 3.2271, DDP time: 0.0037, Total iter time: 5.8654 [2020-11-08 10:47:33,926][root][INFO] - ===> Epoch[115](571/5): Loss -0.2342, Sem 0.3264, dir -0.9070, norm 0.3464, swav 0.0000 LR: 8.966e-02 Score 89.606 Data time: 0.2161, Forward time: 2.3379, Backward time: 3.2275, DDP time: 0.0037, Total iter time: 5.9094 [2020-11-08 10:47:40,300][root][INFO] - ===> Epoch[115](572/5): Loss -0.2691, Sem 0.3280, dir -0.9049, norm 0.3077, swav 0.0000 LR: 8.964e-02 Score 89.635 Data time: 0.2886, Forward time: 2.3392, Backward time: 3.2268, DDP time: 0.0037, Total iter time: 6.2409 [2020-11-08 10:47:45,390][root][INFO] - ===> Epoch[115](573/5): Loss -0.2843, Sem 0.3136, dir -0.9116, norm 0.3137, swav 0.0000 LR: 8.963e-02 Score 90.110 Data time: 0.2344, Forward time: 2.3394, Backward time: 3.2251, DDP time: 0.0037, Total iter time: 4.9573 [2020-11-08 10:47:50,500][root][INFO] - ===> Epoch[115](574/5): Loss -0.3070, Sem 0.2879, dir -0.9080, norm 0.3131, swav 0.0000 LR: 8.961e-02 Score 91.046 Data time: 0.1950, Forward time: 2.3389, Backward time: 3.2241, DDP time: 0.0037, Total iter time: 4.9595 [2020-11-08 10:47:55,770][root][INFO] - ===> Epoch[115](575/5): Loss -0.2359, Sem 0.3183, dir -0.9027, norm 0.3486, swav 0.0000 LR: 8.959e-02 Score 89.619 Data time: 0.2306, Forward time: 2.3393, Backward time: 3.2226, DDP time: 0.0037, Total iter time: 5.1554 [2020-11-08 10:48:02,126][root][INFO] - ===> Epoch[116](576/5): Loss -0.2899, Sem 0.2738, dir -0.9072, norm 0.3436, swav 0.0000 LR: 8.957e-02 Score 91.763 Data time: 0.1687, Forward time: 2.3385, Backward time: 3.2241, DDP time: 0.0037, Total iter time: 6.2375 [2020-11-08 10:48:08,647][root][INFO] - ===> Epoch[116](577/5): Loss -0.2084, Sem 0.3416, dir -0.9021, norm 0.3521, swav 0.0000 LR: 8.955e-02 Score 89.195 Data time: 0.2185, Forward time: 2.3386, Backward time: 3.2249, DDP time: 0.0037, Total iter time: 6.4469 [2020-11-08 10:48:13,567][root][INFO] - ===> Epoch[116](578/5): Loss -0.3309, Sem 0.2936, dir -0.9094, norm 0.2850, swav 0.0000 LR: 8.954e-02 Score 90.693 Data time: 0.1918, Forward time: 2.3383, Backward time: 3.2235, DDP time: 0.0037, Total iter time: 4.7864 [2020-11-08 10:48:18,904][root][INFO] - ===> Epoch[116](579/5): Loss -0.3075, Sem 0.2922, dir -0.9112, norm 0.3115, swav 0.0000 LR: 8.952e-02 Score 90.410 Data time: 0.1762, Forward time: 2.3377, Backward time: 3.2230, DDP time: 0.0037, Total iter time: 5.2372 [2020-11-08 10:48:24,937][root][INFO] - ===> Epoch[116](580/5): Loss -0.3013, Sem 0.2854, dir -0.9076, norm 0.3210, swav 0.0000 LR: 8.950e-02 Score 90.965 Data time: 0.2394, Forward time: 2.3379, Backward time: 3.2228, DDP time: 0.0037, Total iter time: 5.9200 [2020-11-08 10:48:31,303][root][INFO] - ===> Epoch[117](581/5): Loss -0.3296, Sem 0.2920, dir -0.9139, norm 0.2923, swav 0.0000 LR: 8.948e-02 Score 90.738 Data time: 0.2031, Forward time: 2.3378, Backward time: 3.2235, DDP time: 0.0037, Total iter time: 6.2420 [2020-11-08 10:48:36,817][root][INFO] - ===> Epoch[117](582/5): Loss -0.3153, Sem 0.2899, dir -0.9045, norm 0.2993, swav 0.0000 LR: 8.946e-02 Score 90.845 Data time: 0.1871, Forward time: 2.3373, Backward time: 3.2234, DDP time: 0.0037, Total iter time: 5.4111 [2020-11-08 10:48:42,501][root][INFO] - ===> Epoch[117](583/5): Loss -0.2524, Sem 0.2974, dir -0.8985, norm 0.3487, swav 0.0000 LR: 8.944e-02 Score 90.332 Data time: 0.1792, Forward time: 2.3364, Backward time: 3.2238, DDP time: 0.0037, Total iter time: 5.5699 [2020-11-08 10:48:48,641][root][INFO] - ===> Epoch[117](584/5): Loss -0.2404, Sem 0.3120, dir -0.9032, norm 0.3507, swav 0.0000 LR: 8.943e-02 Score 90.035 Data time: 0.1730, Forward time: 2.3357, Backward time: 3.2248, DDP time: 0.0037, Total iter time: 6.0364 [2020-11-08 10:48:53,811][root][INFO] - ===> Epoch[117](585/5): Loss -0.2924, Sem 0.3016, dir -0.9139, norm 0.3199, swav 0.0000 LR: 8.941e-02 Score 90.775 Data time: 0.2147, Forward time: 2.3356, Backward time: 3.2236, DDP time: 0.0037, Total iter time: 5.0497 [2020-11-08 10:48:59,785][root][INFO] - ===> Epoch[118](586/5): Loss -0.2663, Sem 0.2886, dir -0.9063, norm 0.3514, swav 0.0000 LR: 8.939e-02 Score 91.049 Data time: 0.2643, Forward time: 2.3366, Backward time: 3.2226, DDP time: 0.0037, Total iter time: 5.8554 [2020-11-08 10:49:04,970][root][INFO] - ===> Epoch[118](587/5): Loss -0.3317, Sem 0.2885, dir -0.9084, norm 0.2882, swav 0.0000 LR: 8.937e-02 Score 91.125 Data time: 0.1291, Forward time: 2.3351, Backward time: 3.2228, DDP time: 0.0037, Total iter time: 5.0436 [2020-11-08 10:49:11,083][root][INFO] - ===> Epoch[118](588/5): Loss -0.2605, Sem 0.3043, dir -0.9067, norm 0.3418, swav 0.0000 LR: 8.935e-02 Score 90.706 Data time: 0.2794, Forward time: 2.3362, Backward time: 3.2219, DDP time: 0.0037, Total iter time: 6.0038 [2020-11-08 10:49:16,540][root][INFO] - ===> Epoch[118](589/5): Loss -0.3043, Sem 0.3073, dir -0.9178, norm 0.3062, swav 0.0000 LR: 8.933e-02 Score 90.250 Data time: 0.2382, Forward time: 2.3369, Backward time: 3.2203, DDP time: 0.0037, Total iter time: 5.3427 [2020-11-08 10:49:21,634][root][INFO] - ===> Epoch[118](590/5): Loss -0.2868, Sem 0.3046, dir -0.9090, norm 0.3176, swav 0.0000 LR: 8.932e-02 Score 90.463 Data time: 0.1947, Forward time: 2.3364, Backward time: 3.2194, DDP time: 0.0037, Total iter time: 4.9650 [2020-11-08 10:49:26,592][root][INFO] - ===> Epoch[119](591/5): Loss -0.3126, Sem 0.2907, dir -0.9073, norm 0.3041, swav 0.0000 LR: 8.930e-02 Score 90.664 Data time: 0.1997, Forward time: 2.3359, Backward time: 3.2180, DDP time: 0.0037, Total iter time: 4.8569 [2020-11-08 10:49:33,021][root][INFO] - ===> Epoch[119](592/5): Loss -0.3079, Sem 0.3076, dir -0.9174, norm 0.3019, swav 0.0000 LR: 8.928e-02 Score 90.337 Data time: 0.2377, Forward time: 2.3361, Backward time: 3.2186, DDP time: 0.0037, Total iter time: 6.3164 [2020-11-08 10:49:38,793][root][INFO] - ===> Epoch[119](593/5): Loss -0.2672, Sem 0.2795, dir -0.9068, norm 0.3600, swav 0.0000 LR: 8.926e-02 Score 91.391 Data time: 0.2732, Forward time: 2.3371, Backward time: 3.2173, DDP time: 0.0037, Total iter time: 5.6502 [2020-11-08 10:49:46,074][root][INFO] - ===> Epoch[119](594/5): Loss -0.3307, Sem 0.2800, dir -0.9119, norm 0.3013, swav 0.0000 LR: 8.924e-02 Score 91.278 Data time: 0.1697, Forward time: 2.3365, Backward time: 3.2200, DDP time: 0.0037, Total iter time: 7.1523 [2020-11-08 10:49:52,201][root][INFO] - ===> Epoch[119](595/5): Loss -0.1860, Sem 0.3570, dir -0.8999, norm 0.3568, swav 0.0000 LR: 8.923e-02 Score 89.045 Data time: 0.2317, Forward time: 2.3366, Backward time: 3.2201, DDP time: 0.0037, Total iter time: 6.0265 [2020-11-08 10:49:57,148][root][INFO] - ===> Epoch[120](596/5): Loss -0.3181, Sem 0.2737, dir -0.9114, norm 0.3196, swav 0.0000 LR: 8.921e-02 Score 91.477 Data time: 0.1960, Forward time: 2.3362, Backward time: 3.2189, DDP time: 0.0037, Total iter time: 4.8231 [2020-11-08 10:50:02,906][root][INFO] - ===> Epoch[120](597/5): Loss -0.2385, Sem 0.3274, dir -0.9111, norm 0.3452, swav 0.0000 LR: 8.919e-02 Score 89.505 Data time: 0.2686, Forward time: 2.3371, Backward time: 3.2176, DDP time: 0.0037, Total iter time: 5.6542 [2020-11-08 10:50:09,175][root][INFO] - ===> Epoch[120](598/5): Loss -0.2999, Sem 0.3076, dir -0.9149, norm 0.3074, swav 0.0000 LR: 8.917e-02 Score 90.264 Data time: 0.2025, Forward time: 2.3372, Backward time: 3.2181, DDP time: 0.0037, Total iter time: 6.1428 [2020-11-08 10:50:14,295][root][INFO] - ===> Epoch[120](599/5): Loss -0.3009, Sem 0.3054, dir -0.9133, norm 0.3069, swav 0.0000 LR: 8.915e-02 Score 90.514 Data time: 0.2067, Forward time: 2.3370, Backward time: 3.2169, DDP time: 0.0037, Total iter time: 5.0103 [2020-11-08 10:50:19,364][root][INFO] - ===> Epoch[120](600/5): Loss -0.3597, Sem 0.2727, dir -0.9172, norm 0.2847, swav 0.0000 LR: 8.913e-02 Score 91.196 Data time: 0.2083, Forward time: 2.3367, Backward time: 3.2158, DDP time: 0.0037, Total iter time: 4.9402 [2020-11-08 10:50:25,346][root][INFO] - ===> Epoch[121](601/5): Loss -0.2564, Sem 0.3344, dir -0.9134, norm 0.3225, swav 0.0000 LR: 8.912e-02 Score 89.963 Data time: 0.1914, Forward time: 2.3364, Backward time: 3.2162, DDP time: 0.0037, Total iter time: 5.8791 [2020-11-08 10:50:30,581][root][INFO] - ===> Epoch[121](602/5): Loss -0.3286, Sem 0.2756, dir -0.9154, norm 0.3112, swav 0.0000 LR: 8.910e-02 Score 91.572 Data time: 0.1678, Forward time: 2.3355, Backward time: 3.2159, DDP time: 0.0037, Total iter time: 5.1317 [2020-11-08 10:50:36,719][root][INFO] - ===> Epoch[121](603/5): Loss -0.2791, Sem 0.3018, dir -0.9102, norm 0.3293, swav 0.0000 LR: 8.908e-02 Score 90.393 Data time: 0.1591, Forward time: 2.3346, Backward time: 3.2172, DDP time: 0.0037, Total iter time: 6.0365 [2020-11-08 10:50:42,782][root][INFO] - ===> Epoch[121](604/5): Loss -0.2758, Sem 0.3047, dir -0.9164, norm 0.3359, swav 0.0000 LR: 8.906e-02 Score 90.424 Data time: 0.1803, Forward time: 2.3340, Backward time: 3.2180, DDP time: 0.0037, Total iter time: 5.9633 [2020-11-08 10:50:47,926][root][INFO] - ===> Epoch[121](605/5): Loss -0.3508, Sem 0.2974, dir -0.9198, norm 0.2716, swav 0.0000 LR: 8.904e-02 Score 90.579 Data time: 0.1896, Forward time: 2.3336, Backward time: 3.2172, DDP time: 0.0037, Total iter time: 5.0275 [2020-11-08 10:50:53,636][root][INFO] - ===> Epoch[122](606/5): Loss -0.2974, Sem 0.2726, dir -0.9186, norm 0.3486, swav 0.0000 LR: 8.902e-02 Score 91.431 Data time: 0.1616, Forward time: 2.3327, Backward time: 3.2177, DDP time: 0.0037, Total iter time: 5.5923 [2020-11-08 10:51:00,139][root][INFO] - ===> Epoch[122](607/5): Loss -0.2642, Sem 0.2941, dir -0.9058, norm 0.3475, swav 0.0000 LR: 8.901e-02 Score 90.830 Data time: 0.1870, Forward time: 2.3321, Backward time: 3.2192, DDP time: 0.0037, Total iter time: 6.3886 [2020-11-08 10:51:08,169][root][INFO] - ===> Epoch[122](608/5): Loss -0.3063, Sem 0.2994, dir -0.9150, norm 0.3094, swav 0.0000 LR: 8.899e-02 Score 90.636 Data time: 0.1597, Forward time: 2.3314, Backward time: 3.2232, DDP time: 0.0037, Total iter time: 7.9264 [2020-11-08 10:51:14,774][root][INFO] - ===> Epoch[122](609/5): Loss -0.3206, Sem 0.2947, dir -0.9083, norm 0.2929, swav 0.0000 LR: 8.897e-02 Score 90.763 Data time: 0.1481, Forward time: 2.3303, Backward time: 3.2254, DDP time: 0.0037, Total iter time: 6.4832 [2020-11-08 10:51:20,651][root][INFO] - ===> Epoch[122](610/5): Loss -0.3290, Sem 0.2940, dir -0.9158, norm 0.2928, swav 0.0000 LR: 8.895e-02 Score 90.800 Data time: 0.1754, Forward time: 2.3294, Backward time: 3.2262, DDP time: 0.0037, Total iter time: 5.7788 [2020-11-08 10:51:26,801][root][INFO] - ===> Epoch[123](611/5): Loss -0.3406, Sem 0.2747, dir -0.9195, norm 0.3042, swav 0.0000 LR: 8.893e-02 Score 91.170 Data time: 0.1759, Forward time: 2.3286, Backward time: 3.2272, DDP time: 0.0038, Total iter time: 6.0309 [2020-11-08 10:51:33,961][root][INFO] - ===> Epoch[123](612/5): Loss -0.3074, Sem 0.2886, dir -0.9163, norm 0.3204, swav 0.0000 LR: 8.892e-02 Score 91.151 Data time: 0.3587, Forward time: 2.3306, Backward time: 3.2271, DDP time: 0.0037, Total iter time: 7.0599 [2020-11-08 10:51:39,229][root][INFO] - ===> Epoch[123](613/5): Loss -0.3179, Sem 0.2693, dir -0.9127, norm 0.3255, swav 0.0000 LR: 8.890e-02 Score 91.493 Data time: 0.2285, Forward time: 2.3312, Backward time: 3.2253, DDP time: 0.0037, Total iter time: 5.1201 [2020-11-08 10:51:45,285][root][INFO] - ===> Epoch[123](614/5): Loss -0.2615, Sem 0.3358, dir -0.9066, norm 0.3092, swav 0.0000 LR: 8.888e-02 Score 89.691 Data time: 0.2372, Forward time: 2.3317, Backward time: 3.2249, DDP time: 0.0037, Total iter time: 5.9388 [2020-11-08 10:51:51,559][root][INFO] - ===> Epoch[123](615/5): Loss -0.3495, Sem 0.2620, dir -0.9121, norm 0.3006, swav 0.0000 LR: 8.886e-02 Score 91.693 Data time: 0.2012, Forward time: 2.3319, Backward time: 3.2253, DDP time: 0.0037, Total iter time: 6.1746 [2020-11-08 10:51:57,568][root][INFO] - ===> Epoch[124](616/5): Loss -0.3819, Sem 0.2460, dir -0.9169, norm 0.2889, swav 0.0000 LR: 8.884e-02 Score 92.283 Data time: 0.2010, Forward time: 2.3317, Backward time: 3.2255, DDP time: 0.0037, Total iter time: 5.8630 [2020-11-08 10:52:03,368][root][INFO] - ===> Epoch[124](617/5): Loss -0.3749, Sem 0.2492, dir -0.9219, norm 0.2978, swav 0.0000 LR: 8.882e-02 Score 92.249 Data time: 0.1740, Forward time: 2.3303, Backward time: 3.2266, DDP time: 0.0038, Total iter time: 5.6746 [2020-11-08 10:52:08,697][root][INFO] - ===> Epoch[124](618/5): Loss -0.3215, Sem 0.2751, dir -0.9150, norm 0.3184, swav 0.0000 LR: 8.881e-02 Score 91.461 Data time: 0.1540, Forward time: 2.3295, Backward time: 3.2265, DDP time: 0.0038, Total iter time: 5.2606 [2020-11-08 10:52:13,775][root][INFO] - ===> Epoch[124](619/5): Loss -0.3027, Sem 0.3157, dir -0.9153, norm 0.2970, swav 0.0000 LR: 8.879e-02 Score 90.011 Data time: 0.1108, Forward time: 2.3276, Backward time: 3.2273, DDP time: 0.0037, Total iter time: 4.9718 [2020-11-08 10:52:19,435][root][INFO] - ===> Epoch[124](620/5): Loss -0.2868, Sem 0.3054, dir -0.9172, norm 0.3249, swav 0.0000 LR: 8.877e-02 Score 90.410 Data time: 0.1985, Forward time: 2.3272, Backward time: 3.2274, DDP time: 0.0037, Total iter time: 5.6180 [2020-11-08 10:52:26,644][root][INFO] - ===> Epoch[125](621/5): Loss -0.1996, Sem 0.3363, dir -0.9076, norm 0.3717, swav 0.0000 LR: 8.875e-02 Score 89.938 Data time: 0.2134, Forward time: 2.3271, Backward time: 3.2294, DDP time: 0.0037, Total iter time: 7.0978 [2020-11-08 10:52:32,806][root][INFO] - ===> Epoch[125](622/5): Loss -0.3245, Sem 0.3018, dir -0.9220, norm 0.2957, swav 0.0000 LR: 8.873e-02 Score 90.692 Data time: 0.2394, Forward time: 2.3276, Backward time: 3.2292, DDP time: 0.0037, Total iter time: 6.0214 [2020-11-08 10:52:39,810][root][INFO] - ===> Epoch[125](623/5): Loss -0.3352, Sem 0.2931, dir -0.9165, norm 0.2882, swav 0.0000 LR: 8.871e-02 Score 90.400 Data time: 0.2273, Forward time: 2.3279, Backward time: 3.2306, DDP time: 0.0037, Total iter time: 6.8666 [2020-11-08 10:52:45,175][root][INFO] - ===> Epoch[125](624/5): Loss -0.3017, Sem 0.2843, dir -0.9037, norm 0.3177, swav 0.0000 LR: 8.870e-02 Score 90.924 Data time: 0.2510, Forward time: 2.3284, Backward time: 3.2291, DDP time: 0.0038, Total iter time: 5.2334 [2020-11-08 10:52:50,440][root][INFO] - ===> Epoch[125](625/5): Loss -0.3716, Sem 0.2713, dir -0.9288, norm 0.2859, swav 0.0000 LR: 8.868e-02 Score 91.376 Data time: 0.2176, Forward time: 2.3286, Backward time: 3.2277, DDP time: 0.0038, Total iter time: 5.1465 [2020-11-08 10:52:54,870][root][INFO] - ===> Epoch[126](626/5): Loss -0.3181, Sem 0.2773, dir -0.9073, norm 0.3119, swav 0.0000 LR: 8.866e-02 Score 91.466 Data time: 0.1802, Forward time: 2.3278, Backward time: 3.2261, DDP time: 0.0038, Total iter time: 4.3085 [2020-11-08 10:53:02,140][root][INFO] - ===> Epoch[126](627/5): Loss -0.2749, Sem 0.2972, dir -0.9043, norm 0.3322, swav 0.0000 LR: 8.864e-02 Score 90.719 Data time: 0.2616, Forward time: 2.3286, Backward time: 3.2273, DDP time: 0.0038, Total iter time: 7.1635 [2020-11-08 10:53:07,255][root][INFO] - ===> Epoch[126](628/5): Loss -0.3888, Sem 0.2663, dir -0.9273, norm 0.2722, swav 0.0000 LR: 8.862e-02 Score 91.778 Data time: 0.2292, Forward time: 2.3292, Backward time: 3.2254, DDP time: 0.0038, Total iter time: 4.9730 [2020-11-08 10:53:12,897][root][INFO] - ===> Epoch[126](629/5): Loss -0.2586, Sem 0.3088, dir -0.9077, norm 0.3403, swav 0.0000 LR: 8.861e-02 Score 89.932 Data time: 0.2032, Forward time: 2.3294, Backward time: 3.2248, DDP time: 0.0038, Total iter time: 5.5183 [2020-11-08 10:53:18,233][root][INFO] - ===> Epoch[126](630/5): Loss -0.3148, Sem 0.2889, dir -0.9170, norm 0.3134, swav 0.0000 LR: 8.859e-02 Score 90.882 Data time: 0.2219, Forward time: 2.3289, Backward time: 3.2242, DDP time: 0.0038, Total iter time: 5.1946 [2020-11-08 10:53:23,412][root][INFO] - ===> Epoch[127](631/5): Loss -0.3421, Sem 0.2480, dir -0.9195, norm 0.3294, swav 0.0000 LR: 8.857e-02 Score 92.271 Data time: 0.2849, Forward time: 2.3294, Backward time: 3.2225, DDP time: 0.0038, Total iter time: 5.0466 [2020-11-08 10:53:28,749][root][INFO] - ===> Epoch[127](632/5): Loss -0.3608, Sem 0.2623, dir -0.9186, norm 0.2955, swav 0.0000 LR: 8.855e-02 Score 91.600 Data time: 0.2200, Forward time: 2.3296, Backward time: 3.2213, DDP time: 0.0038, Total iter time: 5.2039 [2020-11-08 10:53:34,814][root][INFO] - ===> Epoch[127](633/5): Loss -0.2991, Sem 0.3034, dir -0.9131, norm 0.3106, swav 0.0000 LR: 8.853e-02 Score 90.523 Data time: 0.1221, Forward time: 2.3280, Backward time: 3.2233, DDP time: 0.0037, Total iter time: 5.9437 [2020-11-08 10:53:40,649][root][INFO] - ===> Epoch[127](634/5): Loss -0.3357, Sem 0.3032, dir -0.9285, norm 0.2896, swav 0.0000 LR: 8.851e-02 Score 90.556 Data time: 0.1465, Forward time: 2.3269, Backward time: 3.2244, DDP time: 0.0038, Total iter time: 5.7444 [2020-11-08 10:53:46,638][root][INFO] - ===> Epoch[127](635/5): Loss -0.3426, Sem 0.2951, dir -0.9179, norm 0.2803, swav 0.0000 LR: 8.850e-02 Score 90.553 Data time: 0.2129, Forward time: 2.3266, Backward time: 3.2247, DDP time: 0.0037, Total iter time: 5.8760 [2020-11-08 10:53:52,430][root][INFO] - ===> Epoch[128](636/5): Loss -0.3301, Sem 0.2988, dir -0.9139, norm 0.2850, swav 0.0000 LR: 8.848e-02 Score 90.544 Data time: 0.2558, Forward time: 2.3272, Backward time: 3.2238, DDP time: 0.0037, Total iter time: 5.6709 [2020-11-08 10:53:58,888][root][INFO] - ===> Epoch[128](637/5): Loss -0.3416, Sem 0.2940, dir -0.9146, norm 0.2790, swav 0.0000 LR: 8.846e-02 Score 90.716 Data time: 0.1695, Forward time: 2.3264, Backward time: 3.2253, DDP time: 0.0037, Total iter time: 6.3256 [2020-11-08 10:54:04,409][root][INFO] - ===> Epoch[128](638/5): Loss -0.2896, Sem 0.2856, dir -0.9174, norm 0.3423, swav 0.0000 LR: 8.844e-02 Score 91.405 Data time: 0.1870, Forward time: 2.3260, Backward time: 3.2251, DDP time: 0.0037, Total iter time: 5.4250 [2020-11-08 10:54:10,243][root][INFO] - ===> Epoch[128](639/5): Loss -0.3081, Sem 0.2981, dir -0.9187, norm 0.3125, swav 0.0000 LR: 8.842e-02 Score 90.734 Data time: 0.2146, Forward time: 2.3261, Backward time: 3.2249, DDP time: 0.0037, Total iter time: 5.7269 [2020-11-08 10:54:16,704][root][INFO] - ===> Epoch[128](640/5): Loss -0.2807, Sem 0.3008, dir -0.9088, norm 0.3272, swav 0.0000 LR: 8.840e-02 Score 90.684 Data time: 0.1861, Forward time: 2.3253, Backward time: 3.2264, DDP time: 0.0038, Total iter time: 6.3260 [2020-11-08 10:54:23,183][root][INFO] - ===> Epoch[129](641/5): Loss -0.3345, Sem 0.3061, dir -0.9184, norm 0.2778, swav 0.0000 LR: 8.839e-02 Score 90.071 Data time: 0.2460, Forward time: 2.3256, Backward time: 3.2270, DDP time: 0.0038, Total iter time: 6.3931 [2020-11-08 10:54:29,856][root][INFO] - ===> Epoch[129](642/5): Loss -0.2931, Sem 0.2948, dir -0.9139, norm 0.3259, swav 0.0000 LR: 8.837e-02 Score 90.766 Data time: 0.2196, Forward time: 2.3258, Backward time: 3.2278, DDP time: 0.0038, Total iter time: 6.5279 [2020-11-08 10:54:38,187][root][INFO] - ===> Epoch[129](643/5): Loss -0.3888, Sem 0.2608, dir -0.9188, norm 0.2692, swav 0.0000 LR: 8.835e-02 Score 91.865 Data time: 0.1859, Forward time: 2.3250, Backward time: 3.2320, DDP time: 0.0038, Total iter time: 8.1951 [2020-11-08 10:54:43,989][root][INFO] - ===> Epoch[129](644/5): Loss -0.3258, Sem 0.2641, dir -0.9229, norm 0.3330, swav 0.0000 LR: 8.833e-02 Score 91.713 Data time: 0.2701, Forward time: 2.3259, Backward time: 3.2309, DDP time: 0.0037, Total iter time: 5.7005 [2020-11-08 10:54:49,747][root][INFO] - ===> Epoch[129](645/5): Loss -0.3546, Sem 0.2733, dir -0.9206, norm 0.2927, swav 0.0000 LR: 8.831e-02 Score 90.985 Data time: 0.2039, Forward time: 2.3259, Backward time: 3.2306, DDP time: 0.0037, Total iter time: 5.6128 [2020-11-08 10:54:56,432][root][INFO] - ===> Epoch[130](646/5): Loss -0.3646, Sem 0.2501, dir -0.9171, norm 0.3024, swav 0.0000 LR: 8.830e-02 Score 92.134 Data time: 0.2329, Forward time: 2.3260, Backward time: 3.2315, DDP time: 0.0037, Total iter time: 6.5582 [2020-11-08 10:55:02,694][root][INFO] - ===> Epoch[130](647/5): Loss -0.2960, Sem 0.2628, dir -0.9119, norm 0.3531, swav 0.0000 LR: 8.828e-02 Score 91.678 Data time: 0.3325, Forward time: 2.3272, Backward time: 3.2307, DDP time: 0.0037, Total iter time: 6.1216 [2020-11-08 10:55:09,239][root][INFO] - ===> Epoch[130](648/5): Loss -0.4174, Sem 0.2517, dir -0.9299, norm 0.2608, swav 0.0000 LR: 8.826e-02 Score 92.055 Data time: 0.1906, Forward time: 2.3266, Backward time: 3.2321, DDP time: 0.0037, Total iter time: 6.4154 [2020-11-08 10:55:16,848][root][INFO] - ===> Epoch[130](649/5): Loss -0.3114, Sem 0.2760, dir -0.9075, norm 0.3201, swav 0.0000 LR: 8.824e-02 Score 91.306 Data time: 0.2168, Forward time: 2.3264, Backward time: 3.2347, DDP time: 0.0037, Total iter time: 7.4983 [2020-11-08 10:55:21,820][root][INFO] - ===> Epoch[130](650/5): Loss -0.3570, Sem 0.2663, dir -0.9144, norm 0.2911, swav 0.0000 LR: 8.822e-02 Score 91.474 Data time: 0.2170, Forward time: 2.3264, Backward time: 3.2333, DDP time: 0.0038, Total iter time: 4.8350 [2020-11-08 10:55:28,532][root][INFO] - ===> Epoch[131](651/5): Loss -0.3470, Sem 0.2796, dir -0.9214, norm 0.2948, swav 0.0000 LR: 8.820e-02 Score 91.083 Data time: 0.3329, Forward time: 2.3279, Backward time: 3.2328, DDP time: 0.0037, Total iter time: 6.6049 [2020-11-08 10:55:35,001][root][INFO] - ===> Epoch[131](652/5): Loss -0.2995, Sem 0.2888, dir -0.9108, norm 0.3226, swav 0.0000 LR: 8.819e-02 Score 91.304 Data time: 0.1980, Forward time: 2.3282, Backward time: 3.2333, DDP time: 0.0037, Total iter time: 6.3423 [2020-11-08 10:55:40,641][root][INFO] - ===> Epoch[131](653/5): Loss -0.3261, Sem 0.2849, dir -0.9191, norm 0.3080, swav 0.0000 LR: 8.817e-02 Score 90.849 Data time: 0.1691, Forward time: 2.3275, Backward time: 3.2335, DDP time: 0.0037, Total iter time: 5.5074 [2020-11-08 10:55:46,433][root][INFO] - ===> Epoch[131](654/5): Loss -0.3709, Sem 0.2591, dir -0.9201, norm 0.2901, swav 0.0000 LR: 8.815e-02 Score 91.851 Data time: 0.2418, Forward time: 2.3279, Backward time: 3.2328, DDP time: 0.0037, Total iter time: 5.6970 [2020-11-08 10:55:51,938][root][INFO] - ===> Epoch[131](655/5): Loss -0.3465, Sem 0.2775, dir -0.9174, norm 0.2934, swav 0.0000 LR: 8.813e-02 Score 91.357 Data time: 0.2119, Forward time: 2.3278, Backward time: 3.2322, DDP time: 0.0037, Total iter time: 5.3861 [2020-11-08 10:55:58,460][root][INFO] - ===> Epoch[132](656/5): Loss -0.3236, Sem 0.2786, dir -0.9157, norm 0.3135, swav 0.0000 LR: 8.811e-02 Score 91.327 Data time: 0.2567, Forward time: 2.3286, Backward time: 3.2323, DDP time: 0.0037, Total iter time: 6.4257 [2020-11-08 10:56:04,031][root][INFO] - ===> Epoch[132](657/5): Loss -0.3685, Sem 0.2510, dir -0.9282, norm 0.3087, swav 0.0000 LR: 8.809e-02 Score 92.245 Data time: 0.2137, Forward time: 2.3286, Backward time: 3.2317, DDP time: 0.0037, Total iter time: 5.4179 [2020-11-08 10:56:08,614][root][INFO] - ===> Epoch[132](658/5): Loss -0.3738, Sem 0.2544, dir -0.9164, norm 0.2882, swav 0.0000 LR: 8.808e-02 Score 91.789 Data time: 0.2105, Forward time: 2.3284, Backward time: 3.2299, DDP time: 0.0037, Total iter time: 4.4777 [2020-11-08 10:56:16,115][root][INFO] - ===> Epoch[132](659/5): Loss -0.3146, Sem 0.2874, dir -0.9163, norm 0.3143, swav 0.0000 LR: 8.806e-02 Score 90.641 Data time: 0.2134, Forward time: 2.3284, Backward time: 3.2321, DDP time: 0.0037, Total iter time: 7.3966 [2020-11-08 10:56:21,383][root][INFO] - ===> Epoch[132](660/5): Loss -0.3600, Sem 0.2503, dir -0.9096, norm 0.2993, swav 0.0000 LR: 8.804e-02 Score 92.090 Data time: 0.2041, Forward time: 2.3284, Backward time: 3.2312, DDP time: 0.0037, Total iter time: 5.1467 [2020-11-08 10:56:27,132][root][INFO] - ===> Epoch[133](661/5): Loss -0.3874, Sem 0.2699, dir -0.9236, norm 0.2663, swav 0.0000 LR: 8.802e-02 Score 91.880 Data time: 0.1741, Forward time: 2.3272, Backward time: 3.2320, DDP time: 0.0037, Total iter time: 5.6311 [2020-11-08 10:56:34,097][root][INFO] - ===> Epoch[133](662/5): Loss -0.3768, Sem 0.2681, dir -0.9234, norm 0.2785, swav 0.0000 LR: 8.800e-02 Score 91.596 Data time: 0.1646, Forward time: 2.3262, Backward time: 3.2344, DDP time: 0.0037, Total iter time: 6.8559 [2020-11-08 10:56:38,972][root][INFO] - ===> Epoch[133](663/5): Loss -0.3569, Sem 0.2515, dir -0.9094, norm 0.3010, swav 0.0000 LR: 8.799e-02 Score 91.898 Data time: 0.1535, Forward time: 2.3254, Backward time: 3.2337, DDP time: 0.0037, Total iter time: 4.7831 [2020-11-08 10:56:43,946][root][INFO] - ===> Epoch[133](664/5): Loss -0.3457, Sem 0.2515, dir -0.9102, norm 0.3130, swav 0.0000 LR: 8.797e-02 Score 92.179 Data time: 0.1538, Forward time: 2.3244, Backward time: 3.2334, DDP time: 0.0037, Total iter time: 4.8812 [2020-11-08 10:56:49,239][root][INFO] - ===> Epoch[133](665/5): Loss -0.3037, Sem 0.2657, dir -0.9119, norm 0.3425, swav 0.0000 LR: 8.795e-02 Score 91.519 Data time: 0.2384, Forward time: 2.3247, Backward time: 3.2322, DDP time: 0.0037, Total iter time: 5.2247 [2020-11-08 10:56:54,199][root][INFO] - ===> Epoch[134](666/5): Loss -0.3351, Sem 0.2649, dir -0.9152, norm 0.3152, swav 0.0000 LR: 8.793e-02 Score 91.618 Data time: 0.1293, Forward time: 2.3234, Backward time: 3.2322, DDP time: 0.0037, Total iter time: 4.8425 [2020-11-08 10:56:59,699][root][INFO] - ===> Epoch[134](667/5): Loss -0.2921, Sem 0.3032, dir -0.9057, norm 0.3104, swav 0.0000 LR: 8.791e-02 Score 90.592 Data time: 0.1758, Forward time: 2.3226, Backward time: 3.2324, DDP time: 0.0037, Total iter time: 5.4200 [2020-11-08 10:57:05,708][root][INFO] - ===> Epoch[134](668/5): Loss -0.3778, Sem 0.2644, dir -0.9232, norm 0.2810, swav 0.0000 LR: 8.789e-02 Score 91.542 Data time: 0.2859, Forward time: 2.3236, Backward time: 3.2315, DDP time: 0.0037, Total iter time: 5.9262 [2020-11-08 10:57:12,225][root][INFO] - ===> Epoch[134](669/5): Loss -0.2680, Sem 0.2788, dir -0.8981, norm 0.3513, swav 0.0000 LR: 8.788e-02 Score 91.110 Data time: 0.2221, Forward time: 2.3238, Backward time: 3.2320, DDP time: 0.0037, Total iter time: 6.3887 [2020-11-08 10:57:17,836][root][INFO] - ===> Epoch[134](670/5): Loss -0.3502, Sem 0.2816, dir -0.9230, norm 0.2913, swav 0.0000 LR: 8.786e-02 Score 91.140 Data time: 0.2009, Forward time: 2.3238, Backward time: 3.2315, DDP time: 0.0037, Total iter time: 5.4771 [2020-11-08 10:57:24,039][root][INFO] - ===> Epoch[135](671/5): Loss -0.3631, Sem 0.2514, dir -0.9132, norm 0.2987, swav 0.0000 LR: 8.784e-02 Score 92.225 Data time: 0.1687, Forward time: 2.3230, Backward time: 3.2326, DDP time: 0.0037, Total iter time: 6.0865 [2020-11-08 10:57:29,852][root][INFO] - ===> Epoch[135](672/5): Loss -0.3277, Sem 0.2698, dir -0.9206, norm 0.3231, swav 0.0000 LR: 8.782e-02 Score 91.805 Data time: 0.2047, Forward time: 2.3228, Backward time: 3.2327, DDP time: 0.0037, Total iter time: 5.7241 [2020-11-08 10:57:35,833][root][INFO] - ===> Epoch[135](673/5): Loss -0.3721, Sem 0.2654, dir -0.9263, norm 0.2889, swav 0.0000 LR: 8.780e-02 Score 92.107 Data time: 0.2334, Forward time: 2.3229, Backward time: 3.2326, DDP time: 0.0037, Total iter time: 5.8732 [2020-11-08 10:57:41,636][root][INFO] - ===> Epoch[135](674/5): Loss -0.3355, Sem 0.2693, dir -0.9062, norm 0.3014, swav 0.0000 LR: 8.778e-02 Score 91.487 Data time: 0.2472, Forward time: 2.3232, Backward time: 3.2319, DDP time: 0.0037, Total iter time: 5.6733 [2020-11-08 10:57:47,720][root][INFO] - ===> Epoch[135](675/5): Loss -0.3425, Sem 0.2832, dir -0.9157, norm 0.2900, swav 0.0000 LR: 8.777e-02 Score 91.010 Data time: 0.2254, Forward time: 2.3233, Backward time: 3.2319, DDP time: 0.0037, Total iter time: 5.9651 [2020-11-08 10:57:53,179][root][INFO] - ===> Epoch[136](676/5): Loss -0.3615, Sem 0.2407, dir -0.9158, norm 0.3136, swav 0.0000 LR: 8.775e-02 Score 92.428 Data time: 0.2365, Forward time: 2.3236, Backward time: 3.2309, DDP time: 0.0037, Total iter time: 5.3244 [2020-11-08 10:57:58,570][root][INFO] - ===> Epoch[136](677/5): Loss -0.3633, Sem 0.2569, dir -0.9217, norm 0.3015, swav 0.0000 LR: 8.773e-02 Score 91.845 Data time: 0.2775, Forward time: 2.3238, Backward time: 3.2298, DDP time: 0.0037, Total iter time: 5.2598 [2020-11-08 10:58:04,065][root][INFO] - ===> Epoch[136](678/5): Loss -0.3816, Sem 0.2508, dir -0.9225, norm 0.2901, swav 0.0000 LR: 8.771e-02 Score 91.936 Data time: 0.2255, Forward time: 2.3240, Backward time: 3.2289, DDP time: 0.0037, Total iter time: 5.3666 [2020-11-08 10:58:10,268][root][INFO] - ===> Epoch[136](679/5): Loss -0.3356, Sem 0.2680, dir -0.9160, norm 0.3124, swav 0.0000 LR: 8.769e-02 Score 91.469 Data time: 0.2306, Forward time: 2.3242, Backward time: 3.2290, DDP time: 0.0037, Total iter time: 6.0604 [2020-11-08 10:58:16,816][root][INFO] - ===> Epoch[136](680/5): Loss -0.3696, Sem 0.2490, dir -0.9167, norm 0.2981, swav 0.0000 LR: 8.767e-02 Score 92.064 Data time: 0.1992, Forward time: 2.3241, Backward time: 3.2300, DDP time: 0.0037, Total iter time: 6.4180 [2020-11-08 10:58:21,757][root][INFO] - ===> Epoch[137](681/5): Loss -0.3308, Sem 0.2664, dir -0.9156, norm 0.3183, swav 0.0000 LR: 8.766e-02 Score 91.343 Data time: 0.2263, Forward time: 2.3240, Backward time: 3.2284, DDP time: 0.0038, Total iter time: 4.7920 [2020-11-08 10:58:28,627][root][INFO] - ===> Epoch[137](682/5): Loss -0.2989, Sem 0.2746, dir -0.9080, norm 0.3345, swav 0.0000 LR: 8.764e-02 Score 90.999 Data time: 0.2905, Forward time: 2.3252, Backward time: 3.2285, DDP time: 0.0038, Total iter time: 6.7708 [2020-11-08 10:58:36,134][root][INFO] - ===> Epoch[137](683/5): Loss -0.3923, Sem 0.2425, dir -0.9209, norm 0.2861, swav 0.0000 LR: 8.762e-02 Score 92.367 Data time: 0.2079, Forward time: 2.3253, Backward time: 3.2305, DDP time: 0.0038, Total iter time: 7.3556 [2020-11-08 10:58:42,070][root][INFO] - ===> Epoch[137](684/5): Loss -0.3956, Sem 0.2437, dir -0.9269, norm 0.2875, swav 0.0000 LR: 8.760e-02 Score 92.471 Data time: 0.2123, Forward time: 2.3253, Backward time: 3.2305, DDP time: 0.0038, Total iter time: 5.8139 [2020-11-08 10:58:47,468][root][INFO] - ===> Epoch[137](685/5): Loss -0.3275, Sem 0.2685, dir -0.9075, norm 0.3114, swav 0.0000 LR: 8.758e-02 Score 91.835 Data time: 0.2083, Forward time: 2.3252, Backward time: 3.2298, DDP time: 0.0038, Total iter time: 5.2743 [2020-11-08 10:58:53,242][root][INFO] - ===> Epoch[138](686/5): Loss -0.4018, Sem 0.2544, dir -0.9194, norm 0.2632, swav 0.0000 LR: 8.757e-02 Score 91.982 Data time: 0.1984, Forward time: 2.3242, Backward time: 3.2305, DDP time: 0.0038, Total iter time: 5.6578 [2020-11-08 10:59:00,149][root][INFO] - ===> Epoch[138](687/5): Loss -0.3770, Sem 0.2533, dir -0.9157, norm 0.2854, swav 0.0000 LR: 8.755e-02 Score 92.008 Data time: 0.2126, Forward time: 2.3242, Backward time: 3.2318, DDP time: 0.0038, Total iter time: 6.8455 [2020-11-08 10:59:05,605][root][INFO] - ===> Epoch[138](688/5): Loss -0.3366, Sem 0.2843, dir -0.9206, norm 0.2996, swav 0.0000 LR: 8.753e-02 Score 91.236 Data time: 0.1467, Forward time: 2.3232, Backward time: 3.2321, DDP time: 0.0038, Total iter time: 5.3259 [2020-11-08 10:59:11,585][root][INFO] - ===> Epoch[138](689/5): Loss -0.3799, Sem 0.2314, dir -0.9212, norm 0.3098, swav 0.0000 LR: 8.751e-02 Score 92.791 Data time: 0.2286, Forward time: 2.3232, Backward time: 3.2320, DDP time: 0.0038, Total iter time: 5.8676 [2020-11-08 10:59:17,411][root][INFO] - ===> Epoch[138](690/5): Loss -0.3551, Sem 0.2396, dir -0.9232, norm 0.3285, swav 0.0000 LR: 8.749e-02 Score 92.541 Data time: 0.2065, Forward time: 2.3229, Backward time: 3.2320, DDP time: 0.0038, Total iter time: 5.7103 [2020-11-08 10:59:24,370][root][INFO] - ===> Epoch[139](691/5): Loss -0.3641, Sem 0.2595, dir -0.9240, norm 0.3004, swav 0.0000 LR: 8.747e-02 Score 92.120 Data time: 0.3126, Forward time: 2.3245, Backward time: 3.2318, DDP time: 0.0038, Total iter time: 6.8562 [2020-11-08 10:59:29,870][root][INFO] - ===> Epoch[139](692/5): Loss -0.3831, Sem 0.2359, dir -0.9172, norm 0.2983, swav 0.0000 LR: 8.746e-02 Score 92.636 Data time: 0.2682, Forward time: 2.3252, Backward time: 3.2305, DDP time: 0.0038, Total iter time: 5.3761 [2020-11-08 10:59:35,647][root][INFO] - ===> Epoch[139](693/5): Loss -0.3948, Sem 0.2226, dir -0.9261, norm 0.3088, swav 0.0000 LR: 8.744e-02 Score 92.884 Data time: 0.2621, Forward time: 2.3261, Backward time: 3.2293, DDP time: 0.0037, Total iter time: 5.6568 [2020-11-08 10:59:41,354][root][INFO] - ===> Epoch[139](694/5): Loss -0.3768, Sem 0.2644, dir -0.9235, norm 0.2822, swav 0.0000 LR: 8.742e-02 Score 91.754 Data time: 0.1574, Forward time: 2.3254, Backward time: 3.2297, DDP time: 0.0037, Total iter time: 5.5727 [2020-11-08 10:59:47,169][root][INFO] - ===> Epoch[139](695/5): Loss -0.4105, Sem 0.2591, dir -0.9274, norm 0.2578, swav 0.0000 LR: 8.740e-02 Score 91.885 Data time: 0.1839, Forward time: 2.3246, Backward time: 3.2302, DDP time: 0.0037, Total iter time: 5.7111 [2020-11-08 10:59:52,327][root][INFO] - ===> Epoch[140](696/5): Loss -0.4042, Sem 0.2638, dir -0.9347, norm 0.2667, swav 0.0000 LR: 8.738e-02 Score 91.517 Data time: 0.2651, Forward time: 2.3251, Backward time: 3.2287, DDP time: 0.0037, Total iter time: 5.0625 [2020-11-08 10:59:57,878][root][INFO] - ===> Epoch[140](697/5): Loss -0.3903, Sem 0.2182, dir -0.9173, norm 0.3087, swav 0.0000 LR: 8.736e-02 Score 93.258 Data time: 0.2600, Forward time: 2.3258, Backward time: 3.2274, DDP time: 0.0037, Total iter time: 5.4398 [2020-11-08 11:00:03,481][root][INFO] - ===> Epoch[140](698/5): Loss -0.4277, Sem 0.2131, dir -0.9239, norm 0.2830, swav 0.0000 LR: 8.735e-02 Score 93.463 Data time: 0.2742, Forward time: 2.3266, Backward time: 3.2261, DDP time: 0.0037, Total iter time: 5.4865 [2020-11-08 11:00:09,062][root][INFO] - ===> Epoch[140](699/5): Loss -0.3644, Sem 0.2616, dir -0.9255, norm 0.2995, swav 0.0000 LR: 8.733e-02 Score 91.577 Data time: 0.2051, Forward time: 2.3266, Backward time: 3.2255, DDP time: 0.0037, Total iter time: 5.4403 [2020-11-08 11:00:14,995][root][INFO] - ===> Epoch[140](700/5): Loss -0.4422, Sem 0.2299, dir -0.9296, norm 0.2575, swav 0.0000 LR: 8.731e-02 Score 92.751 Data time: 0.2031, Forward time: 2.3265, Backward time: 3.2256, DDP time: 0.0037, Total iter time: 5.8232 [2020-11-08 11:00:21,496][root][INFO] - ===> Epoch[141](701/5): Loss -0.4155, Sem 0.2263, dir -0.9287, norm 0.2868, swav 0.0000 LR: 8.729e-02 Score 92.888 Data time: 0.2075, Forward time: 2.3259, Backward time: 3.2270, DDP time: 0.0037, Total iter time: 6.3932 [2020-11-08 11:00:27,671][root][INFO] - ===> Epoch[141](702/5): Loss -0.3997, Sem 0.2376, dir -0.9229, norm 0.2856, swav 0.0000 LR: 8.727e-02 Score 92.440 Data time: 0.1987, Forward time: 2.3253, Backward time: 3.2278, DDP time: 0.0037, Total iter time: 6.0505 [2020-11-08 11:00:33,971][root][INFO] - ===> Epoch[141](703/5): Loss -0.3976, Sem 0.2264, dir -0.9220, norm 0.2980, swav 0.0000 LR: 8.725e-02 Score 93.060 Data time: 0.3057, Forward time: 2.3265, Backward time: 3.2271, DDP time: 0.0037, Total iter time: 6.2010 [2020-11-08 11:00:39,767][root][INFO] - ===> Epoch[141](704/5): Loss -0.3888, Sem 0.2530, dir -0.9265, norm 0.2847, swav 0.0000 LR: 8.724e-02 Score 91.972 Data time: 0.2105, Forward time: 2.3265, Backward time: 3.2267, DDP time: 0.0037, Total iter time: 5.6509 [2020-11-08 11:00:45,614][root][INFO] - ===> Epoch[141](705/5): Loss -0.4054, Sem 0.2386, dir -0.9292, norm 0.2852, swav 0.0000 LR: 8.722e-02 Score 92.601 Data time: 0.1874, Forward time: 2.3258, Backward time: 3.2271, DDP time: 0.0037, Total iter time: 5.7255 [2020-11-08 11:00:51,813][root][INFO] - ===> Epoch[142](706/5): Loss -0.3875, Sem 0.2287, dir -0.9190, norm 0.3028, swav 0.0000 LR: 8.720e-02 Score 92.572 Data time: 0.2247, Forward time: 2.3258, Backward time: 3.2275, DDP time: 0.0037, Total iter time: 6.1206 [2020-11-08 11:00:57,928][root][INFO] - ===> Epoch[142](707/5): Loss -0.3995, Sem 0.2376, dir -0.9275, norm 0.2904, swav 0.0000 LR: 8.718e-02 Score 92.483 Data time: 0.2102, Forward time: 2.3260, Backward time: 3.2276, DDP time: 0.0037, Total iter time: 5.9995 [2020-11-08 11:01:05,198][root][INFO] - ===> Epoch[142](708/5): Loss -0.4328, Sem 0.2232, dir -0.9281, norm 0.2721, swav 0.0000 LR: 8.716e-02 Score 92.777 Data time: 0.2525, Forward time: 2.3265, Backward time: 3.2288, DDP time: 0.0037, Total iter time: 7.1531 [2020-11-08 11:01:10,274][root][INFO] - ===> Epoch[142](709/5): Loss -0.3874, Sem 0.2524, dir -0.9235, norm 0.2837, swav 0.0000 LR: 8.715e-02 Score 91.930 Data time: 0.1855, Forward time: 2.3260, Backward time: 3.2280, DDP time: 0.0037, Total iter time: 4.9440 [2020-11-08 11:01:14,872][root][INFO] - ===> Epoch[142](710/5): Loss -0.3774, Sem 0.2528, dir -0.9252, norm 0.2950, swav 0.0000 LR: 8.713e-02 Score 92.010 Data time: 0.2301, Forward time: 2.3259, Backward time: 3.2260, DDP time: 0.0038, Total iter time: 4.5014 [2020-11-08 11:01:21,116][root][INFO] - ===> Epoch[143](711/5): Loss -0.4075, Sem 0.2388, dir -0.9273, norm 0.2811, swav 0.0000 LR: 8.711e-02 Score 92.347 Data time: 0.3003, Forward time: 2.3271, Backward time: 3.2252, DDP time: 0.0037, Total iter time: 6.1450 [2020-11-08 11:01:27,291][root][INFO] - ===> Epoch[143](712/5): Loss -0.3738, Sem 0.2566, dir -0.9207, norm 0.2903, swav 0.0000 LR: 8.709e-02 Score 91.957 Data time: 0.2167, Forward time: 2.3274, Backward time: 3.2253, DDP time: 0.0037, Total iter time: 6.0559 [2020-11-08 11:01:32,937][root][INFO] - ===> Epoch[143](713/5): Loss -0.3693, Sem 0.2472, dir -0.9206, norm 0.3042, swav 0.0000 LR: 8.707e-02 Score 92.205 Data time: 0.1779, Forward time: 2.3268, Backward time: 3.2254, DDP time: 0.0037, Total iter time: 5.5368 [2020-11-08 11:01:37,917][root][INFO] - ===> Epoch[143](714/5): Loss -0.3935, Sem 0.2370, dir -0.9247, norm 0.2942, swav 0.0000 LR: 8.705e-02 Score 92.177 Data time: 0.2542, Forward time: 2.3266, Backward time: 3.2243, DDP time: 0.0037, Total iter time: 4.8870 [2020-11-08 11:01:44,555][root][INFO] - ===> Epoch[143](715/5): Loss -0.3570, Sem 0.2212, dir -0.9142, norm 0.3360, swav 0.0000 LR: 8.704e-02 Score 93.275 Data time: 0.2722, Forward time: 2.3273, Backward time: 3.2245, DDP time: 0.0037, Total iter time: 6.5070 [2020-11-08 11:01:50,185][root][INFO] - ===> Epoch[144](716/5): Loss -0.3752, Sem 0.2526, dir -0.9196, norm 0.2917, swav 0.0000 LR: 8.702e-02 Score 92.016 Data time: 0.2451, Forward time: 2.3276, Backward time: 3.2237, DDP time: 0.0038, Total iter time: 5.4944 [2020-11-08 11:01:55,327][root][INFO] - ===> Epoch[144](717/5): Loss -0.3955, Sem 0.2322, dir -0.9235, norm 0.2959, swav 0.0000 LR: 8.700e-02 Score 92.799 Data time: 0.2527, Forward time: 2.3280, Backward time: 3.2222, DDP time: 0.0038, Total iter time: 5.0179 [2020-11-08 11:02:02,375][root][INFO] - ===> Epoch[144](718/5): Loss -0.3516, Sem 0.2538, dir -0.9213, norm 0.3159, swav 0.0000 LR: 8.698e-02 Score 92.028 Data time: 0.2588, Forward time: 2.3288, Backward time: 3.2228, DDP time: 0.0038, Total iter time: 6.9267 [2020-11-08 11:02:08,315][root][INFO] - ===> Epoch[144](719/5): Loss -0.4155, Sem 0.2117, dir -0.9239, norm 0.2967, swav 0.0000 LR: 8.696e-02 Score 93.318 Data time: 0.1520, Forward time: 2.3280, Backward time: 3.2235, DDP time: 0.0038, Total iter time: 5.8140 [2020-11-08 11:02:13,542][root][INFO] - ===> Epoch[144](720/5): Loss -0.4011, Sem 0.2639, dir -0.9255, norm 0.2605, swav 0.0000 LR: 8.694e-02 Score 91.281 Data time: 0.1848, Forward time: 2.3273, Backward time: 3.2232, DDP time: 0.0038, Total iter time: 5.1298 [2020-11-08 11:02:18,520][root][INFO] - ===> Epoch[145](721/5): Loss -0.3609, Sem 0.2442, dir -0.9196, norm 0.3145, swav 0.0000 LR: 8.693e-02 Score 92.547 Data time: 0.1961, Forward time: 2.3270, Backward time: 3.2223, DDP time: 0.0038, Total iter time: 4.8687 [2020-11-08 11:02:23,952][root][INFO] - ===> Epoch[145](722/5): Loss -0.3934, Sem 0.2635, dir -0.9190, norm 0.2620, swav 0.0000 LR: 8.691e-02 Score 91.856 Data time: 0.1914, Forward time: 2.3267, Backward time: 3.2219, DDP time: 0.0038, Total iter time: 5.3149 [2020-11-08 11:02:29,910][root][INFO] - ===> Epoch[145](723/5): Loss -0.4556, Sem 0.2255, dir -0.9307, norm 0.2497, swav 0.0000 LR: 8.689e-02 Score 92.764 Data time: 0.1769, Forward time: 2.3260, Backward time: 3.2226, DDP time: 0.0038, Total iter time: 5.8243 [2020-11-08 11:02:35,692][root][INFO] - ===> Epoch[145](724/5): Loss -0.3751, Sem 0.2362, dir -0.9217, norm 0.3104, swav 0.0000 LR: 8.687e-02 Score 92.399 Data time: 0.1792, Forward time: 2.3251, Backward time: 3.2232, DDP time: 0.0038, Total iter time: 5.6722 [2020-11-08 11:02:41,784][root][INFO] - ===> Epoch[145](725/5): Loss -0.3911, Sem 0.2343, dir -0.9263, norm 0.3009, swav 0.0000 LR: 8.685e-02 Score 92.744 Data time: 0.2669, Forward time: 2.3258, Backward time: 3.2227, DDP time: 0.0038, Total iter time: 5.9792 [2020-11-08 11:02:48,645][root][INFO] - ===> Epoch[146](726/5): Loss -0.4353, Sem 0.2423, dir -0.9327, norm 0.2551, swav 0.0000 LR: 8.683e-02 Score 92.743 Data time: 0.1749, Forward time: 2.3252, Backward time: 3.2245, DDP time: 0.0038, Total iter time: 6.7282 [2020-11-08 11:02:55,386][root][INFO] - ===> Epoch[146](727/5): Loss -0.3732, Sem 0.2407, dir -0.9203, norm 0.3065, swav 0.0000 LR: 8.682e-02 Score 92.388 Data time: 0.2102, Forward time: 2.3252, Backward time: 3.2256, DDP time: 0.0038, Total iter time: 6.6190 [2020-11-08 11:03:00,582][root][INFO] - ===> Epoch[146](728/5): Loss -0.3668, Sem 0.2568, dir -0.9246, norm 0.3010, swav 0.0000 LR: 8.680e-02 Score 92.082 Data time: 0.2133, Forward time: 2.3254, Backward time: 3.2243, DDP time: 0.0038, Total iter time: 5.0643 [2020-11-08 11:03:06,267][root][INFO] - ===> Epoch[146](729/5): Loss -0.3936, Sem 0.2579, dir -0.9235, norm 0.2720, swav 0.0000 LR: 8.678e-02 Score 91.842 Data time: 0.1760, Forward time: 2.3248, Backward time: 3.2244, DDP time: 0.0038, Total iter time: 5.5592 [2020-11-08 11:03:12,499][root][INFO] - ===> Epoch[146](730/5): Loss -0.3843, Sem 0.2279, dir -0.9146, norm 0.3024, swav 0.0000 LR: 8.676e-02 Score 92.827 Data time: 0.2070, Forward time: 2.3248, Backward time: 3.2249, DDP time: 0.0038, Total iter time: 6.1324 [2020-11-08 11:03:19,281][root][INFO] - ===> Epoch[147](731/5): Loss -0.3520, Sem 0.2742, dir -0.9180, norm 0.2918, swav 0.0000 LR: 8.674e-02 Score 91.457 Data time: 0.1657, Forward time: 2.3240, Backward time: 3.2268, DDP time: 0.0038, Total iter time: 6.6609 [2020-11-08 11:03:26,770][root][INFO] - ===> Epoch[147](732/5): Loss -0.3752, Sem 0.2566, dir -0.9246, norm 0.2929, swav 0.0000 LR: 8.672e-02 Score 91.986 Data time: 0.2175, Forward time: 2.3238, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 7.3884 [2020-11-08 11:03:32,532][root][INFO] - ===> Epoch[147](733/5): Loss -0.3851, Sem 0.2236, dir -0.9192, norm 0.3104, swav 0.0000 LR: 8.671e-02 Score 92.850 Data time: 0.2035, Forward time: 2.3238, Backward time: 3.2287, DDP time: 0.0038, Total iter time: 5.6330 [2020-11-08 11:03:38,492][root][INFO] - ===> Epoch[147](734/5): Loss -0.3164, Sem 0.2660, dir -0.9149, norm 0.3326, swav 0.0000 LR: 8.669e-02 Score 91.772 Data time: 0.1982, Forward time: 2.3236, Backward time: 3.2289, DDP time: 0.0038, Total iter time: 5.8331 [2020-11-08 11:03:43,476][root][INFO] - ===> Epoch[147](735/5): Loss -0.4081, Sem 0.2680, dir -0.9284, norm 0.2522, swav 0.0000 LR: 8.667e-02 Score 91.507 Data time: 0.1453, Forward time: 2.3225, Backward time: 3.2288, DDP time: 0.0038, Total iter time: 4.8540 [2020-11-08 11:03:49,250][root][INFO] - ===> Epoch[148](736/5): Loss -0.3583, Sem 0.2685, dir -0.9179, norm 0.2911, swav 0.0000 LR: 8.665e-02 Score 91.439 Data time: 0.2045, Forward time: 2.3222, Backward time: 3.2289, DDP time: 0.0038, Total iter time: 5.6896 [2020-11-08 11:03:53,624][root][INFO] - ===> Epoch[148](737/5): Loss -0.3963, Sem 0.2315, dir -0.9253, norm 0.2975, swav 0.0000 LR: 8.663e-02 Score 92.590 Data time: 0.2339, Forward time: 2.3220, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 4.2667 [2020-11-08 11:03:59,740][root][INFO] - ===> Epoch[148](738/5): Loss -0.3966, Sem 0.2494, dir -0.9196, norm 0.2735, swav 0.0000 LR: 8.661e-02 Score 92.134 Data time: 0.3013, Forward time: 2.3231, Backward time: 3.2261, DDP time: 0.0038, Total iter time: 6.0073 [2020-11-08 11:04:04,869][root][INFO] - ===> Epoch[148](739/5): Loss -0.3792, Sem 0.2560, dir -0.9268, norm 0.2916, swav 0.0000 LR: 8.660e-02 Score 91.929 Data time: 0.2401, Forward time: 2.3234, Backward time: 3.2247, DDP time: 0.0038, Total iter time: 5.0119 [2020-11-08 11:04:10,654][root][INFO] - ===> Epoch[148](740/5): Loss -0.3419, Sem 0.2755, dir -0.9204, norm 0.3031, swav 0.0000 LR: 8.658e-02 Score 91.203 Data time: 0.2298, Forward time: 2.3236, Backward time: 3.2242, DDP time: 0.0038, Total iter time: 5.6627 [2020-11-08 11:04:16,527][root][INFO] - ===> Epoch[149](741/5): Loss -0.2986, Sem 0.2852, dir -0.9057, norm 0.3219, swav 0.0000 LR: 8.656e-02 Score 91.260 Data time: 0.1832, Forward time: 2.3232, Backward time: 3.2245, DDP time: 0.0038, Total iter time: 5.7555 [2020-11-08 11:04:22,623][root][INFO] - ===> Epoch[149](742/5): Loss -0.3517, Sem 0.2743, dir -0.9206, norm 0.2945, swav 0.0000 LR: 8.654e-02 Score 91.344 Data time: 0.1979, Forward time: 2.3231, Backward time: 3.2249, DDP time: 0.0038, Total iter time: 6.0127 [2020-11-08 11:04:28,067][root][INFO] - ===> Epoch[149](743/5): Loss -0.4120, Sem 0.2202, dir -0.9173, norm 0.2851, swav 0.0000 LR: 8.652e-02 Score 93.088 Data time: 0.1500, Forward time: 2.3222, Backward time: 3.2251, DDP time: 0.0038, Total iter time: 5.3230 [2020-11-08 11:04:34,310][root][INFO] - ===> Epoch[149](744/5): Loss -0.3203, Sem 0.2539, dir -0.9139, norm 0.3398, swav 0.0000 LR: 8.651e-02 Score 92.225 Data time: 0.2200, Forward time: 2.3219, Backward time: 3.2258, DDP time: 0.0038, Total iter time: 6.1750 [2020-11-08 11:04:41,298][root][INFO] - ===> Epoch[149](745/5): Loss -0.3668, Sem 0.2497, dir -0.9216, norm 0.3051, swav 0.0000 LR: 8.649e-02 Score 92.168 Data time: 0.2965, Forward time: 2.3230, Backward time: 3.2261, DDP time: 0.0038, Total iter time: 6.8722 [2020-11-08 11:04:46,865][root][INFO] - ===> Epoch[150](746/5): Loss -0.3423, Sem 0.2750, dir -0.9173, norm 0.3000, swav 0.0000 LR: 8.647e-02 Score 91.510 Data time: 0.2263, Forward time: 2.3233, Backward time: 3.2252, DDP time: 0.0038, Total iter time: 5.4170 [2020-11-08 11:04:52,977][root][INFO] - ===> Epoch[150](747/5): Loss -0.3571, Sem 0.2568, dir -0.9155, norm 0.3016, swav 0.0000 LR: 8.645e-02 Score 91.985 Data time: 0.3000, Forward time: 2.3244, Backward time: 3.2243, DDP time: 0.0038, Total iter time: 5.9968 [2020-11-08 11:04:59,238][root][INFO] - ===> Epoch[150](748/5): Loss -0.3243, Sem 0.2682, dir -0.9104, norm 0.3179, swav 0.0000 LR: 8.643e-02 Score 91.284 Data time: 0.2115, Forward time: 2.3242, Backward time: 3.2247, DDP time: 0.0038, Total iter time: 6.1259 [2020-11-08 11:05:06,405][root][INFO] - ===> Epoch[150](749/5): Loss -0.3724, Sem 0.2422, dir -0.9230, norm 0.3084, swav 0.0000 LR: 8.641e-02 Score 92.562 Data time: 0.3482, Forward time: 2.3259, Backward time: 3.2246, DDP time: 0.0038, Total iter time: 7.0689 [2020-11-08 11:05:12,541][root][INFO] - ===> Epoch[150](750/5): Loss -0.3322, Sem 0.2732, dir -0.9152, norm 0.3099, swav 0.0000 LR: 8.640e-02 Score 91.511 Data time: 0.1903, Forward time: 2.3257, Backward time: 3.2249, DDP time: 0.0038, Total iter time: 6.0014 [2020-11-08 11:05:17,762][root][INFO] - ===> Epoch[151](751/5): Loss -0.4051, Sem 0.2190, dir -0.9246, norm 0.3005, swav 0.0000 LR: 8.638e-02 Score 93.307 Data time: 0.1723, Forward time: 2.3250, Backward time: 3.2247, DDP time: 0.0038, Total iter time: 5.1067 [2020-11-08 11:05:23,996][root][INFO] - ===> Epoch[151](752/5): Loss -0.3656, Sem 0.2668, dir -0.9222, norm 0.2898, swav 0.0000 LR: 8.636e-02 Score 91.768 Data time: 0.2047, Forward time: 2.3248, Backward time: 3.2253, DDP time: 0.0038, Total iter time: 6.1651 [2020-11-08 11:05:30,645][root][INFO] - ===> Epoch[151](753/5): Loss -0.3680, Sem 0.2413, dir -0.9182, norm 0.3089, swav 0.0000 LR: 8.634e-02 Score 92.376 Data time: 0.2294, Forward time: 2.3253, Backward time: 3.2258, DDP time: 0.0038, Total iter time: 6.5457 [2020-11-08 11:05:35,909][root][INFO] - ===> Epoch[151](754/5): Loss -0.3358, Sem 0.2870, dir -0.9124, norm 0.2896, swav 0.0000 LR: 8.632e-02 Score 90.867 Data time: 0.1589, Forward time: 2.3245, Backward time: 3.2257, DDP time: 0.0038, Total iter time: 5.1363 [2020-11-08 11:05:42,414][root][INFO] - ===> Epoch[151](755/5): Loss -0.3861, Sem 0.2453, dir -0.9159, norm 0.2845, swav 0.0000 LR: 8.630e-02 Score 91.964 Data time: 0.1818, Forward time: 2.3237, Backward time: 3.2272, DDP time: 0.0038, Total iter time: 6.4039 [2020-11-08 11:05:47,623][root][INFO] - ===> Epoch[152](756/5): Loss -0.3845, Sem 0.2274, dir -0.9078, norm 0.2959, swav 0.0000 LR: 8.629e-02 Score 93.048 Data time: 0.2080, Forward time: 2.3238, Backward time: 3.2262, DDP time: 0.0038, Total iter time: 5.1105 [2020-11-08 11:05:53,161][root][INFO] - ===> Epoch[152](757/5): Loss -0.3893, Sem 0.2399, dir -0.9241, norm 0.2950, swav 0.0000 LR: 8.627e-02 Score 92.418 Data time: 0.1799, Forward time: 2.3234, Backward time: 3.2259, DDP time: 0.0038, Total iter time: 5.3849 [2020-11-08 11:05:58,846][root][INFO] - ===> Epoch[152](758/5): Loss -0.3822, Sem 0.2469, dir -0.9170, norm 0.2880, swav 0.0000 LR: 8.625e-02 Score 92.080 Data time: 0.2082, Forward time: 2.3231, Backward time: 3.2259, DDP time: 0.0038, Total iter time: 5.5642 [2020-11-08 11:06:05,506][root][INFO] - ===> Epoch[152](759/5): Loss -0.3502, Sem 0.2533, dir -0.9177, norm 0.3143, swav 0.0000 LR: 8.623e-02 Score 91.792 Data time: 0.1857, Forward time: 2.3225, Backward time: 3.2274, DDP time: 0.0038, Total iter time: 6.5329 [2020-11-08 11:06:12,786][root][INFO] - ===> Epoch[152](760/5): Loss -0.3947, Sem 0.2269, dir -0.9182, norm 0.2966, swav 0.0000 LR: 8.621e-02 Score 92.870 Data time: 0.2065, Forward time: 2.3225, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 7.1740 [2020-11-08 11:06:20,026][root][INFO] - ===> Epoch[153](761/5): Loss -0.3943, Sem 0.2392, dir -0.9159, norm 0.2824, swav 0.0000 LR: 8.619e-02 Score 92.329 Data time: 0.2275, Forward time: 2.3223, Backward time: 3.2309, DDP time: 0.0038, Total iter time: 7.1156 [2020-11-08 11:06:25,271][root][INFO] - ===> Epoch[153](762/5): Loss -0.3646, Sem 0.2378, dir -0.9267, norm 0.3242, swav 0.0000 LR: 8.618e-02 Score 92.253 Data time: 0.2447, Forward time: 2.3221, Backward time: 3.2300, DDP time: 0.0038, Total iter time: 5.1286 [2020-11-08 11:06:30,030][root][INFO] - ===> Epoch[153](763/5): Loss -0.3442, Sem 0.2624, dir -0.9156, norm 0.3091, swav 0.0000 LR: 8.616e-02 Score 91.593 Data time: 0.1711, Forward time: 2.3217, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 4.6267 [2020-11-08 11:06:36,369][root][INFO] - ===> Epoch[153](764/5): Loss -0.3935, Sem 0.2400, dir -0.9241, norm 0.2906, swav 0.0000 LR: 8.614e-02 Score 92.347 Data time: 0.1698, Forward time: 2.3211, Backward time: 3.2301, DDP time: 0.0038, Total iter time: 6.2293 [2020-11-08 11:06:42,315][root][INFO] - ===> Epoch[153](765/5): Loss -0.4177, Sem 0.2166, dir -0.9194, norm 0.2852, swav 0.0000 LR: 8.612e-02 Score 93.285 Data time: 0.2096, Forward time: 2.3206, Backward time: 3.2305, DDP time: 0.0038, Total iter time: 5.8276 [2020-11-08 11:06:47,615][root][INFO] - ===> Epoch[154](766/5): Loss -0.4034, Sem 0.2235, dir -0.9168, norm 0.2899, swav 0.0000 LR: 8.610e-02 Score 92.948 Data time: 0.2204, Forward time: 2.3206, Backward time: 3.2297, DDP time: 0.0038, Total iter time: 5.1819 [2020-11-08 11:06:54,923][root][INFO] - ===> Epoch[154](767/5): Loss -0.4324, Sem 0.2123, dir -0.9229, norm 0.2781, swav 0.0000 LR: 8.608e-02 Score 93.423 Data time: 0.2443, Forward time: 2.3210, Backward time: 3.2310, DDP time: 0.0038, Total iter time: 7.2086 [2020-11-08 11:07:00,603][root][INFO] - ===> Epoch[154](768/5): Loss -0.4158, Sem 0.2174, dir -0.9205, norm 0.2873, swav 0.0000 LR: 8.607e-02 Score 93.140 Data time: 0.1907, Forward time: 2.3207, Backward time: 3.2309, DDP time: 0.0038, Total iter time: 5.5529 [2020-11-08 11:07:06,745][root][INFO] - ===> Epoch[154](769/5): Loss -0.3893, Sem 0.2453, dir -0.9266, norm 0.2920, swav 0.0000 LR: 8.605e-02 Score 92.367 Data time: 0.1789, Forward time: 2.3201, Backward time: 3.2317, DDP time: 0.0038, Total iter time: 6.0268 [2020-11-08 11:07:12,845][root][INFO] - ===> Epoch[154](770/5): Loss -0.3999, Sem 0.2507, dir -0.9256, norm 0.2750, swav 0.0000 LR: 8.603e-02 Score 92.312 Data time: 0.1421, Forward time: 2.3189, Backward time: 3.2331, DDP time: 0.0038, Total iter time: 6.0184 [2020-11-08 11:07:18,322][root][INFO] - ===> Epoch[155](771/5): Loss -0.4285, Sem 0.2211, dir -0.9299, norm 0.2804, swav 0.0000 LR: 8.601e-02 Score 93.148 Data time: 0.2834, Forward time: 2.3195, Backward time: 3.2319, DDP time: 0.0038, Total iter time: 5.3701 [2020-11-08 11:07:25,115][root][INFO] - ===> Epoch[155](772/5): Loss -0.4300, Sem 0.2466, dir -0.9310, norm 0.2545, swav 0.0000 LR: 8.599e-02 Score 92.244 Data time: 0.3350, Forward time: 2.3209, Backward time: 3.2315, DDP time: 0.0038, Total iter time: 6.6737 [2020-11-08 11:07:31,384][root][INFO] - ===> Epoch[155](773/5): Loss -0.3446, Sem 0.2500, dir -0.9168, norm 0.3221, swav 0.0000 LR: 8.597e-02 Score 91.807 Data time: 0.1739, Forward time: 2.3205, Backward time: 3.2323, DDP time: 0.0038, Total iter time: 6.1312 [2020-11-08 11:07:37,908][root][INFO] - ===> Epoch[155](774/5): Loss -0.3705, Sem 0.2484, dir -0.9226, norm 0.3037, swav 0.0000 LR: 8.596e-02 Score 92.064 Data time: 0.2307, Forward time: 2.3207, Backward time: 3.2328, DDP time: 0.0038, Total iter time: 6.4167 [2020-11-08 11:07:42,979][root][INFO] - ===> Epoch[155](775/5): Loss -0.4656, Sem 0.2154, dir -0.9349, norm 0.2539, swav 0.0000 LR: 8.594e-02 Score 93.063 Data time: 0.2241, Forward time: 2.3206, Backward time: 3.2318, DDP time: 0.0038, Total iter time: 4.9515 [2020-11-08 11:07:49,462][root][INFO] - ===> Epoch[156](776/5): Loss -0.4538, Sem 0.2135, dir -0.9386, norm 0.2713, swav 0.0000 LR: 8.592e-02 Score 93.279 Data time: 0.2187, Forward time: 2.3210, Backward time: 3.2321, DDP time: 0.0038, Total iter time: 6.3702 [2020-11-08 11:07:55,806][root][INFO] - ===> Epoch[156](777/5): Loss -0.3866, Sem 0.2111, dir -0.9306, norm 0.3329, swav 0.0000 LR: 8.590e-02 Score 93.391 Data time: 0.2538, Forward time: 2.3216, Backward time: 3.2320, DDP time: 0.0038, Total iter time: 6.2305 [2020-11-08 11:08:01,403][root][INFO] - ===> Epoch[156](778/5): Loss -0.4067, Sem 0.2436, dir -0.9279, norm 0.2775, swav 0.0000 LR: 8.588e-02 Score 92.327 Data time: 0.1722, Forward time: 2.3212, Backward time: 3.2319, DDP time: 0.0038, Total iter time: 5.4751 [2020-11-08 11:08:09,018][root][INFO] - ===> Epoch[156](779/5): Loss -0.3721, Sem 0.2732, dir -0.9187, norm 0.2733, swav 0.0000 LR: 8.586e-02 Score 91.203 Data time: 0.2038, Forward time: 2.3209, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 7.5147 [2020-11-08 11:08:14,298][root][INFO] - ===> Epoch[156](780/5): Loss -0.4410, Sem 0.2077, dir -0.9247, norm 0.2760, swav 0.0000 LR: 8.585e-02 Score 93.233 Data time: 0.2429, Forward time: 2.3205, Backward time: 3.2338, DDP time: 0.0038, Total iter time: 5.1723 [2020-11-08 11:08:20,590][root][INFO] - ===> Epoch[157](781/5): Loss -0.4735, Sem 0.1887, dir -0.9345, norm 0.2724, swav 0.0000 LR: 8.583e-02 Score 94.087 Data time: 0.1864, Forward time: 2.3199, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 6.1604 [2020-11-08 11:08:26,296][root][INFO] - ===> Epoch[157](782/5): Loss -0.3791, Sem 0.2227, dir -0.9220, norm 0.3202, swav 0.0000 LR: 8.581e-02 Score 92.722 Data time: 0.2025, Forward time: 2.3197, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 5.6048 [2020-11-08 11:08:31,281][root][INFO] - ===> Epoch[157](783/5): Loss -0.3983, Sem 0.2327, dir -0.9209, norm 0.2898, swav 0.0000 LR: 8.579e-02 Score 92.683 Data time: 0.2178, Forward time: 2.3193, Backward time: 3.2339, DDP time: 0.0038, Total iter time: 4.8790 [2020-11-08 11:08:37,579][root][INFO] - ===> Epoch[157](784/5): Loss -0.3990, Sem 0.2508, dir -0.9217, norm 0.2719, swav 0.0000 LR: 8.577e-02 Score 91.823 Data time: 0.2626, Forward time: 2.3203, Backward time: 3.2333, DDP time: 0.0038, Total iter time: 6.1937 [2020-11-08 11:08:43,238][root][INFO] - ===> Epoch[157](785/5): Loss -0.3931, Sem 0.2411, dir -0.9243, norm 0.2900, swav 0.0000 LR: 8.575e-02 Score 92.405 Data time: 0.2121, Forward time: 2.3202, Backward time: 3.2330, DDP time: 0.0038, Total iter time: 5.5132 [2020-11-08 11:08:49,933][root][INFO] - ===> Epoch[158](786/5): Loss -0.3722, Sem 0.2134, dir -0.9293, norm 0.3437, swav 0.0000 LR: 8.574e-02 Score 93.526 Data time: 0.3390, Forward time: 2.3215, Backward time: 3.2325, DDP time: 0.0038, Total iter time: 6.5808 [2020-11-08 11:08:55,567][root][INFO] - ===> Epoch[158](787/5): Loss -0.4542, Sem 0.2278, dir -0.9393, norm 0.2573, swav 0.0000 LR: 8.572e-02 Score 92.897 Data time: 0.1746, Forward time: 2.3212, Backward time: 3.2324, DDP time: 0.0038, Total iter time: 5.4863 [2020-11-08 11:09:00,096][root][INFO] - ===> Epoch[158](788/5): Loss -0.4324, Sem 0.2096, dir -0.9268, norm 0.2848, swav 0.0000 LR: 8.570e-02 Score 93.330 Data time: 0.1834, Forward time: 2.3206, Backward time: 3.2313, DDP time: 0.0038, Total iter time: 4.4142 [2020-11-08 11:09:05,496][root][INFO] - ===> Epoch[158](789/5): Loss -0.3871, Sem 0.2332, dir -0.9223, norm 0.3020, swav 0.0000 LR: 8.568e-02 Score 92.557 Data time: 0.2269, Forward time: 2.3206, Backward time: 3.2306, DDP time: 0.0038, Total iter time: 5.3121 [2020-11-08 11:09:11,498][root][INFO] - ===> Epoch[158](790/5): Loss -0.4353, Sem 0.2230, dir -0.9231, norm 0.2648, swav 0.0000 LR: 8.566e-02 Score 92.772 Data time: 0.1998, Forward time: 2.3202, Backward time: 3.2310, DDP time: 0.0038, Total iter time: 5.8780 [2020-11-08 11:09:16,996][root][INFO] - ===> Epoch[159](791/5): Loss -0.3875, Sem 0.2138, dir -0.9127, norm 0.3114, swav 0.0000 LR: 8.565e-02 Score 93.274 Data time: 0.1864, Forward time: 2.3196, Backward time: 3.2310, DDP time: 0.0038, Total iter time: 5.3755 [2020-11-08 11:09:23,060][root][INFO] - ===> Epoch[159](792/5): Loss -0.3879, Sem 0.2415, dir -0.9231, norm 0.2938, swav 0.0000 LR: 8.563e-02 Score 92.325 Data time: 0.2324, Forward time: 2.3198, Backward time: 3.2311, DDP time: 0.0038, Total iter time: 5.9924 [2020-11-08 11:09:29,082][root][INFO] - ===> Epoch[159](793/5): Loss -0.4498, Sem 0.1975, dir -0.9241, norm 0.2768, swav 0.0000 LR: 8.561e-02 Score 93.646 Data time: 0.2371, Forward time: 2.3200, Backward time: 3.2309, DDP time: 0.0038, Total iter time: 5.8947 [2020-11-08 11:09:35,237][root][INFO] - ===> Epoch[159](794/5): Loss -0.3902, Sem 0.2053, dir -0.9202, norm 0.3247, swav 0.0000 LR: 8.559e-02 Score 93.620 Data time: 0.2340, Forward time: 2.3198, Backward time: 3.2313, DDP time: 0.0038, Total iter time: 6.0213 [2020-11-08 11:09:41,991][root][INFO] - ===> Epoch[159](795/5): Loss -0.4407, Sem 0.2152, dir -0.9247, norm 0.2687, swav 0.0000 LR: 8.557e-02 Score 93.313 Data time: 0.2288, Forward time: 2.3200, Backward time: 3.2321, DDP time: 0.0038, Total iter time: 6.6350 [2020-11-08 11:09:47,934][root][INFO] - ===> Epoch[160](796/5): Loss -0.4104, Sem 0.2087, dir -0.9213, norm 0.3022, swav 0.0000 LR: 8.555e-02 Score 93.456 Data time: 0.2009, Forward time: 2.3198, Backward time: 3.2322, DDP time: 0.0038, Total iter time: 5.8210 [2020-11-08 11:09:53,640][root][INFO] - ===> Epoch[160](797/5): Loss -0.4874, Sem 0.1850, dir -0.9362, norm 0.2638, swav 0.0000 LR: 8.554e-02 Score 94.189 Data time: 0.1867, Forward time: 2.3194, Backward time: 3.2324, DDP time: 0.0038, Total iter time: 5.5845 [2020-11-08 11:09:59,821][root][INFO] - ===> Epoch[160](798/5): Loss -0.4012, Sem 0.2369, dir -0.9223, norm 0.2843, swav 0.0000 LR: 8.552e-02 Score 92.576 Data time: 0.2493, Forward time: 2.3199, Backward time: 3.2322, DDP time: 0.0038, Total iter time: 6.0841 [2020-11-08 11:10:05,429][root][INFO] - ===> Epoch[160](799/5): Loss -0.4155, Sem 0.2123, dir -0.9216, norm 0.2938, swav 0.0000 LR: 8.550e-02 Score 93.091 Data time: 0.1872, Forward time: 2.3196, Backward time: 3.2320, DDP time: 0.0038, Total iter time: 5.4591 [2020-11-08 11:10:11,270][root][INFO] - ===> Epoch[160](800/5): Loss -0.3934, Sem 0.2424, dir -0.9202, norm 0.2844, swav 0.0000 LR: 8.548e-02 Score 92.233 Data time: 0.1691, Forward time: 2.3188, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 5.7332 [2020-11-08 11:10:15,900][root][INFO] - ===> Epoch[161](801/5): Loss -0.4416, Sem 0.1929, dir -0.9233, norm 0.2888, swav 0.0000 LR: 8.546e-02 Score 93.796 Data time: 0.2294, Forward time: 2.3188, Backward time: 3.2311, DDP time: 0.0038, Total iter time: 4.5503 [2020-11-08 11:10:21,233][root][INFO] - ===> Epoch[161](802/5): Loss -0.4001, Sem 0.2258, dir -0.9168, norm 0.2908, swav 0.0000 LR: 8.544e-02 Score 92.522 Data time: 0.2405, Forward time: 2.3192, Backward time: 3.2299, DDP time: 0.0038, Total iter time: 5.2255 [2020-11-08 11:10:29,010][root][INFO] - ===> Epoch[161](803/5): Loss -0.4390, Sem 0.2179, dir -0.9293, norm 0.2724, swav 0.0000 LR: 8.543e-02 Score 92.985 Data time: 0.2077, Forward time: 2.3190, Backward time: 3.2323, DDP time: 0.0038, Total iter time: 7.6556 [2020-11-08 11:10:35,067][root][INFO] - ===> Epoch[161](804/5): Loss -0.4455, Sem 0.1991, dir -0.9296, norm 0.2850, swav 0.0000 LR: 8.541e-02 Score 93.715 Data time: 0.2295, Forward time: 2.3192, Backward time: 3.2322, DDP time: 0.0038, Total iter time: 5.9113 [2020-11-08 11:10:41,529][root][INFO] - ===> Epoch[161](805/5): Loss -0.3913, Sem 0.2444, dir -0.9247, norm 0.2891, swav 0.0000 LR: 8.539e-02 Score 92.303 Data time: 0.2063, Forward time: 2.3192, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 6.3312 [2020-11-08 11:10:47,478][root][INFO] - ===> Epoch[162](806/5): Loss -0.4597, Sem 0.2179, dir -0.9315, norm 0.2539, swav 0.0000 LR: 8.537e-02 Score 93.276 Data time: 0.1605, Forward time: 2.3184, Backward time: 3.2336, DDP time: 0.0038, Total iter time: 5.8253 [2020-11-08 11:10:52,146][root][INFO] - ===> Epoch[162](807/5): Loss -0.4631, Sem 0.2048, dir -0.9289, norm 0.2610, swav 0.0000 LR: 8.535e-02 Score 93.568 Data time: 0.1262, Forward time: 2.3173, Backward time: 3.2332, DDP time: 0.0038, Total iter time: 4.5680 [2020-11-08 11:10:58,125][root][INFO] - ===> Epoch[162](808/5): Loss -0.4195, Sem 0.2209, dir -0.9292, norm 0.2888, swav 0.0000 LR: 8.533e-02 Score 93.090 Data time: 0.1904, Forward time: 2.3167, Backward time: 3.2338, DDP time: 0.0038, Total iter time: 5.8897 [2020-11-08 11:11:04,537][root][INFO] - ===> Epoch[162](809/5): Loss -0.3623, Sem 0.2482, dir -0.9215, norm 0.3110, swav 0.0000 LR: 8.532e-02 Score 92.016 Data time: 0.1666, Forward time: 2.3160, Backward time: 3.2350, DDP time: 0.0038, Total iter time: 6.3113 [2020-11-08 11:11:11,264][root][INFO] - ===> Epoch[162](810/5): Loss -0.4500, Sem 0.1975, dir -0.9303, norm 0.2828, swav 0.0000 LR: 8.530e-02 Score 93.955 Data time: 0.2376, Forward time: 2.3162, Backward time: 3.2357, DDP time: 0.0038, Total iter time: 6.6265 [2020-11-08 11:11:17,087][root][INFO] - ===> Epoch[163](811/5): Loss -0.4266, Sem 0.2071, dir -0.9283, norm 0.2946, swav 0.0000 LR: 8.528e-02 Score 93.432 Data time: 0.2738, Forward time: 2.3170, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 5.6955 [2020-11-08 11:11:23,272][root][INFO] - ===> Epoch[163](812/5): Loss -0.4556, Sem 0.2148, dir -0.9309, norm 0.2605, swav 0.0000 LR: 8.526e-02 Score 93.269 Data time: 0.2312, Forward time: 2.3171, Backward time: 3.2348, DDP time: 0.0038, Total iter time: 6.0614 [2020-11-08 11:11:28,596][root][INFO] - ===> Epoch[163](813/5): Loss -0.4590, Sem 0.2084, dir -0.9245, norm 0.2570, swav 0.0000 LR: 8.524e-02 Score 93.557 Data time: 0.2479, Forward time: 2.3175, Backward time: 3.2337, DDP time: 0.0038, Total iter time: 5.2211 [2020-11-08 11:11:33,892][root][INFO] - ===> Epoch[163](814/5): Loss -0.4573, Sem 0.2098, dir -0.9326, norm 0.2654, swav 0.0000 LR: 8.522e-02 Score 93.504 Data time: 0.2215, Forward time: 2.3173, Backward time: 3.2331, DDP time: 0.0038, Total iter time: 5.1814 [2020-11-08 11:11:41,058][root][INFO] - ===> Epoch[163](815/5): Loss -0.4187, Sem 0.2225, dir -0.9279, norm 0.2867, swav 0.0000 LR: 8.521e-02 Score 92.987 Data time: 0.2821, Forward time: 2.3183, Backward time: 3.2335, DDP time: 0.0038, Total iter time: 7.0568 [2020-11-08 11:11:47,090][root][INFO] - ===> Epoch[164](816/5): Loss -0.4923, Sem 0.2060, dir -0.9404, norm 0.2420, swav 0.0000 LR: 8.519e-02 Score 93.419 Data time: 0.2112, Forward time: 2.3184, Backward time: 3.2335, DDP time: 0.0038, Total iter time: 5.8967 [2020-11-08 11:11:52,603][root][INFO] - ===> Epoch[164](817/5): Loss -0.4262, Sem 0.2287, dir -0.9280, norm 0.2730, swav 0.0000 LR: 8.517e-02 Score 92.932 Data time: 0.2000, Forward time: 2.3183, Backward time: 3.2331, DDP time: 0.0038, Total iter time: 5.4004 [2020-11-08 11:11:58,023][root][INFO] - ===> Epoch[164](818/5): Loss -0.4311, Sem 0.2002, dir -0.9296, norm 0.2983, swav 0.0000 LR: 8.515e-02 Score 93.447 Data time: 0.1747, Forward time: 2.3177, Backward time: 3.2331, DDP time: 0.0038, Total iter time: 5.3016 [2020-11-08 11:12:03,326][root][INFO] - ===> Epoch[164](819/5): Loss -0.4486, Sem 0.2118, dir -0.9343, norm 0.2739, swav 0.0000 LR: 8.513e-02 Score 93.229 Data time: 0.2070, Forward time: 2.3174, Backward time: 3.2326, DDP time: 0.0038, Total iter time: 5.2172 [2020-11-08 11:12:10,153][root][INFO] - ===> Epoch[164](820/5): Loss -0.3912, Sem 0.2427, dir -0.9215, norm 0.2876, swav 0.0000 LR: 8.511e-02 Score 92.252 Data time: 0.2597, Forward time: 2.3177, Backward time: 3.2334, DDP time: 0.0038, Total iter time: 6.7314 [2020-11-08 11:12:15,983][root][INFO] - ===> Epoch[165](821/5): Loss -0.3859, Sem 0.2347, dir -0.9129, norm 0.2923, swav 0.0000 LR: 8.510e-02 Score 92.515 Data time: 0.2752, Forward time: 2.3185, Backward time: 3.2324, DDP time: 0.0038, Total iter time: 5.6963 [2020-11-08 11:12:22,066][root][INFO] - ===> Epoch[165](822/5): Loss -0.3791, Sem 0.2342, dir -0.9228, norm 0.3095, swav 0.0000 LR: 8.508e-02 Score 92.687 Data time: 0.2420, Forward time: 2.3189, Backward time: 3.2321, DDP time: 0.0038, Total iter time: 5.9714 [2020-11-08 11:12:26,912][root][INFO] - ===> Epoch[165](823/5): Loss -0.4770, Sem 0.2135, dir -0.9351, norm 0.2446, swav 0.0000 LR: 8.506e-02 Score 93.296 Data time: 0.1815, Forward time: 2.3184, Backward time: 3.2313, DDP time: 0.0038, Total iter time: 4.7260 [2020-11-08 11:12:32,851][root][INFO] - ===> Epoch[165](824/5): Loss -0.4460, Sem 0.2152, dir -0.9281, norm 0.2669, swav 0.0000 LR: 8.504e-02 Score 93.200 Data time: 0.2807, Forward time: 2.3192, Backward time: 3.2305, DDP time: 0.0038, Total iter time: 5.8515 [2020-11-08 11:12:39,459][root][INFO] - ===> Epoch[165](825/5): Loss -0.4438, Sem 0.2153, dir -0.9338, norm 0.2747, swav 0.0000 LR: 8.502e-02 Score 93.132 Data time: 0.2432, Forward time: 2.3195, Backward time: 3.2309, DDP time: 0.0038, Total iter time: 6.4926 [2020-11-08 11:12:46,602][root][INFO] - ===> Epoch[166](826/5): Loss -0.4726, Sem 0.2194, dir -0.9352, norm 0.2432, swav 0.0000 LR: 8.500e-02 Score 92.969 Data time: 0.1690, Forward time: 2.3191, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 7.0061 [2020-11-08 11:12:52,406][root][INFO] - ===> Epoch[166](827/5): Loss -0.4330, Sem 0.2261, dir -0.9298, norm 0.2706, swav 0.0000 LR: 8.499e-02 Score 92.886 Data time: 0.1733, Forward time: 2.3187, Backward time: 3.2331, DDP time: 0.0038, Total iter time: 5.7121 [2020-11-08 11:12:58,545][root][INFO] - ===> Epoch[166](828/5): Loss -0.3807, Sem 0.2251, dir -0.9232, norm 0.3174, swav 0.0000 LR: 8.497e-02 Score 92.932 Data time: 0.1394, Forward time: 2.3176, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 6.0145 [2020-11-08 11:13:04,189][root][INFO] - ===> Epoch[166](829/5): Loss -0.4640, Sem 0.2137, dir -0.9263, norm 0.2486, swav 0.0000 LR: 8.495e-02 Score 93.106 Data time: 0.2010, Forward time: 2.3172, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 5.5711 [2020-11-08 11:13:10,862][root][INFO] - ===> Epoch[166](830/5): Loss -0.3815, Sem 0.2543, dir -0.9259, norm 0.2902, swav 0.0000 LR: 8.493e-02 Score 92.265 Data time: 0.1685, Forward time: 2.3167, Backward time: 3.2357, DDP time: 0.0038, Total iter time: 6.5794 [2020-11-08 11:13:18,317][root][INFO] - ===> Epoch[167](831/5): Loss -0.4610, Sem 0.1966, dir -0.9291, norm 0.2715, swav 0.0000 LR: 8.491e-02 Score 93.725 Data time: 0.1404, Forward time: 2.3156, Backward time: 3.2385, DDP time: 0.0038, Total iter time: 7.3540 [2020-11-08 11:13:23,698][root][INFO] - ===> Epoch[167](832/5): Loss -0.4112, Sem 0.2424, dir -0.9244, norm 0.2709, swav 0.0000 LR: 8.489e-02 Score 92.110 Data time: 0.1572, Forward time: 2.3149, Backward time: 3.2385, DDP time: 0.0038, Total iter time: 5.2767 [2020-11-08 11:13:30,125][root][INFO] - ===> Epoch[167](833/5): Loss -0.4236, Sem 0.2231, dir -0.9279, norm 0.2813, swav 0.0000 LR: 8.488e-02 Score 92.965 Data time: 0.2894, Forward time: 2.3157, Backward time: 3.2382, DDP time: 0.0038, Total iter time: 6.3279 [2020-11-08 11:13:35,611][root][INFO] - ===> Epoch[167](834/5): Loss -0.4902, Sem 0.2014, dir -0.9344, norm 0.2429, swav 0.0000 LR: 8.486e-02 Score 93.642 Data time: 0.1969, Forward time: 2.3155, Backward time: 3.2378, DDP time: 0.0038, Total iter time: 5.3447 [2020-11-08 11:13:40,957][root][INFO] - ===> Epoch[167](835/5): Loss -0.3819, Sem 0.2383, dir -0.9270, norm 0.3069, swav 0.0000 LR: 8.484e-02 Score 92.621 Data time: 0.2170, Forward time: 2.3154, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 5.2105 [2020-11-08 11:13:47,341][root][INFO] - ===> Epoch[168](836/5): Loss -0.4659, Sem 0.1901, dir -0.9327, norm 0.2767, swav 0.0000 LR: 8.482e-02 Score 94.048 Data time: 0.3221, Forward time: 2.3165, Backward time: 3.2365, DDP time: 0.0038, Total iter time: 6.2631 [2020-11-08 11:13:54,875][root][INFO] - ===> Epoch[168](837/5): Loss -0.4980, Sem 0.1918, dir -0.9370, norm 0.2472, swav 0.0000 LR: 8.480e-02 Score 93.947 Data time: 0.1944, Forward time: 2.3164, Backward time: 3.2384, DDP time: 0.0038, Total iter time: 7.4034 [2020-11-08 11:14:00,209][root][INFO] - ===> Epoch[168](838/5): Loss -0.4435, Sem 0.2200, dir -0.9278, norm 0.2643, swav 0.0000 LR: 8.478e-02 Score 93.432 Data time: 0.2099, Forward time: 2.3163, Backward time: 3.2378, DDP time: 0.0038, Total iter time: 5.2209 [2020-11-08 11:14:05,170][root][INFO] - ===> Epoch[168](839/5): Loss -0.4201, Sem 0.2203, dir -0.9297, norm 0.2894, swav 0.0000 LR: 8.477e-02 Score 92.728 Data time: 0.2274, Forward time: 2.3164, Backward time: 3.2365, DDP time: 0.0038, Total iter time: 4.8441 [2020-11-08 11:14:10,502][root][INFO] - ===> Epoch[168](840/5): Loss -0.3436, Sem 0.2721, dir -0.9171, norm 0.3014, swav 0.0000 LR: 8.475e-02 Score 91.579 Data time: 0.1649, Forward time: 2.3159, Backward time: 3.2364, DDP time: 0.0038, Total iter time: 5.2100 [2020-11-08 11:14:15,924][root][INFO] - ===> Epoch[169](841/5): Loss -0.4329, Sem 0.2065, dir -0.9248, norm 0.2853, swav 0.0000 LR: 8.473e-02 Score 93.791 Data time: 0.1761, Forward time: 2.3156, Backward time: 3.2360, DDP time: 0.0038, Total iter time: 5.3126 [2020-11-08 11:14:21,426][root][INFO] - ===> Epoch[169](842/5): Loss -0.4179, Sem 0.2040, dir -0.9256, norm 0.3037, swav 0.0000 LR: 8.471e-02 Score 93.667 Data time: 0.1817, Forward time: 2.3147, Backward time: 3.2363, DDP time: 0.0038, Total iter time: 5.3872 [2020-11-08 11:14:27,177][root][INFO] - ===> Epoch[169](843/5): Loss -0.4494, Sem 0.2257, dir -0.9280, norm 0.2529, swav 0.0000 LR: 8.469e-02 Score 92.802 Data time: 0.1572, Forward time: 2.3138, Backward time: 3.2370, DDP time: 0.0038, Total iter time: 5.6551 [2020-11-08 11:14:32,583][root][INFO] - ===> Epoch[169](844/5): Loss -0.4193, Sem 0.2177, dir -0.9296, norm 0.2926, swav 0.0000 LR: 8.467e-02 Score 92.940 Data time: 0.2045, Forward time: 2.3134, Backward time: 3.2367, DDP time: 0.0038, Total iter time: 5.3021 [2020-11-08 11:14:39,848][root][INFO] - ===> Epoch[169](845/5): Loss -0.4038, Sem 0.2403, dir -0.9302, norm 0.2860, swav 0.0000 LR: 8.466e-02 Score 92.759 Data time: 0.2279, Forward time: 2.3136, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 7.1302 [2020-11-08 11:14:46,147][root][INFO] - ===> Epoch[170](846/5): Loss -0.4126, Sem 0.2135, dir -0.9328, norm 0.3067, swav 0.0000 LR: 8.464e-02 Score 93.511 Data time: 0.1534, Forward time: 2.3131, Backward time: 3.2390, DDP time: 0.0038, Total iter time: 6.1744 [2020-11-08 11:14:52,407][root][INFO] - ===> Epoch[170](847/5): Loss -0.4120, Sem 0.2307, dir -0.9222, norm 0.2795, swav 0.0000 LR: 8.462e-02 Score 92.716 Data time: 0.1753, Forward time: 2.3125, Backward time: 3.2399, DDP time: 0.0038, Total iter time: 6.1444 [2020-11-08 11:14:57,896][root][INFO] - ===> Epoch[170](848/5): Loss -0.4376, Sem 0.2228, dir -0.9294, norm 0.2690, swav 0.0000 LR: 8.460e-02 Score 92.870 Data time: 0.2342, Forward time: 2.3125, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 5.3591 [2020-11-08 11:15:03,737][root][INFO] - ===> Epoch[170](849/5): Loss -0.4085, Sem 0.2092, dir -0.9246, norm 0.3069, swav 0.0000 LR: 8.458e-02 Score 93.391 Data time: 0.2285, Forward time: 2.3125, Backward time: 3.2392, DDP time: 0.0038, Total iter time: 5.7194 [2020-11-08 11:15:09,600][root][INFO] - ===> Epoch[170](850/5): Loss -0.4795, Sem 0.1898, dir -0.9301, norm 0.2609, swav 0.0000 LR: 8.456e-02 Score 93.865 Data time: 0.2887, Forward time: 2.3133, Backward time: 3.2382, DDP time: 0.0038, Total iter time: 5.7346 [2020-11-08 11:15:15,397][root][INFO] - ===> Epoch[171](851/5): Loss -0.4048, Sem 0.2304, dir -0.9350, norm 0.2998, swav 0.0000 LR: 8.455e-02 Score 92.712 Data time: 0.2165, Forward time: 2.3134, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 5.6898 [2020-11-08 11:15:20,483][root][INFO] - ===> Epoch[171](852/5): Loss -0.4233, Sem 0.2330, dir -0.9324, norm 0.2761, swav 0.0000 LR: 8.453e-02 Score 92.492 Data time: 0.1787, Forward time: 2.3130, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 4.9741 [2020-11-08 11:15:26,334][root][INFO] - ===> Epoch[171](853/5): Loss -0.4708, Sem 0.2097, dir -0.9269, norm 0.2465, swav 0.0000 LR: 8.451e-02 Score 93.284 Data time: 0.2397, Forward time: 2.3132, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 5.7424 [2020-11-08 11:15:32,901][root][INFO] - ===> Epoch[171](854/5): Loss -0.4262, Sem 0.2130, dir -0.9283, norm 0.2891, swav 0.0000 LR: 8.449e-02 Score 93.364 Data time: 0.3181, Forward time: 2.3143, Backward time: 3.2366, DDP time: 0.0038, Total iter time: 6.4353 [2020-11-08 11:15:38,636][root][INFO] - ===> Epoch[171](855/5): Loss -0.3872, Sem 0.2167, dir -0.9206, norm 0.3166, swav 0.0000 LR: 8.447e-02 Score 93.149 Data time: 0.2114, Forward time: 2.3143, Backward time: 3.2364, DDP time: 0.0038, Total iter time: 5.6040 [2020-11-08 11:15:44,550][root][INFO] - ===> Epoch[172](856/5): Loss -0.4346, Sem 0.2137, dir -0.9350, norm 0.2867, swav 0.0000 LR: 8.445e-02 Score 93.381 Data time: 0.1962, Forward time: 2.3139, Backward time: 3.2367, DDP time: 0.0038, Total iter time: 5.8055 [2020-11-08 11:15:51,665][root][INFO] - ===> Epoch[172](857/5): Loss -0.4842, Sem 0.1966, dir -0.9350, norm 0.2542, swav 0.0000 LR: 8.444e-02 Score 93.729 Data time: 0.2509, Forward time: 2.3141, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 7.0087 [2020-11-08 11:15:57,795][root][INFO] - ===> Epoch[172](858/5): Loss -0.4567, Sem 0.1927, dir -0.9298, norm 0.2803, swav 0.0000 LR: 8.442e-02 Score 93.957 Data time: 0.3207, Forward time: 2.3150, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 6.0035 [2020-11-08 11:16:03,551][root][INFO] - ===> Epoch[172](859/5): Loss -0.4633, Sem 0.2054, dir -0.9309, norm 0.2622, swav 0.0000 LR: 8.440e-02 Score 93.368 Data time: 0.2848, Forward time: 2.3158, Backward time: 3.2361, DDP time: 0.0038, Total iter time: 5.6306 [2020-11-08 11:16:09,111][root][INFO] - ===> Epoch[172](860/5): Loss -0.4439, Sem 0.2263, dir -0.9331, norm 0.2630, swav 0.0000 LR: 8.438e-02 Score 92.951 Data time: 0.1428, Forward time: 2.3150, Backward time: 3.2363, DDP time: 0.0038, Total iter time: 5.4456 [2020-11-08 11:16:14,570][root][INFO] - ===> Epoch[173](861/5): Loss -0.4100, Sem 0.2026, dir -0.9233, norm 0.3107, swav 0.0000 LR: 8.436e-02 Score 93.715 Data time: 0.2714, Forward time: 2.3155, Backward time: 3.2353, DDP time: 0.0038, Total iter time: 5.3886 [2020-11-08 11:16:19,385][root][INFO] - ===> Epoch[173](862/5): Loss -0.4827, Sem 0.2068, dir -0.9339, norm 0.2444, swav 0.0000 LR: 8.434e-02 Score 93.392 Data time: 0.2180, Forward time: 2.3157, Backward time: 3.2338, DDP time: 0.0038, Total iter time: 4.6926 [2020-11-08 11:16:26,177][root][INFO] - ===> Epoch[173](863/5): Loss -0.4424, Sem 0.2162, dir -0.9293, norm 0.2707, swav 0.0000 LR: 8.433e-02 Score 93.065 Data time: 0.1467, Forward time: 2.3147, Backward time: 3.2357, DDP time: 0.0038, Total iter time: 6.6851 [2020-11-08 11:16:31,876][root][INFO] - ===> Epoch[173](864/5): Loss -0.4710, Sem 0.2052, dir -0.9308, norm 0.2546, swav 0.0000 LR: 8.431e-02 Score 93.551 Data time: 0.1888, Forward time: 2.3143, Backward time: 3.2358, DDP time: 0.0038, Total iter time: 5.6292 [2020-11-08 11:16:39,191][root][INFO] - ===> Epoch[173](865/5): Loss -0.4095, Sem 0.2161, dir -0.9322, norm 0.3066, swav 0.0000 LR: 8.429e-02 Score 93.150 Data time: 0.2242, Forward time: 2.3143, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 7.2146 [2020-11-08 11:16:45,631][root][INFO] - ===> Epoch[174](866/5): Loss -0.4937, Sem 0.1898, dir -0.9375, norm 0.2540, swav 0.0000 LR: 8.427e-02 Score 93.826 Data time: 0.1963, Forward time: 2.3142, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 6.3314 [2020-11-08 11:16:50,580][root][INFO] - ===> Epoch[174](867/5): Loss -0.4784, Sem 0.1943, dir -0.9372, norm 0.2645, swav 0.0000 LR: 8.425e-02 Score 94.075 Data time: 0.2258, Forward time: 2.3143, Backward time: 3.2368, DDP time: 0.0038, Total iter time: 4.8247 [2020-11-08 11:16:55,528][root][INFO] - ===> Epoch[174](868/5): Loss -0.4581, Sem 0.1926, dir -0.9336, norm 0.2828, swav 0.0000 LR: 8.423e-02 Score 93.679 Data time: 0.2190, Forward time: 2.3143, Backward time: 3.2357, DDP time: 0.0038, Total iter time: 4.8361 [2020-11-08 11:17:01,338][root][INFO] - ===> Epoch[174](869/5): Loss -0.4184, Sem 0.2364, dir -0.9314, norm 0.2766, swav 0.0000 LR: 8.422e-02 Score 92.281 Data time: 0.2696, Forward time: 2.3151, Backward time: 3.2348, DDP time: 0.0038, Total iter time: 5.7165 [2020-11-08 11:17:06,153][root][INFO] - ===> Epoch[174](870/5): Loss -0.4664, Sem 0.1949, dir -0.9252, norm 0.2640, swav 0.0000 LR: 8.420e-02 Score 93.878 Data time: 0.1831, Forward time: 2.3147, Backward time: 3.2338, DDP time: 0.0038, Total iter time: 4.6764 [2020-11-08 11:17:11,611][root][INFO] - ===> Epoch[175](871/5): Loss -0.4807, Sem 0.1948, dir -0.9350, norm 0.2595, swav 0.0000 LR: 8.418e-02 Score 93.869 Data time: 0.2088, Forward time: 2.3148, Backward time: 3.2333, DDP time: 0.0038, Total iter time: 5.3776 [2020-11-08 11:17:17,184][root][INFO] - ===> Epoch[175](872/5): Loss -0.4446, Sem 0.1905, dir -0.9314, norm 0.2962, swav 0.0000 LR: 8.416e-02 Score 94.272 Data time: 0.1898, Forward time: 2.3143, Backward time: 3.2333, DDP time: 0.0038, Total iter time: 5.4315 [2020-11-08 11:17:22,550][root][INFO] - ===> Epoch[175](873/5): Loss -0.4610, Sem 0.2194, dir -0.9275, norm 0.2471, swav 0.0000 LR: 8.414e-02 Score 93.206 Data time: 0.2626, Forward time: 2.3146, Backward time: 3.2323, DDP time: 0.0038, Total iter time: 5.2540 [2020-11-08 11:17:28,967][root][INFO] - ===> Epoch[175](874/5): Loss -0.4370, Sem 0.2089, dir -0.9307, norm 0.2848, swav 0.0000 LR: 8.412e-02 Score 93.410 Data time: 0.3359, Forward time: 2.3156, Backward time: 3.2318, DDP time: 0.0038, Total iter time: 6.3027 [2020-11-08 11:17:35,305][root][INFO] - ===> Epoch[175](875/5): Loss -0.4268, Sem 0.2283, dir -0.9330, norm 0.2779, swav 0.0000 LR: 8.411e-02 Score 92.701 Data time: 0.2860, Forward time: 2.3165, Backward time: 3.2312, DDP time: 0.0038, Total iter time: 6.2074 [2020-11-08 11:17:40,732][root][INFO] - ===> Epoch[176](876/5): Loss -0.4652, Sem 0.1924, dir -0.9264, norm 0.2688, swav 0.0000 LR: 8.409e-02 Score 93.924 Data time: 0.2384, Forward time: 2.3170, Backward time: 3.2302, DDP time: 0.0038, Total iter time: 5.2913 [2020-11-08 11:17:46,676][root][INFO] - ===> Epoch[176](877/5): Loss -0.4808, Sem 0.1911, dir -0.9321, norm 0.2602, swav 0.0000 LR: 8.407e-02 Score 94.105 Data time: 0.1709, Forward time: 2.3164, Backward time: 3.2308, DDP time: 0.0038, Total iter time: 5.8454 [2020-11-08 11:17:53,326][root][INFO] - ===> Epoch[176](878/5): Loss -0.4534, Sem 0.2104, dir -0.9364, norm 0.2727, swav 0.0000 LR: 8.405e-02 Score 93.319 Data time: 0.1781, Forward time: 2.3159, Backward time: 3.2321, DDP time: 0.0038, Total iter time: 6.5589 [2020-11-08 11:17:58,904][root][INFO] - ===> Epoch[176](879/5): Loss -0.4561, Sem 0.2312, dir -0.9347, norm 0.2474, swav 0.0000 LR: 8.403e-02 Score 92.750 Data time: 0.2100, Forward time: 2.3158, Backward time: 3.2318, DDP time: 0.0038, Total iter time: 5.4760 [2020-11-08 11:18:04,649][root][INFO] - ===> Epoch[176](880/5): Loss -0.4334, Sem 0.2232, dir -0.9319, norm 0.2753, swav 0.0000 LR: 8.401e-02 Score 92.565 Data time: 0.3002, Forward time: 2.3164, Backward time: 3.2309, DDP time: 0.0038, Total iter time: 5.6263 [2020-11-08 11:18:11,376][root][INFO] - ===> Epoch[177](881/5): Loss -0.5359, Sem 0.1764, dir -0.9410, norm 0.2287, swav 0.0000 LR: 8.400e-02 Score 94.362 Data time: 0.3697, Forward time: 2.3176, Backward time: 3.2305, DDP time: 0.0038, Total iter time: 6.5891 [2020-11-08 11:18:18,740][root][INFO] - ===> Epoch[177](882/5): Loss -0.4239, Sem 0.2165, dir -0.9270, norm 0.2866, swav 0.0000 LR: 8.398e-02 Score 93.247 Data time: 0.4197, Forward time: 2.3192, Backward time: 3.2303, DDP time: 0.0038, Total iter time: 7.2293 [2020-11-08 11:18:25,712][root][INFO] - ===> Epoch[177](883/5): Loss -0.4909, Sem 0.1957, dir -0.9368, norm 0.2501, swav 0.0000 LR: 8.396e-02 Score 93.988 Data time: 0.3374, Forward time: 2.3205, Backward time: 3.2300, DDP time: 0.0038, Total iter time: 6.8337 [2020-11-08 11:18:30,966][root][INFO] - ===> Epoch[177](884/5): Loss -0.4448, Sem 0.2052, dir -0.9271, norm 0.2771, swav 0.0000 LR: 8.394e-02 Score 93.303 Data time: 0.1957, Forward time: 2.3203, Backward time: 3.2294, DDP time: 0.0038, Total iter time: 5.1228 [2020-11-08 11:18:36,728][root][INFO] - ===> Epoch[177](885/5): Loss -0.4522, Sem 0.2031, dir -0.9344, norm 0.2792, swav 0.0000 LR: 8.392e-02 Score 93.630 Data time: 0.1771, Forward time: 2.3195, Backward time: 3.2300, DDP time: 0.0038, Total iter time: 5.6575 [2020-11-08 11:18:43,370][root][INFO] - ===> Epoch[178](886/5): Loss -0.4664, Sem 0.2026, dir -0.9343, norm 0.2653, swav 0.0000 LR: 8.390e-02 Score 93.756 Data time: 0.2537, Forward time: 2.3201, Backward time: 3.2302, DDP time: 0.0038, Total iter time: 6.5774 [2020-11-08 11:18:49,212][root][INFO] - ===> Epoch[178](887/5): Loss -0.4847, Sem 0.1669, dir -0.9300, norm 0.2784, swav 0.0000 LR: 8.389e-02 Score 94.613 Data time: 0.2598, Forward time: 2.3205, Backward time: 3.2296, DDP time: 0.0038, Total iter time: 5.7041 [2020-11-08 11:18:54,487][root][INFO] - ===> Epoch[178](888/5): Loss -0.4564, Sem 0.1830, dir -0.9334, norm 0.2939, swav 0.0000 LR: 8.387e-02 Score 94.166 Data time: 0.2639, Forward time: 2.3209, Backward time: 3.2285, DDP time: 0.0038, Total iter time: 5.1685 [2020-11-08 11:19:00,834][root][INFO] - ===> Epoch[178](889/5): Loss -0.4710, Sem 0.2109, dir -0.9389, norm 0.2570, swav 0.0000 LR: 8.385e-02 Score 93.279 Data time: 0.2489, Forward time: 2.3211, Backward time: 3.2287, DDP time: 0.0038, Total iter time: 6.2510 [2020-11-08 11:19:06,086][root][INFO] - ===> Epoch[178](890/5): Loss -0.4436, Sem 0.2190, dir -0.9237, norm 0.2611, swav 0.0000 LR: 8.383e-02 Score 92.967 Data time: 0.2169, Forward time: 2.3214, Backward time: 3.2276, DDP time: 0.0038, Total iter time: 5.1306 [2020-11-08 11:19:12,480][root][INFO] - ===> Epoch[179](891/5): Loss -0.4370, Sem 0.1971, dir -0.9304, norm 0.2962, swav 0.0000 LR: 8.381e-02 Score 93.678 Data time: 0.1331, Forward time: 2.3205, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 6.2698 [2020-11-08 11:19:18,834][root][INFO] - ===> Epoch[179](892/5): Loss -0.5088, Sem 0.1662, dir -0.9309, norm 0.2559, swav 0.0000 LR: 8.379e-02 Score 94.749 Data time: 0.1988, Forward time: 2.3202, Backward time: 3.2298, DDP time: 0.0038, Total iter time: 6.2700 [2020-11-08 11:19:25,461][root][INFO] - ===> Epoch[179](893/5): Loss -0.4625, Sem 0.2035, dir -0.9318, norm 0.2658, swav 0.0000 LR: 8.378e-02 Score 93.572 Data time: 0.2097, Forward time: 2.3199, Backward time: 3.2307, DDP time: 0.0038, Total iter time: 6.5223 [2020-11-08 11:19:31,235][root][INFO] - ===> Epoch[179](894/5): Loss -0.4545, Sem 0.2057, dir -0.9294, norm 0.2692, swav 0.0000 LR: 8.376e-02 Score 93.423 Data time: 0.2807, Forward time: 2.3207, Backward time: 3.2297, DDP time: 0.0038, Total iter time: 5.6677 [2020-11-08 11:19:37,343][root][INFO] - ===> Epoch[179](895/5): Loss -0.4850, Sem 0.1894, dir -0.9386, norm 0.2642, swav 0.0000 LR: 8.374e-02 Score 93.998 Data time: 0.2854, Forward time: 2.3215, Backward time: 3.2291, DDP time: 0.0038, Total iter time: 5.9723 [2020-11-08 11:19:43,090][root][INFO] - ===> Epoch[180](896/5): Loss -0.4727, Sem 0.1689, dir -0.9371, norm 0.2956, swav 0.0000 LR: 8.372e-02 Score 94.680 Data time: 0.2427, Forward time: 2.3217, Backward time: 3.2286, DDP time: 0.0038, Total iter time: 5.6062 [2020-11-08 11:19:48,432][root][INFO] - ===> Epoch[180](897/5): Loss -0.4624, Sem 0.2064, dir -0.9323, norm 0.2635, swav 0.0000 LR: 8.370e-02 Score 93.477 Data time: 0.2482, Forward time: 2.3217, Backward time: 3.2280, DDP time: 0.0038, Total iter time: 5.2231 [2020-11-08 11:19:53,447][root][INFO] - ===> Epoch[180](898/5): Loss -0.4216, Sem 0.2153, dir -0.9248, norm 0.2879, swav 0.0000 LR: 8.368e-02 Score 93.232 Data time: 0.1856, Forward time: 2.3212, Backward time: 3.2273, DDP time: 0.0038, Total iter time: 4.8992 [2020-11-08 11:19:59,350][root][INFO] - ===> Epoch[180](899/5): Loss -0.4523, Sem 0.1999, dir -0.9310, norm 0.2788, swav 0.0000 LR: 8.367e-02 Score 93.576 Data time: 0.1690, Forward time: 2.3205, Backward time: 3.2279, DDP time: 0.0038, Total iter time: 5.7925 [2020-11-08 11:20:06,123][root][INFO] - ===> Epoch[180](900/5): Loss -0.5238, Sem 0.1689, dir -0.9342, norm 0.2415, swav 0.0000 LR: 8.365e-02 Score 94.511 Data time: 0.1788, Forward time: 2.3200, Backward time: 3.2293, DDP time: 0.0038, Total iter time: 6.6751 [2020-11-08 11:20:12,185][root][INFO] - ===> Epoch[181](901/5): Loss -0.5068, Sem 0.1697, dir -0.9389, norm 0.2624, swav 0.0000 LR: 8.363e-02 Score 94.741 Data time: 0.1881, Forward time: 2.3197, Backward time: 3.2297, DDP time: 0.0038, Total iter time: 5.9610 [2020-11-08 11:20:18,118][root][INFO] - ===> Epoch[181](902/5): Loss -0.4612, Sem 0.2060, dir -0.9274, norm 0.2601, swav 0.0000 LR: 8.361e-02 Score 93.442 Data time: 0.1664, Forward time: 2.3191, Backward time: 3.2303, DDP time: 0.0038, Total iter time: 5.8192 [2020-11-08 11:20:24,448][root][INFO] - ===> Epoch[181](903/5): Loss -0.4535, Sem 0.1856, dir -0.9358, norm 0.2967, swav 0.0000 LR: 8.359e-02 Score 94.381 Data time: 0.1980, Forward time: 2.3188, Backward time: 3.2311, DDP time: 0.0038, Total iter time: 6.2311 [2020-11-08 11:20:29,601][root][INFO] - ===> Epoch[181](904/5): Loss -0.4498, Sem 0.1992, dir -0.9326, norm 0.2835, swav 0.0000 LR: 8.357e-02 Score 93.790 Data time: 0.1697, Forward time: 2.3184, Backward time: 3.2306, DDP time: 0.0038, Total iter time: 5.0180 [2020-11-08 11:20:35,775][root][INFO] - ===> Epoch[181](905/5): Loss -0.4793, Sem 0.1857, dir -0.9260, norm 0.2611, swav 0.0000 LR: 8.356e-02 Score 93.992 Data time: 0.2282, Forward time: 2.3185, Backward time: 3.2307, DDP time: 0.0038, Total iter time: 6.0515 [2020-11-08 11:20:40,324][root][INFO] - ===> Epoch[182](906/5): Loss -0.4928, Sem 0.1764, dir -0.9291, norm 0.2599, swav 0.0000 LR: 8.354e-02 Score 94.320 Data time: 0.2118, Forward time: 2.3185, Backward time: 3.2291, DDP time: 0.0038, Total iter time: 4.4162 [2020-11-08 11:20:46,259][root][INFO] - ===> Epoch[182](907/5): Loss -0.5006, Sem 0.1866, dir -0.9394, norm 0.2521, swav 0.0000 LR: 8.352e-02 Score 93.928 Data time: 0.1964, Forward time: 2.3182, Backward time: 3.2294, DDP time: 0.0038, Total iter time: 5.8034 [2020-11-08 11:20:51,537][root][INFO] - ===> Epoch[182](908/5): Loss -0.4935, Sem 0.1756, dir -0.9324, norm 0.2633, swav 0.0000 LR: 8.350e-02 Score 94.388 Data time: 0.2380, Forward time: 2.3183, Backward time: 3.2285, DDP time: 0.0038, Total iter time: 5.1610 [2020-11-08 11:20:57,764][root][INFO] - ===> Epoch[182](909/5): Loss -0.4280, Sem 0.1947, dir -0.9270, norm 0.3042, swav 0.0000 LR: 8.348e-02 Score 94.071 Data time: 0.2380, Forward time: 2.3186, Backward time: 3.2285, DDP time: 0.0038, Total iter time: 6.0826 [2020-11-08 11:21:03,383][root][INFO] - ===> Epoch[182](910/5): Loss -0.5422, Sem 0.1679, dir -0.9459, norm 0.2357, swav 0.0000 LR: 8.346e-02 Score 94.555 Data time: 0.1935, Forward time: 2.3183, Backward time: 3.2284, DDP time: 0.0038, Total iter time: 5.4873 [2020-11-08 11:21:08,581][root][INFO] - ===> Epoch[183](911/5): Loss -0.5208, Sem 0.1643, dir -0.9299, norm 0.2447, swav 0.0000 LR: 8.344e-02 Score 94.928 Data time: 0.2173, Forward time: 2.3180, Backward time: 3.2279, DDP time: 0.0038, Total iter time: 5.0914 [2020-11-08 11:21:15,998][root][INFO] - ===> Epoch[183](912/5): Loss -0.4654, Sem 0.2011, dir -0.9375, norm 0.2709, swav 0.0000 LR: 8.343e-02 Score 93.447 Data time: 0.3705, Forward time: 2.3195, Backward time: 3.2280, DDP time: 0.0038, Total iter time: 7.2971 [2020-11-08 11:21:21,957][root][INFO] - ===> Epoch[183](913/5): Loss -0.4705, Sem 0.1700, dir -0.9317, norm 0.2912, swav 0.0000 LR: 8.341e-02 Score 94.553 Data time: 0.2281, Forward time: 2.3198, Backward time: 3.2275, DDP time: 0.0038, Total iter time: 5.8079 [2020-11-08 11:21:26,923][root][INFO] - ===> Epoch[183](914/5): Loss -0.5093, Sem 0.1775, dir -0.9421, norm 0.2554, swav 0.0000 LR: 8.339e-02 Score 94.380 Data time: 0.2142, Forward time: 2.3199, Backward time: 3.2264, DDP time: 0.0038, Total iter time: 4.8331 [2020-11-08 11:21:32,362][root][INFO] - ===> Epoch[183](915/5): Loss -0.4683, Sem 0.1973, dir -0.9303, norm 0.2648, swav 0.0000 LR: 8.337e-02 Score 93.673 Data time: 0.1727, Forward time: 2.3190, Backward time: 3.2267, DDP time: 0.0038, Total iter time: 5.3356 [2020-11-08 11:21:38,495][root][INFO] - ===> Epoch[184](916/5): Loss -0.4961, Sem 0.1857, dir -0.9372, norm 0.2554, swav 0.0000 LR: 8.335e-02 Score 93.922 Data time: 0.3226, Forward time: 2.3199, Backward time: 3.2260, DDP time: 0.0038, Total iter time: 6.0399 [2020-11-08 11:21:43,782][root][INFO] - ===> Epoch[184](917/5): Loss -0.4899, Sem 0.1983, dir -0.9410, norm 0.2528, swav 0.0000 LR: 8.333e-02 Score 93.683 Data time: 0.2093, Forward time: 2.3198, Backward time: 3.2254, DDP time: 0.0038, Total iter time: 5.1616 [2020-11-08 11:21:50,018][root][INFO] - ===> Epoch[184](918/5): Loss -0.4828, Sem 0.1837, dir -0.9334, norm 0.2669, swav 0.0000 LR: 8.332e-02 Score 94.101 Data time: 0.1826, Forward time: 2.3193, Backward time: 3.2261, DDP time: 0.0038, Total iter time: 6.1043 [2020-11-08 11:21:56,414][root][INFO] - ===> Epoch[184](919/5): Loss -0.4694, Sem 0.1930, dir -0.9309, norm 0.2685, swav 0.0000 LR: 8.330e-02 Score 93.726 Data time: 0.2312, Forward time: 2.3195, Backward time: 3.2265, DDP time: 0.0038, Total iter time: 6.3021 [2020-11-08 11:22:01,554][root][INFO] - ===> Epoch[184](920/5): Loss -0.4906, Sem 0.1975, dir -0.9338, norm 0.2456, swav 0.0000 LR: 8.328e-02 Score 93.748 Data time: 0.2490, Forward time: 2.3197, Backward time: 3.2253, DDP time: 0.0038, Total iter time: 4.9858 [2020-11-08 11:22:08,333][root][INFO] - ===> Epoch[185](921/5): Loss -0.5065, Sem 0.1807, dir -0.9341, norm 0.2468, swav 0.0000 LR: 8.326e-02 Score 94.371 Data time: 0.2427, Forward time: 2.3200, Backward time: 3.2259, DDP time: 0.0038, Total iter time: 6.6737 [2020-11-08 11:22:14,112][root][INFO] - ===> Epoch[185](922/5): Loss -0.4861, Sem 0.1917, dir -0.9348, norm 0.2569, swav 0.0000 LR: 8.324e-02 Score 93.894 Data time: 0.1479, Forward time: 2.3192, Backward time: 3.2264, DDP time: 0.0038, Total iter time: 5.6555 [2020-11-08 11:22:20,345][root][INFO] - ===> Epoch[185](923/5): Loss -0.5108, Sem 0.1808, dir -0.9330, norm 0.2415, swav 0.0000 LR: 8.322e-02 Score 94.127 Data time: 0.2150, Forward time: 2.3191, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 6.1347 [2020-11-08 11:22:26,214][root][INFO] - ===> Epoch[185](924/5): Loss -0.5039, Sem 0.1718, dir -0.9387, norm 0.2630, swav 0.0000 LR: 8.321e-02 Score 94.636 Data time: 0.2035, Forward time: 2.3189, Backward time: 3.2270, DDP time: 0.0038, Total iter time: 5.7681 [2020-11-08 11:22:31,510][root][INFO] - ===> Epoch[185](925/5): Loss -0.4389, Sem 0.2251, dir -0.9383, norm 0.2743, swav 0.0000 LR: 8.319e-02 Score 92.697 Data time: 0.2626, Forward time: 2.3193, Backward time: 3.2259, DDP time: 0.0038, Total iter time: 5.1758 [2020-11-08 11:22:37,140][root][INFO] - ===> Epoch[186](926/5): Loss -0.4654, Sem 0.1742, dir -0.9301, norm 0.2905, swav 0.0000 LR: 8.317e-02 Score 94.470 Data time: 0.2312, Forward time: 2.3196, Backward time: 3.2253, DDP time: 0.0038, Total iter time: 5.4950 [2020-11-08 11:22:43,210][root][INFO] - ===> Epoch[186](927/5): Loss -0.4870, Sem 0.1847, dir -0.9310, norm 0.2593, swav 0.0000 LR: 8.315e-02 Score 94.076 Data time: 0.2460, Forward time: 2.3196, Backward time: 3.2254, DDP time: 0.0038, Total iter time: 5.9483 [2020-11-08 11:22:49,685][root][INFO] - ===> Epoch[186](928/5): Loss -0.5193, Sem 0.1728, dir -0.9367, norm 0.2447, swav 0.0000 LR: 8.313e-02 Score 94.485 Data time: 0.2177, Forward time: 2.3196, Backward time: 3.2259, DDP time: 0.0038, Total iter time: 6.3553 [2020-11-08 11:22:55,470][root][INFO] - ===> Epoch[186](929/5): Loss -0.4853, Sem 0.1915, dir -0.9289, norm 0.2521, swav 0.0000 LR: 8.311e-02 Score 93.915 Data time: 0.2152, Forward time: 2.3195, Backward time: 3.2259, DDP time: 0.0038, Total iter time: 5.6723 [2020-11-08 11:23:01,521][root][INFO] - ===> Epoch[186](930/5): Loss -0.4381, Sem 0.2029, dir -0.9313, norm 0.2903, swav 0.0000 LR: 8.310e-02 Score 93.574 Data time: 0.1665, Forward time: 2.3189, Backward time: 3.2265, DDP time: 0.0038, Total iter time: 5.9373 [2020-11-08 11:23:07,743][root][INFO] - ===> Epoch[187](931/5): Loss -0.5125, Sem 0.1704, dir -0.9392, norm 0.2562, swav 0.0000 LR: 8.308e-02 Score 94.589 Data time: 0.2077, Forward time: 2.3185, Backward time: 3.2272, DDP time: 0.0038, Total iter time: 6.1107 [2020-11-08 11:23:14,086][root][INFO] - ===> Epoch[187](932/5): Loss -0.4895, Sem 0.1693, dir -0.9297, norm 0.2710, swav 0.0000 LR: 8.306e-02 Score 94.665 Data time: 0.1979, Forward time: 2.3184, Backward time: 3.2277, DDP time: 0.0038, Total iter time: 6.2328 [2020-11-08 11:23:19,392][root][INFO] - ===> Epoch[187](933/5): Loss -0.4613, Sem 0.1946, dir -0.9278, norm 0.2719, swav 0.0000 LR: 8.304e-02 Score 93.939 Data time: 0.1684, Forward time: 2.3178, Backward time: 3.2277, DDP time: 0.0038, Total iter time: 5.2064 [2020-11-08 11:23:27,052][root][INFO] - ===> Epoch[187](934/5): Loss -0.5077, Sem 0.1895, dir -0.9385, norm 0.2413, swav 0.0000 LR: 8.302e-02 Score 94.019 Data time: 0.2284, Forward time: 2.3178, Backward time: 3.2294, DDP time: 0.0038, Total iter time: 7.5548 [2020-11-08 11:23:32,745][root][INFO] - ===> Epoch[187](935/5): Loss -0.4969, Sem 0.1793, dir -0.9364, norm 0.2601, swav 0.0000 LR: 8.300e-02 Score 94.521 Data time: 0.2727, Forward time: 2.3180, Backward time: 3.2289, DDP time: 0.0038, Total iter time: 5.5831 [2020-11-08 11:23:38,996][root][INFO] - ===> Epoch[188](936/5): Loss -0.4674, Sem 0.1832, dir -0.9276, norm 0.2769, swav 0.0000 LR: 8.299e-02 Score 94.249 Data time: 0.3083, Forward time: 2.3189, Backward time: 3.2283, DDP time: 0.0038, Total iter time: 6.1127 [2020-11-08 11:23:45,725][root][INFO] - ===> Epoch[188](937/5): Loss -0.4861, Sem 0.1816, dir -0.9391, norm 0.2715, swav 0.0000 LR: 8.297e-02 Score 94.173 Data time: 0.2115, Forward time: 2.3190, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 6.5946 [2020-11-08 11:23:52,588][root][INFO] - ===> Epoch[188](938/5): Loss -0.5156, Sem 0.1696, dir -0.9312, norm 0.2460, swav 0.0000 LR: 8.295e-02 Score 94.648 Data time: 0.2179, Forward time: 2.3187, Backward time: 3.2301, DDP time: 0.0038, Total iter time: 6.7493 [2020-11-08 11:23:58,260][root][INFO] - ===> Epoch[188](939/5): Loss -0.4646, Sem 0.1802, dir -0.9312, norm 0.2863, swav 0.0000 LR: 8.293e-02 Score 94.343 Data time: 0.1509, Forward time: 2.3180, Backward time: 3.2306, DDP time: 0.0038, Total iter time: 5.5901 [2020-11-08 11:24:05,181][root][INFO] - ===> Epoch[188](940/5): Loss -0.5425, Sem 0.1604, dir -0.9373, norm 0.2344, swav 0.0000 LR: 8.291e-02 Score 94.926 Data time: 0.1774, Forward time: 2.3174, Backward time: 3.2322, DDP time: 0.0038, Total iter time: 6.8651 [2020-11-08 11:24:10,432][root][INFO] - ===> Epoch[189](941/5): Loss -0.4842, Sem 0.1902, dir -0.9355, norm 0.2611, swav 0.0000 LR: 8.289e-02 Score 94.007 Data time: 0.1789, Forward time: 2.3171, Backward time: 3.2319, DDP time: 0.0038, Total iter time: 5.1735 [2020-11-08 11:24:16,104][root][INFO] - ===> Epoch[189](942/5): Loss -0.5235, Sem 0.1695, dir -0.9420, norm 0.2491, swav 0.0000 LR: 8.288e-02 Score 94.688 Data time: 0.1961, Forward time: 2.3168, Backward time: 3.2319, DDP time: 0.0038, Total iter time: 5.5750 [2020-11-08 11:24:22,921][root][INFO] - ===> Epoch[189](943/5): Loss -0.4766, Sem 0.1953, dir -0.9391, norm 0.2672, swav 0.0000 LR: 8.286e-02 Score 93.790 Data time: 0.2596, Forward time: 2.3170, Backward time: 3.2325, DDP time: 0.0038, Total iter time: 6.7222 [2020-11-08 11:24:28,407][root][INFO] - ===> Epoch[189](944/5): Loss -0.4805, Sem 0.1937, dir -0.9257, norm 0.2515, swav 0.0000 LR: 8.284e-02 Score 93.880 Data time: 0.1904, Forward time: 2.3166, Backward time: 3.2325, DDP time: 0.0038, Total iter time: 5.3720 [2020-11-08 11:24:34,765][root][INFO] - ===> Epoch[189](945/5): Loss -0.4453, Sem 0.1836, dir -0.9305, norm 0.3015, swav 0.0000 LR: 8.282e-02 Score 94.271 Data time: 0.2090, Forward time: 2.3165, Backward time: 3.2331, DDP time: 0.0038, Total iter time: 6.2783 [2020-11-08 11:24:40,506][root][INFO] - ===> Epoch[190](946/5): Loss -0.4870, Sem 0.1764, dir -0.9356, norm 0.2722, swav 0.0000 LR: 8.280e-02 Score 94.249 Data time: 0.2613, Forward time: 2.3169, Backward time: 3.2324, DDP time: 0.0038, Total iter time: 5.6389 [2020-11-08 11:24:45,755][root][INFO] - ===> Epoch[190](947/5): Loss -0.4885, Sem 0.1859, dir -0.9340, norm 0.2596, swav 0.0000 LR: 8.278e-02 Score 94.154 Data time: 0.2122, Forward time: 2.3169, Backward time: 3.2317, DDP time: 0.0038, Total iter time: 5.1225 [2020-11-08 11:24:51,154][root][INFO] - ===> Epoch[190](948/5): Loss -0.4943, Sem 0.1652, dir -0.9304, norm 0.2710, swav 0.0000 LR: 8.277e-02 Score 94.845 Data time: 0.2036, Forward time: 2.3169, Backward time: 3.2311, DDP time: 0.0038, Total iter time: 5.2629 [2020-11-08 11:24:58,936][root][INFO] - ===> Epoch[190](949/5): Loss -0.5133, Sem 0.1938, dir -0.9396, norm 0.2325, swav 0.0000 LR: 8.275e-02 Score 93.540 Data time: 0.2581, Forward time: 2.3170, Backward time: 3.2329, DDP time: 0.0038, Total iter time: 7.6636 [2020-11-08 11:25:03,702][root][INFO] - ===> Epoch[190](950/5): Loss -0.5118, Sem 0.1748, dir -0.9360, norm 0.2494, swav 0.0000 LR: 8.273e-02 Score 94.462 Data time: 0.2036, Forward time: 2.3169, Backward time: 3.2318, DDP time: 0.0038, Total iter time: 4.6431 [2020-11-08 11:25:09,623][root][INFO] - ===> Epoch[191](951/5): Loss -0.5121, Sem 0.1677, dir -0.9352, norm 0.2554, swav 0.0000 LR: 8.271e-02 Score 94.587 Data time: 0.2022, Forward time: 2.3166, Backward time: 3.2320, DDP time: 0.0038, Total iter time: 5.8123 [2020-11-08 11:25:16,021][root][INFO] - ===> Epoch[191](952/5): Loss -0.4865, Sem 0.1658, dir -0.9336, norm 0.2814, swav 0.0000 LR: 8.269e-02 Score 94.791 Data time: 0.2533, Forward time: 2.3170, Backward time: 3.2320, DDP time: 0.0038, Total iter time: 6.2906 [2020-11-08 11:25:22,336][root][INFO] - ===> Epoch[191](953/5): Loss -0.4901, Sem 0.1861, dir -0.9351, norm 0.2590, swav 0.0000 LR: 8.267e-02 Score 93.955 Data time: 0.2665, Forward time: 2.3177, Backward time: 3.2317, DDP time: 0.0038, Total iter time: 6.1773 [2020-11-08 11:25:28,335][root][INFO] - ===> Epoch[191](954/5): Loss -0.5269, Sem 0.1736, dir -0.9412, norm 0.2407, swav 0.0000 LR: 8.265e-02 Score 94.464 Data time: 0.1292, Forward time: 2.3168, Backward time: 3.2328, DDP time: 0.0038, Total iter time: 5.8536 [2020-11-08 11:25:34,094][root][INFO] - ===> Epoch[191](955/5): Loss -0.5232, Sem 0.1645, dir -0.9344, norm 0.2467, swav 0.0000 LR: 8.264e-02 Score 94.643 Data time: 0.2507, Forward time: 2.3171, Backward time: 3.2323, DDP time: 0.0038, Total iter time: 5.6757 [2020-11-08 11:25:40,611][root][INFO] - ===> Epoch[192](956/5): Loss -0.4926, Sem 0.1868, dir -0.9342, norm 0.2549, swav 0.0000 LR: 8.262e-02 Score 94.040 Data time: 0.2913, Forward time: 2.3180, Backward time: 3.2319, DDP time: 0.0038, Total iter time: 6.4063 [2020-11-08 11:25:47,040][root][INFO] - ===> Epoch[192](957/5): Loss -0.4873, Sem 0.1740, dir -0.9385, norm 0.2772, swav 0.0000 LR: 8.260e-02 Score 94.426 Data time: 0.1955, Forward time: 2.3179, Backward time: 3.2325, DDP time: 0.0038, Total iter time: 6.2971 [2020-11-08 11:25:52,785][root][INFO] - ===> Epoch[192](958/5): Loss -0.4471, Sem 0.1959, dir -0.9314, norm 0.2884, swav 0.0000 LR: 8.258e-02 Score 93.933 Data time: 0.1893, Forward time: 2.3176, Backward time: 3.2325, DDP time: 0.0038, Total iter time: 5.6415 [2020-11-08 11:25:58,357][root][INFO] - ===> Epoch[192](959/5): Loss -0.5501, Sem 0.1635, dir -0.9441, norm 0.2304, swav 0.0000 LR: 8.256e-02 Score 94.569 Data time: 0.1993, Forward time: 2.3175, Backward time: 3.2323, DDP time: 0.0038, Total iter time: 5.4614 [2020-11-08 11:26:04,250][root][INFO] - ===> Epoch[192](960/5): Loss -0.5007, Sem 0.1745, dir -0.9298, norm 0.2546, swav 0.0000 LR: 8.254e-02 Score 94.278 Data time: 0.1754, Forward time: 2.3170, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 5.7802 [2020-11-08 11:26:09,616][root][INFO] - ===> Epoch[193](961/5): Loss -0.5286, Sem 0.1485, dir -0.9306, norm 0.2535, swav 0.0000 LR: 8.253e-02 Score 95.232 Data time: 0.2478, Forward time: 2.3175, Backward time: 3.2317, DDP time: 0.0038, Total iter time: 5.3011 [2020-11-08 11:26:17,848][root][INFO] - ===> Epoch[193](962/5): Loss -0.4983, Sem 0.1786, dir -0.9360, norm 0.2592, swav 0.0000 LR: 8.251e-02 Score 94.158 Data time: 0.2450, Forward time: 2.3177, Backward time: 3.2337, DDP time: 0.0038, Total iter time: 8.0950 [2020-11-08 11:26:23,567][root][INFO] - ===> Epoch[193](963/5): Loss -0.4553, Sem 0.1835, dir -0.9301, norm 0.2914, swav 0.0000 LR: 8.249e-02 Score 94.134 Data time: 0.2090, Forward time: 2.3176, Backward time: 3.2335, DDP time: 0.0038, Total iter time: 5.5974 [2020-11-08 11:26:28,350][root][INFO] - ===> Epoch[193](964/5): Loss -0.5125, Sem 0.1686, dir -0.9422, norm 0.2610, swav 0.0000 LR: 8.247e-02 Score 94.542 Data time: 0.2684, Forward time: 2.3177, Backward time: 3.2323, DDP time: 0.0038, Total iter time: 4.6854 [2020-11-08 11:26:35,339][root][INFO] - ===> Epoch[193](965/5): Loss -0.5092, Sem 0.1659, dir -0.9376, norm 0.2625, swav 0.0000 LR: 8.245e-02 Score 94.579 Data time: 0.3427, Forward time: 2.3189, Backward time: 3.2321, DDP time: 0.0038, Total iter time: 6.8687 [2020-11-08 11:26:40,803][root][INFO] - ===> Epoch[194](966/5): Loss -0.4928, Sem 0.1792, dir -0.9293, norm 0.2573, swav 0.0000 LR: 8.243e-02 Score 94.398 Data time: 0.2611, Forward time: 2.3195, Backward time: 3.2310, DDP time: 0.0038, Total iter time: 5.3595 [2020-11-08 11:26:47,828][root][INFO] - ===> Epoch[194](967/5): Loss -0.4718, Sem 0.1907, dir -0.9339, norm 0.2715, swav 0.0000 LR: 8.242e-02 Score 94.065 Data time: 0.2088, Forward time: 2.3193, Backward time: 3.2322, DDP time: 0.0038, Total iter time: 6.8808 [2020-11-08 11:26:52,964][root][INFO] - ===> Epoch[194](968/5): Loss -0.5072, Sem 0.1776, dir -0.9322, norm 0.2474, swav 0.0000 LR: 8.240e-02 Score 94.265 Data time: 0.2123, Forward time: 2.3194, Backward time: 3.2313, DDP time: 0.0038, Total iter time: 5.0292 [2020-11-08 11:26:58,339][root][INFO] - ===> Epoch[194](969/5): Loss -0.5023, Sem 0.1696, dir -0.9312, norm 0.2593, swav 0.0000 LR: 8.238e-02 Score 94.458 Data time: 0.1983, Forward time: 2.3191, Backward time: 3.2310, DDP time: 0.0038, Total iter time: 5.2598 [2020-11-08 11:27:03,345][root][INFO] - ===> Epoch[194](970/5): Loss -0.5074, Sem 0.1798, dir -0.9418, norm 0.2546, swav 0.0000 LR: 8.236e-02 Score 94.176 Data time: 0.2533, Forward time: 2.3191, Backward time: 3.2300, DDP time: 0.0038, Total iter time: 4.8997 [2020-11-08 11:27:09,197][root][INFO] - ===> Epoch[195](971/5): Loss -0.4780, Sem 0.1773, dir -0.9367, norm 0.2814, swav 0.0000 LR: 8.234e-02 Score 94.524 Data time: 0.2112, Forward time: 2.3190, Backward time: 3.2299, DDP time: 0.0038, Total iter time: 5.7164 [2020-11-08 11:27:16,122][root][INFO] - ===> Epoch[195](972/5): Loss -0.5024, Sem 0.1535, dir -0.9401, norm 0.2841, swav 0.0000 LR: 8.232e-02 Score 95.222 Data time: 0.2166, Forward time: 2.3189, Backward time: 3.2310, DDP time: 0.0038, Total iter time: 6.8006 [2020-11-08 11:27:22,477][root][INFO] - ===> Epoch[195](973/5): Loss -0.4343, Sem 0.2215, dir -0.9259, norm 0.2701, swav 0.0000 LR: 8.231e-02 Score 92.916 Data time: 0.3004, Forward time: 2.3198, Backward time: 3.2305, DDP time: 0.0038, Total iter time: 6.2408 [2020-11-08 11:27:27,204][root][INFO] - ===> Epoch[195](974/5): Loss -0.4986, Sem 0.1920, dir -0.9387, norm 0.2480, swav 0.0000 LR: 8.229e-02 Score 94.051 Data time: 0.2202, Forward time: 2.3199, Backward time: 3.2292, DDP time: 0.0038, Total iter time: 4.6113 [2020-11-08 11:27:32,909][root][INFO] - ===> Epoch[195](975/5): Loss -0.5162, Sem 0.1605, dir -0.9334, norm 0.2567, swav 0.0000 LR: 8.227e-02 Score 94.858 Data time: 0.2083, Forward time: 2.3199, Backward time: 3.2289, DDP time: 0.0038, Total iter time: 5.5978 [2020-11-08 11:27:39,610][root][INFO] - ===> Epoch[196](976/5): Loss -0.4758, Sem 0.1623, dir -0.9262, norm 0.2880, swav 0.0000 LR: 8.225e-02 Score 94.807 Data time: 0.1536, Forward time: 2.3193, Backward time: 3.2302, DDP time: 0.0038, Total iter time: 6.5782 [2020-11-08 11:27:45,677][root][INFO] - ===> Epoch[196](977/5): Loss -0.5368, Sem 0.1615, dir -0.9400, norm 0.2417, swav 0.0000 LR: 8.223e-02 Score 94.860 Data time: 0.2311, Forward time: 2.3189, Backward time: 3.2308, DDP time: 0.0038, Total iter time: 5.9920 [2020-11-08 11:27:51,755][root][INFO] - ===> Epoch[196](978/5): Loss -0.4827, Sem 0.1818, dir -0.9371, norm 0.2726, swav 0.0000 LR: 8.221e-02 Score 94.368 Data time: 0.2844, Forward time: 2.3197, Backward time: 3.2301, DDP time: 0.0038, Total iter time: 5.9693 [2020-11-08 11:27:57,313][root][INFO] - ===> Epoch[196](979/5): Loss -0.4667, Sem 0.1718, dir -0.9324, norm 0.2939, swav 0.0000 LR: 8.220e-02 Score 94.492 Data time: 0.2076, Forward time: 2.3195, Backward time: 3.2299, DDP time: 0.0038, Total iter time: 5.4432 [2020-11-08 11:28:03,730][root][INFO] - ===> Epoch[196](980/5): Loss -0.5303, Sem 0.1890, dir -0.9446, norm 0.2253, swav 0.0000 LR: 8.218e-02 Score 93.767 Data time: 0.2659, Forward time: 2.3200, Backward time: 3.2299, DDP time: 0.0038, Total iter time: 6.3046 [2020-11-08 11:28:10,685][root][INFO] - ===> Epoch[197](981/5): Loss -0.4996, Sem 0.1584, dir -0.9321, norm 0.2741, swav 0.0000 LR: 8.216e-02 Score 94.887 Data time: 0.2184, Forward time: 2.3202, Backward time: 3.2306, DDP time: 0.0038, Total iter time: 6.8123 [2020-11-08 11:28:16,149][root][INFO] - ===> Epoch[197](982/5): Loss -0.5171, Sem 0.1642, dir -0.9437, norm 0.2623, swav 0.0000 LR: 8.214e-02 Score 94.962 Data time: 0.1980, Forward time: 2.3202, Backward time: 3.2301, DDP time: 0.0038, Total iter time: 5.3417 [2020-11-08 11:28:22,062][root][INFO] - ===> Epoch[197](983/5): Loss -0.4697, Sem 0.1885, dir -0.9343, norm 0.2761, swav 0.0000 LR: 8.212e-02 Score 93.960 Data time: 0.2172, Forward time: 2.3201, Backward time: 3.2302, DDP time: 0.0038, Total iter time: 5.7852 [2020-11-08 11:28:27,649][root][INFO] - ===> Epoch[197](984/5): Loss -0.5000, Sem 0.1757, dir -0.9341, norm 0.2583, swav 0.0000 LR: 8.210e-02 Score 94.242 Data time: 0.2475, Forward time: 2.3200, Backward time: 3.2299, DDP time: 0.0038, Total iter time: 5.4529 [2020-11-08 11:28:33,604][root][INFO] - ===> Epoch[197](985/5): Loss -0.5457, Sem 0.1539, dir -0.9409, norm 0.2413, swav 0.0000 LR: 8.208e-02 Score 95.131 Data time: 0.2195, Forward time: 2.3200, Backward time: 3.2298, DDP time: 0.0038, Total iter time: 5.8229 [2020-11-08 11:28:39,264][root][INFO] - ===> Epoch[198](986/5): Loss -0.4959, Sem 0.1706, dir -0.9356, norm 0.2690, swav 0.0000 LR: 8.207e-02 Score 94.490 Data time: 0.2093, Forward time: 2.3199, Backward time: 3.2296, DDP time: 0.0038, Total iter time: 5.5371 [2020-11-08 11:28:44,503][root][INFO] - ===> Epoch[198](987/5): Loss -0.5045, Sem 0.1819, dir -0.9390, norm 0.2526, swav 0.0000 LR: 8.205e-02 Score 94.365 Data time: 0.1584, Forward time: 2.3195, Backward time: 3.2293, DDP time: 0.0038, Total iter time: 5.0816 [2020-11-08 11:28:49,273][root][INFO] - ===> Epoch[198](988/5): Loss -0.5090, Sem 0.1784, dir -0.9394, norm 0.2520, swav 0.0000 LR: 8.203e-02 Score 94.371 Data time: 0.2218, Forward time: 2.3193, Backward time: 3.2283, DDP time: 0.0038, Total iter time: 4.6816 [2020-11-08 11:28:57,091][root][INFO] - ===> Epoch[198](989/5): Loss -0.5309, Sem 0.1721, dir -0.9425, norm 0.2395, swav 0.0000 LR: 8.201e-02 Score 94.466 Data time: 0.2053, Forward time: 2.3190, Backward time: 3.2304, DDP time: 0.0038, Total iter time: 7.6999 [2020-11-08 11:29:02,832][root][INFO] - ===> Epoch[198](990/5): Loss -0.5313, Sem 0.1608, dir -0.9425, norm 0.2504, swav 0.0000 LR: 8.199e-02 Score 94.926 Data time: 0.2074, Forward time: 2.3188, Backward time: 3.2304, DDP time: 0.0038, Total iter time: 5.6276 [2020-11-08 11:29:08,089][root][INFO] - ===> Epoch[199](991/5): Loss -0.5009, Sem 0.1777, dir -0.9438, norm 0.2652, swav 0.0000 LR: 8.197e-02 Score 94.119 Data time: 0.2180, Forward time: 2.3183, Backward time: 3.2301, DDP time: 0.0038, Total iter time: 5.1383 [2020-11-08 11:29:14,043][root][INFO] - ===> Epoch[199](992/5): Loss -0.5200, Sem 0.1727, dir -0.9413, norm 0.2486, swav 0.0000 LR: 8.196e-02 Score 94.759 Data time: 0.1281, Forward time: 2.3173, Backward time: 3.2313, DDP time: 0.0038, Total iter time: 5.8548 [2020-11-08 11:29:18,937][root][INFO] - ===> Epoch[199](993/5): Loss -0.5718, Sem 0.1463, dir -0.9425, norm 0.2244, swav 0.0000 LR: 8.194e-02 Score 95.357 Data time: 0.2104, Forward time: 2.3168, Backward time: 3.2308, DDP time: 0.0038, Total iter time: 4.8226 [2020-11-08 11:29:26,157][root][INFO] - ===> Epoch[199](994/5): Loss -0.5455, Sem 0.1740, dir -0.9429, norm 0.2234, swav 0.0000 LR: 8.192e-02 Score 94.318 Data time: 0.3574, Forward time: 2.3181, Backward time: 3.2307, DDP time: 0.0038, Total iter time: 7.1171 [2020-11-08 11:29:32,708][root][INFO] - ===> Epoch[199](995/5): Loss -0.5260, Sem 0.1697, dir -0.9395, norm 0.2438, swav 0.0000 LR: 8.190e-02 Score 94.573 Data time: 0.1387, Forward time: 2.3174, Backward time: 3.2321, DDP time: 0.0038, Total iter time: 6.4096 [2020-11-08 11:29:39,323][root][INFO] - ===> Epoch[200](996/5): Loss -0.5080, Sem 0.1786, dir -0.9439, norm 0.2574, swav 0.0000 LR: 8.188e-02 Score 94.434 Data time: 0.2003, Forward time: 2.3173, Backward time: 3.2328, DDP time: 0.0038, Total iter time: 6.4730 [2020-11-08 11:29:45,664][root][INFO] - ===> Epoch[200](997/5): Loss -0.5076, Sem 0.1894, dir -0.9331, norm 0.2361, swav 0.0000 LR: 8.186e-02 Score 93.678 Data time: 0.1793, Forward time: 2.3169, Backward time: 3.2336, DDP time: 0.0038, Total iter time: 6.2436 [2020-11-08 11:29:51,499][root][INFO] - ===> Epoch[200](998/5): Loss -0.4911, Sem 0.1750, dir -0.9407, norm 0.2746, swav 0.0000 LR: 8.185e-02 Score 94.276 Data time: 0.2414, Forward time: 2.3171, Backward time: 3.2333, DDP time: 0.0038, Total iter time: 5.7262 [2020-11-08 11:29:56,907][root][INFO] - ===> Epoch[200](999/5): Loss -0.5253, Sem 0.1733, dir -0.9405, norm 0.2418, swav 0.0000 LR: 8.183e-02 Score 94.412 Data time: 0.2280, Forward time: 2.3171, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 5.2686 [2020-11-08 11:30:04,053][root][INFO] - ===> Epoch[200](1000/5): Loss -0.5198, Sem 0.1730, dir -0.9394, norm 0.2465, swav 0.0000 LR: 8.181e-02 Score 94.473 Data time: 0.2729, Forward time: 2.3177, Backward time: 3.2332, DDP time: 0.0038, Total iter time: 7.0428 [2020-11-08 11:30:04,896][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 11:30:05,092][root][INFO] - ===> Start testing [2020-11-08 11:31:29,045][root][INFO] - 101/312: Data time: 0.0071, Iter time: 0.2800 Loss 1.314 (AVG: 0.753) Score 71.266 (AVG: 84.338) mIOU 60.094 mAP 68.649 mAcc 71.799 IOU: 78.365 96.315 49.809 71.662 88.112 79.676 70.579 48.628 44.969 56.947 24.537 49.851 53.019 60.225 44.582 39.869 80.620 51.097 84.031 28.983 mAP: 79.144 95.873 58.328 58.506 86.677 80.759 75.641 59.535 57.280 59.043 49.747 47.414 59.821 67.745 58.218 80.856 97.153 74.875 80.353 46.002 mAcc: 89.777 98.329 77.694 74.287 94.695 82.590 86.076 69.503 55.549 65.083 28.607 71.722 68.234 66.981 63.556 56.516 97.689 57.747 92.824 38.519 [2020-11-08 11:32:54,397][root][INFO] - 201/312: Data time: 0.0079, Iter time: 0.5422 Loss 0.230 (AVG: 0.709) Score 93.119 (AVG: 84.665) mIOU 60.646 mAP 69.377 mAcc 73.047 IOU: 80.215 96.142 47.475 66.214 87.397 81.450 67.164 52.004 49.864 63.874 27.831 47.014 48.716 57.177 36.750 50.768 83.507 55.890 82.180 31.286 mAP: 80.846 95.923 58.579 65.983 87.809 80.676 73.003 62.407 59.775 61.613 47.518 47.787 60.096 66.002 54.902 80.779 96.143 77.654 78.813 51.233 mAcc: 90.448 98.269 75.013 67.894 94.020 86.610 79.917 73.459 63.021 77.538 33.046 74.414 70.358 67.042 55.288 60.662 97.030 65.903 92.194 38.812 [2020-11-08 11:34:24,175][root][INFO] - 301/312: Data time: 0.0067, Iter time: 0.3478 Loss 1.746 (AVG: 0.753) Score 74.015 (AVG: 84.213) mIOU 59.172 mAP 68.369 mAcc 71.856 IOU: 80.192 96.206 46.221 60.494 85.967 75.293 65.945 51.621 48.815 65.364 27.440 49.030 46.992 50.586 32.980 49.841 83.302 57.554 80.108 29.498 mAP: 80.739 95.876 57.554 62.354 87.177 73.752 69.665 64.782 57.555 61.156 49.617 56.556 58.699 61.653 48.939 77.794 95.622 79.167 79.544 49.177 mAcc: 90.363 98.302 75.249 61.787 92.743 82.406 81.178 72.759 62.742 78.760 33.296 77.169 64.698 59.163 50.371 59.453 96.826 69.664 92.878 37.317 [2020-11-08 11:34:34,049][root][INFO] - 312/312: Data time: 0.0037, Iter time: 0.3546 Loss 0.201 (AVG: 0.747) Score 94.444 (AVG: 84.252) mIOU 59.252 mAP 68.456 mAcc 72.047 IOU: 80.214 96.189 46.271 60.340 86.117 74.695 66.318 51.467 49.228 64.677 28.449 49.478 46.298 52.193 32.673 50.353 82.984 57.354 79.779 29.969 mAP: 80.625 95.964 57.626 62.232 87.617 73.447 69.853 64.300 57.634 61.393 49.885 56.087 58.240 62.750 48.939 78.260 95.683 79.029 80.141 49.419 mAcc: 90.347 98.317 75.354 61.602 92.918 82.493 81.051 72.822 63.074 78.088 34.473 77.148 64.745 60.389 50.389 60.085 96.874 69.971 93.071 37.724 [2020-11-08 11:34:34,052][root][INFO] - Finished test. Elapsed time: 268.9561 [2020-11-08 11:34:49,149][root][INFO] - [2020-11-08 11:34:49,150][root][INFO] - ################################################################ [2020-11-08 11:34:49,150][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 11:34:49,151][root][INFO] - ################################################################ [2020-11-08 11:34:49,151][root][INFO] - cabinet : 0.158 0.364 0.621 [2020-11-08 11:34:49,151][root][INFO] - bed : 0.270 0.540 0.615 [2020-11-08 11:34:49,151][root][INFO] - chair : 0.665 0.817 0.879 [2020-11-08 11:34:49,151][root][INFO] - sofa : 0.374 0.580 0.816 [2020-11-08 11:34:49,151][root][INFO] - table : 0.378 0.574 0.712 [2020-11-08 11:34:49,151][root][INFO] - door : 0.190 0.407 0.573 [2020-11-08 11:34:49,151][root][INFO] - window : 0.081 0.183 0.424 [2020-11-08 11:34:49,151][root][INFO] - bookshelf : 0.147 0.438 0.681 [2020-11-08 11:34:49,151][root][INFO] - picture : 0.130 0.246 0.349 [2020-11-08 11:34:49,151][root][INFO] - counter : 0.027 0.102 0.394 [2020-11-08 11:34:49,151][root][INFO] - desk : 0.024 0.101 0.416 [2020-11-08 11:34:49,151][root][INFO] - curtain : 0.123 0.202 0.424 [2020-11-08 11:34:49,151][root][INFO] - refrigerator : 0.241 0.352 0.374 [2020-11-08 11:34:49,151][root][INFO] - shower curtain : 0.270 0.451 0.535 [2020-11-08 11:34:49,151][root][INFO] - toilet : 0.771 0.948 0.999 [2020-11-08 11:34:49,151][root][INFO] - sink : 0.149 0.455 0.825 [2020-11-08 11:34:49,151][root][INFO] - bathtub : 0.528 0.858 0.858 [2020-11-08 11:34:49,151][root][INFO] - otherfurniture : 0.245 0.373 0.522 [2020-11-08 11:34:49,152][root][INFO] - ---------------------------------------------------------------- [2020-11-08 11:34:49,152][root][INFO] - average : 0.265 0.444 0.612 [2020-11-08 11:34:49,152][root][INFO] - [2020-11-08 11:34:49,430][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 11:34:50,246][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 11:34:50,453][root][INFO] - Current best mIoU: 59.252 at iter 1000 [2020-11-08 11:34:55,199][root][INFO] - ===> Epoch[201](1001/5): Loss -0.5267, Sem 0.1646, dir -0.9418, norm 0.2505, swav 0.0000 LR: 8.179e-02 Score 94.846 Data time: 0.2158, Forward time: 2.3176, Backward time: 3.2322, DDP time: 0.0038, Total iter time: 4.7400 [2020-11-08 11:35:00,929][root][INFO] - ===> Epoch[201](1002/5): Loss -0.4907, Sem 0.1872, dir -0.9326, norm 0.2548, swav 0.0000 LR: 8.177e-02 Score 94.189 Data time: 0.2724, Forward time: 2.3181, Backward time: 3.2315, DDP time: 0.0038, Total iter time: 5.6273 [2020-11-08 11:35:07,278][root][INFO] - ===> Epoch[201](1003/5): Loss -0.5022, Sem 0.1882, dir -0.9418, norm 0.2514, swav 0.0000 LR: 8.175e-02 Score 93.900 Data time: 0.2341, Forward time: 2.3185, Backward time: 3.2316, DDP time: 0.0038, Total iter time: 6.2231 [2020-11-08 11:35:13,686][root][INFO] - ===> Epoch[201](1004/5): Loss -0.5252, Sem 0.1696, dir -0.9413, norm 0.2465, swav 0.0000 LR: 8.174e-02 Score 94.725 Data time: 0.1391, Forward time: 2.3177, Backward time: 3.2328, DDP time: 0.0038, Total iter time: 6.2928 [2020-11-08 11:35:21,223][root][INFO] - ===> Epoch[201](1005/5): Loss -0.5165, Sem 0.1841, dir -0.9400, norm 0.2394, swav 0.0000 LR: 8.172e-02 Score 93.893 Data time: 0.2178, Forward time: 2.3175, Backward time: 3.2345, DDP time: 0.0038, Total iter time: 7.4414 [2020-11-08 11:35:27,864][root][INFO] - ===> Epoch[202](1006/5): Loss -0.5436, Sem 0.1560, dir -0.9447, norm 0.2451, swav 0.0000 LR: 8.170e-02 Score 94.986 Data time: 0.2757, Forward time: 2.3183, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 6.5214 [2020-11-08 11:35:33,944][root][INFO] - ===> Epoch[202](1007/5): Loss -0.5133, Sem 0.1666, dir -0.9386, norm 0.2587, swav 0.0000 LR: 8.168e-02 Score 94.666 Data time: 0.1876, Forward time: 2.3180, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 5.9177 [2020-11-08 11:35:39,594][root][INFO] - ===> Epoch[202](1008/5): Loss -0.4929, Sem 0.1858, dir -0.9413, norm 0.2626, swav 0.0000 LR: 8.166e-02 Score 94.207 Data time: 0.2137, Forward time: 2.3180, Backward time: 3.2344, DDP time: 0.0038, Total iter time: 5.5361 [2020-11-08 11:35:46,395][root][INFO] - ===> Epoch[202](1009/5): Loss -0.5307, Sem 0.1779, dir -0.9419, norm 0.2333, swav 0.0000 LR: 8.164e-02 Score 94.411 Data time: 0.2813, Forward time: 2.3185, Backward time: 3.2346, DDP time: 0.0038, Total iter time: 6.6737 [2020-11-08 11:35:52,233][root][INFO] - ===> Epoch[202](1010/5): Loss -0.5654, Sem 0.1561, dir -0.9418, norm 0.2204, swav 0.0000 LR: 8.162e-02 Score 94.912 Data time: 0.1576, Forward time: 2.3180, Backward time: 3.2349, DDP time: 0.0038, Total iter time: 5.6801 [2020-11-08 11:35:58,648][root][INFO] - ===> Epoch[203](1011/5): Loss -0.5244, Sem 0.1665, dir -0.9427, norm 0.2518, swav 0.0000 LR: 8.161e-02 Score 94.618 Data time: 0.2269, Forward time: 2.3180, Backward time: 3.2353, DDP time: 0.0038, Total iter time: 6.2966 [2020-11-08 11:36:04,428][root][INFO] - ===> Epoch[203](1012/5): Loss -0.4969, Sem 0.1891, dir -0.9358, norm 0.2498, swav 0.0000 LR: 8.159e-02 Score 93.885 Data time: 0.1502, Forward time: 2.3173, Backward time: 3.2358, DDP time: 0.0038, Total iter time: 5.6565 [2020-11-08 11:36:10,177][root][INFO] - ===> Epoch[203](1013/5): Loss -0.5306, Sem 0.1639, dir -0.9388, norm 0.2443, swav 0.0000 LR: 8.157e-02 Score 94.649 Data time: 0.2165, Forward time: 2.3171, Backward time: 3.2359, DDP time: 0.0038, Total iter time: 5.6583 [2020-11-08 11:36:16,136][root][INFO] - ===> Epoch[203](1014/5): Loss -0.5364, Sem 0.1543, dir -0.9418, norm 0.2511, swav 0.0000 LR: 8.155e-02 Score 95.168 Data time: 0.1384, Forward time: 2.3162, Backward time: 3.2369, DDP time: 0.0038, Total iter time: 5.8412 [2020-11-08 11:36:23,296][root][INFO] - ===> Epoch[203](1015/5): Loss -0.5636, Sem 0.1571, dir -0.9452, norm 0.2245, swav 0.0000 LR: 8.153e-02 Score 94.982 Data time: 0.2494, Forward time: 2.3164, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 7.1271 [2020-11-08 11:36:29,655][root][INFO] - ===> Epoch[204](1016/5): Loss -0.5550, Sem 0.1614, dir -0.9442, norm 0.2278, swav 0.0000 LR: 8.151e-02 Score 94.837 Data time: 0.2774, Forward time: 2.3173, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 6.2519 [2020-11-08 11:36:36,332][root][INFO] - ===> Epoch[204](1017/5): Loss -0.5470, Sem 0.1509, dir -0.9379, norm 0.2400, swav 0.0000 LR: 8.150e-02 Score 95.318 Data time: 0.1429, Forward time: 2.3166, Backward time: 3.2389, DDP time: 0.0038, Total iter time: 6.5392 [2020-11-08 11:36:41,953][root][INFO] - ===> Epoch[204](1018/5): Loss -0.4997, Sem 0.1713, dir -0.9401, norm 0.2691, swav 0.0000 LR: 8.148e-02 Score 94.575 Data time: 0.2227, Forward time: 2.3165, Backward time: 3.2387, DDP time: 0.0038, Total iter time: 5.5536 [2020-11-08 11:36:48,443][root][INFO] - ===> Epoch[204](1019/5): Loss -0.5170, Sem 0.1695, dir -0.9377, norm 0.2512, swav 0.0000 LR: 8.146e-02 Score 94.562 Data time: 0.2643, Forward time: 2.3173, Backward time: 3.2385, DDP time: 0.0038, Total iter time: 6.3797 [2020-11-08 11:36:54,099][root][INFO] - ===> Epoch[204](1020/5): Loss -0.5210, Sem 0.1608, dir -0.9382, norm 0.2564, swav 0.0000 LR: 8.144e-02 Score 94.881 Data time: 0.2084, Forward time: 2.3173, Backward time: 3.2382, DDP time: 0.0038, Total iter time: 5.4973 [2020-11-08 11:36:59,962][root][INFO] - ===> Epoch[205](1021/5): Loss -0.5002, Sem 0.1514, dir -0.9334, norm 0.2817, swav 0.0000 LR: 8.142e-02 Score 95.115 Data time: 0.2860, Forward time: 2.3180, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 5.7480 [2020-11-08 11:37:06,242][root][INFO] - ===> Epoch[205](1022/5): Loss -0.5401, Sem 0.1564, dir -0.9432, norm 0.2467, swav 0.0000 LR: 8.140e-02 Score 95.051 Data time: 0.3190, Forward time: 2.3188, Backward time: 3.2368, DDP time: 0.0038, Total iter time: 6.1521 [2020-11-08 11:37:12,410][root][INFO] - ===> Epoch[205](1023/5): Loss -0.5224, Sem 0.1748, dir -0.9375, norm 0.2402, swav 0.0000 LR: 8.139e-02 Score 94.325 Data time: 0.2849, Forward time: 2.3195, Backward time: 3.2363, DDP time: 0.0038, Total iter time: 6.0460 [2020-11-08 11:37:18,207][root][INFO] - ===> Epoch[205](1024/5): Loss -0.5326, Sem 0.1687, dir -0.9435, norm 0.2422, swav 0.0000 LR: 8.137e-02 Score 94.598 Data time: 0.2663, Forward time: 2.3201, Backward time: 3.2355, DDP time: 0.0038, Total iter time: 5.6753 [2020-11-08 11:37:24,184][root][INFO] - ===> Epoch[205](1025/5): Loss -0.5068, Sem 0.1828, dir -0.9348, norm 0.2452, swav 0.0000 LR: 8.135e-02 Score 94.280 Data time: 0.2177, Forward time: 2.3201, Backward time: 3.2356, DDP time: 0.0038, Total iter time: 5.8492 [2020-11-08 11:37:29,926][root][INFO] - ===> Epoch[206](1026/5): Loss -0.4996, Sem 0.1615, dir -0.9322, norm 0.2711, swav 0.0000 LR: 8.133e-02 Score 94.844 Data time: 0.2923, Forward time: 2.3207, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 5.6369 [2020-11-08 11:37:35,897][root][INFO] - ===> Epoch[206](1027/5): Loss -0.5201, Sem 0.1569, dir -0.9390, norm 0.2621, swav 0.0000 LR: 8.131e-02 Score 94.893 Data time: 0.2489, Forward time: 2.3211, Backward time: 3.2342, DDP time: 0.0038, Total iter time: 5.8523 [2020-11-08 11:37:41,772][root][INFO] - ===> Epoch[206](1028/5): Loss -0.5298, Sem 0.1770, dir -0.9455, norm 0.2387, swav 0.0000 LR: 8.129e-02 Score 94.530 Data time: 0.2331, Forward time: 2.3213, Backward time: 3.2339, DDP time: 0.0038, Total iter time: 5.7514 [2020-11-08 11:37:47,108][root][INFO] - ===> Epoch[206](1029/5): Loss -0.5314, Sem 0.1716, dir -0.9430, norm 0.2400, swav 0.0000 LR: 8.128e-02 Score 94.615 Data time: 0.2298, Forward time: 2.3214, Backward time: 3.2332, DDP time: 0.0038, Total iter time: 5.2267 [2020-11-08 11:37:53,787][root][INFO] - ===> Epoch[206](1030/5): Loss -0.5484, Sem 0.1608, dir -0.9449, norm 0.2356, swav 0.0000 LR: 8.126e-02 Score 94.846 Data time: 0.2830, Forward time: 2.3220, Backward time: 3.2332, DDP time: 0.0038, Total iter time: 6.5520 [2020-11-08 11:37:58,832][root][INFO] - ===> Epoch[207](1031/5): Loss -0.5409, Sem 0.1691, dir -0.9446, norm 0.2346, swav 0.0000 LR: 8.124e-02 Score 94.621 Data time: 0.2198, Forward time: 2.3222, Backward time: 3.2322, DDP time: 0.0038, Total iter time: 4.9216 [2020-11-08 11:38:04,915][root][INFO] - ===> Epoch[207](1032/5): Loss -0.5734, Sem 0.1428, dir -0.9429, norm 0.2267, swav 0.0000 LR: 8.122e-02 Score 95.379 Data time: 0.1818, Forward time: 2.3217, Backward time: 3.2328, DDP time: 0.0038, Total iter time: 5.9469 [2020-11-08 11:38:12,377][root][INFO] - ===> Epoch[207](1033/5): Loss -0.5229, Sem 0.1744, dir -0.9383, norm 0.2411, swav 0.0000 LR: 8.120e-02 Score 94.366 Data time: 0.2540, Forward time: 2.3217, Backward time: 3.2341, DDP time: 0.0038, Total iter time: 7.3655 [2020-11-08 11:38:17,602][root][INFO] - ===> Epoch[207](1034/5): Loss -0.4940, Sem 0.1770, dir -0.9417, norm 0.2708, swav 0.0000 LR: 8.118e-02 Score 94.432 Data time: 0.2420, Forward time: 2.3220, Backward time: 3.2331, DDP time: 0.0038, Total iter time: 5.0915 [2020-11-08 11:38:22,678][root][INFO] - ===> Epoch[207](1035/5): Loss -0.5283, Sem 0.1697, dir -0.9400, norm 0.2420, swav 0.0000 LR: 8.116e-02 Score 94.542 Data time: 0.1735, Forward time: 2.3217, Backward time: 3.2326, DDP time: 0.0038, Total iter time: 4.9493 [2020-11-08 11:38:28,681][root][INFO] - ===> Epoch[208](1036/5): Loss -0.5095, Sem 0.1636, dir -0.9378, norm 0.2647, swav 0.0000 LR: 8.115e-02 Score 94.638 Data time: 0.3136, Forward time: 2.3224, Backward time: 3.2319, DDP time: 0.0038, Total iter time: 5.8860 [2020-11-08 11:38:34,595][root][INFO] - ===> Epoch[208](1037/5): Loss -0.5254, Sem 0.1950, dir -0.9492, norm 0.2288, swav 0.0000 LR: 8.113e-02 Score 94.214 Data time: 0.2165, Forward time: 2.3225, Backward time: 3.2318, DDP time: 0.0038, Total iter time: 5.7952 [2020-11-08 11:38:40,867][root][INFO] - ===> Epoch[208](1038/5): Loss -0.5506, Sem 0.1583, dir -0.9404, norm 0.2315, swav 0.0000 LR: 8.111e-02 Score 94.947 Data time: 0.2228, Forward time: 2.3225, Backward time: 3.2320, DDP time: 0.0038, Total iter time: 6.1521 [2020-11-08 11:38:46,800][root][INFO] - ===> Epoch[208](1039/5): Loss -0.5289, Sem 0.1676, dir -0.9407, norm 0.2442, swav 0.0000 LR: 8.109e-02 Score 94.771 Data time: 0.2737, Forward time: 2.3232, Backward time: 3.2313, DDP time: 0.0038, Total iter time: 5.8139 [2020-11-08 11:38:52,594][root][INFO] - ===> Epoch[208](1040/5): Loss -0.5387, Sem 0.1642, dir -0.9443, norm 0.2414, swav 0.0000 LR: 8.107e-02 Score 94.889 Data time: 0.2152, Forward time: 2.3228, Backward time: 3.2315, DDP time: 0.0038, Total iter time: 5.6617 [2020-11-08 11:38:59,067][root][INFO] - ===> Epoch[209](1041/5): Loss -0.5642, Sem 0.1468, dir -0.9438, norm 0.2327, swav 0.0000 LR: 8.105e-02 Score 95.233 Data time: 0.1890, Forward time: 2.3225, Backward time: 3.2323, DDP time: 0.0038, Total iter time: 6.3674 [2020-11-08 11:39:05,037][root][INFO] - ===> Epoch[209](1042/5): Loss -0.5466, Sem 0.1706, dir -0.9465, norm 0.2293, swav 0.0000 LR: 8.104e-02 Score 94.416 Data time: 0.2014, Forward time: 2.3225, Backward time: 3.2324, DDP time: 0.0038, Total iter time: 5.8615 [2020-11-08 11:39:10,101][root][INFO] - ===> Epoch[209](1043/5): Loss -0.5481, Sem 0.1746, dir -0.9442, norm 0.2215, swav 0.0000 LR: 8.102e-02 Score 94.168 Data time: 0.1731, Forward time: 2.3220, Backward time: 3.2320, DDP time: 0.0038, Total iter time: 4.9450 [2020-11-08 11:39:16,380][root][INFO] - ===> Epoch[209](1044/5): Loss -0.5154, Sem 0.1715, dir -0.9320, norm 0.2451, swav 0.0000 LR: 8.100e-02 Score 94.508 Data time: 0.2134, Forward time: 2.3219, Backward time: 3.2324, DDP time: 0.0038, Total iter time: 6.1746 [2020-11-08 11:39:22,369][root][INFO] - ===> Epoch[209](1045/5): Loss -0.4813, Sem 0.1660, dir -0.9344, norm 0.2871, swav 0.0000 LR: 8.098e-02 Score 94.685 Data time: 0.1476, Forward time: 2.3213, Backward time: 3.2331, DDP time: 0.0038, Total iter time: 5.8737 [2020-11-08 11:39:29,246][root][INFO] - ===> Epoch[210](1046/5): Loss -0.5342, Sem 0.1608, dir -0.9401, norm 0.2452, swav 0.0000 LR: 8.096e-02 Score 94.863 Data time: 0.2261, Forward time: 2.3210, Backward time: 3.2342, DDP time: 0.0038, Total iter time: 6.8190 [2020-11-08 11:39:38,367][root][INFO] - ===> Epoch[210](1047/5): Loss -0.5317, Sem 0.1616, dir -0.9425, norm 0.2492, swav 0.0000 LR: 8.094e-02 Score 94.495 Data time: 0.1814, Forward time: 2.3207, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 9.0114 [2020-11-08 11:39:44,027][root][INFO] - ===> Epoch[210](1048/5): Loss -0.5563, Sem 0.1565, dir -0.9437, norm 0.2310, swav 0.0000 LR: 8.093e-02 Score 95.153 Data time: 0.2101, Forward time: 2.3204, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 5.5537 [2020-11-08 11:39:51,371][root][INFO] - ===> Epoch[210](1049/5): Loss -0.5269, Sem 0.1729, dir -0.9418, norm 0.2420, swav 0.0000 LR: 8.091e-02 Score 94.385 Data time: 0.2782, Forward time: 2.3211, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 7.2290 [2020-11-08 11:39:57,060][root][INFO] - ===> Epoch[210](1050/5): Loss -0.5175, Sem 0.1820, dir -0.9405, norm 0.2410, swav 0.0000 LR: 8.089e-02 Score 93.905 Data time: 0.1943, Forward time: 2.3208, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 5.5453 [2020-11-08 11:40:03,192][root][INFO] - ===> Epoch[211](1051/5): Loss -0.5180, Sem 0.1694, dir -0.9394, norm 0.2520, swav 0.0000 LR: 8.087e-02 Score 94.592 Data time: 0.1982, Forward time: 2.3207, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 6.0353 [2020-11-08 11:40:08,344][root][INFO] - ===> Epoch[211](1052/5): Loss -0.5502, Sem 0.1568, dir -0.9437, norm 0.2368, swav 0.0000 LR: 8.085e-02 Score 94.889 Data time: 0.2115, Forward time: 2.3207, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 5.0355 [2020-11-08 11:40:14,139][root][INFO] - ===> Epoch[211](1053/5): Loss -0.5064, Sem 0.1464, dir -0.9333, norm 0.2805, swav 0.0000 LR: 8.083e-02 Score 95.342 Data time: 0.1581, Forward time: 2.3199, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 5.6672 [2020-11-08 11:40:19,640][root][INFO] - ===> Epoch[211](1054/5): Loss -0.5120, Sem 0.1825, dir -0.9372, norm 0.2426, swav 0.0000 LR: 8.081e-02 Score 94.141 Data time: 0.2809, Forward time: 2.3204, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 5.4093 [2020-11-08 11:40:25,785][root][INFO] - ===> Epoch[211](1055/5): Loss -0.5432, Sem 0.1675, dir -0.9448, norm 0.2341, swav 0.0000 LR: 8.080e-02 Score 94.587 Data time: 0.1895, Forward time: 2.3202, Backward time: 3.2375, DDP time: 0.0038, Total iter time: 6.0028 [2020-11-08 11:40:31,522][root][INFO] - ===> Epoch[212](1056/5): Loss -0.5464, Sem 0.1569, dir -0.9414, norm 0.2380, swav 0.0000 LR: 8.078e-02 Score 94.935 Data time: 0.2148, Forward time: 2.3201, Backward time: 3.2373, DDP time: 0.0038, Total iter time: 5.6168 [2020-11-08 11:40:37,521][root][INFO] - ===> Epoch[212](1057/5): Loss -0.5193, Sem 0.1646, dir -0.9418, norm 0.2579, swav 0.0000 LR: 8.076e-02 Score 94.769 Data time: 0.2020, Forward time: 2.3201, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 5.8755 [2020-11-08 11:40:44,094][root][INFO] - ===> Epoch[212](1058/5): Loss -0.5365, Sem 0.1709, dir -0.9422, norm 0.2348, swav 0.0000 LR: 8.074e-02 Score 94.579 Data time: 0.1476, Forward time: 2.3195, Backward time: 3.2386, DDP time: 0.0038, Total iter time: 6.4537 [2020-11-08 11:40:49,912][root][INFO] - ===> Epoch[212](1059/5): Loss -0.5645, Sem 0.1445, dir -0.9425, norm 0.2335, swav 0.0000 LR: 8.072e-02 Score 95.279 Data time: 0.2235, Forward time: 2.3197, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 5.7204 [2020-11-08 11:40:57,333][root][INFO] - ===> Epoch[212](1060/5): Loss -0.4877, Sem 0.1795, dir -0.9380, norm 0.2708, swav 0.0000 LR: 8.070e-02 Score 94.140 Data time: 0.2286, Forward time: 2.3198, Backward time: 3.2395, DDP time: 0.0038, Total iter time: 7.2988 [2020-11-08 11:41:03,641][root][INFO] - ===> Epoch[213](1061/5): Loss -0.4987, Sem 0.1684, dir -0.9401, norm 0.2730, swav 0.0000 LR: 8.069e-02 Score 94.768 Data time: 0.2581, Forward time: 2.3201, Backward time: 3.2394, DDP time: 0.0038, Total iter time: 6.1914 [2020-11-08 11:41:09,664][root][INFO] - ===> Epoch[213](1062/5): Loss -0.5448, Sem 0.1662, dir -0.9429, norm 0.2319, swav 0.0000 LR: 8.067e-02 Score 94.500 Data time: 0.3358, Forward time: 2.3208, Backward time: 3.2387, DDP time: 0.0038, Total iter time: 5.8709 [2020-11-08 11:41:15,300][root][INFO] - ===> Epoch[213](1063/5): Loss -0.5113, Sem 0.1648, dir -0.9403, norm 0.2642, swav 0.0000 LR: 8.065e-02 Score 94.668 Data time: 0.2069, Forward time: 2.3207, Backward time: 3.2385, DDP time: 0.0038, Total iter time: 5.5222 [2020-11-08 11:41:21,542][root][INFO] - ===> Epoch[213](1064/5): Loss -0.5405, Sem 0.1507, dir -0.9412, norm 0.2500, swav 0.0000 LR: 8.063e-02 Score 95.060 Data time: 0.2970, Forward time: 2.3216, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 6.1304 [2020-11-08 11:41:27,536][root][INFO] - ===> Epoch[213](1065/5): Loss -0.5622, Sem 0.1643, dir -0.9440, norm 0.2175, swav 0.0000 LR: 8.061e-02 Score 94.801 Data time: 0.1770, Forward time: 2.3212, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 5.8777 [2020-11-08 11:41:33,109][root][INFO] - ===> Epoch[214](1066/5): Loss -0.5138, Sem 0.1776, dir -0.9428, norm 0.2515, swav 0.0000 LR: 8.059e-02 Score 94.155 Data time: 0.1831, Forward time: 2.3209, Backward time: 3.2382, DDP time: 0.0038, Total iter time: 5.4800 [2020-11-08 11:41:38,715][root][INFO] - ===> Epoch[214](1067/5): Loss -0.5414, Sem 0.1656, dir -0.9399, norm 0.2329, swav 0.0000 LR: 8.057e-02 Score 94.581 Data time: 0.1536, Forward time: 2.3202, Backward time: 3.2386, DDP time: 0.0038, Total iter time: 5.4934 [2020-11-08 11:41:44,878][root][INFO] - ===> Epoch[214](1068/5): Loss -0.5094, Sem 0.1655, dir -0.9412, norm 0.2663, swav 0.0000 LR: 8.056e-02 Score 94.811 Data time: 0.2595, Forward time: 2.3203, Backward time: 3.2386, DDP time: 0.0038, Total iter time: 6.0827 [2020-11-08 11:41:51,711][root][INFO] - ===> Epoch[214](1069/5): Loss -0.5364, Sem 0.1596, dir -0.9379, norm 0.2419, swav 0.0000 LR: 8.054e-02 Score 94.999 Data time: 0.3365, Forward time: 2.3214, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 6.7129 [2020-11-08 11:41:56,802][root][INFO] - ===> Epoch[214](1070/5): Loss -0.5253, Sem 0.1627, dir -0.9422, norm 0.2542, swav 0.0000 LR: 8.052e-02 Score 94.843 Data time: 0.1990, Forward time: 2.3215, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 4.9580 [2020-11-08 11:42:02,575][root][INFO] - ===> Epoch[215](1071/5): Loss -0.5474, Sem 0.1579, dir -0.9471, norm 0.2418, swav 0.0000 LR: 8.050e-02 Score 94.817 Data time: 0.2100, Forward time: 2.3211, Backward time: 3.2376, DDP time: 0.0038, Total iter time: 5.6311 [2020-11-08 11:42:09,220][root][INFO] - ===> Epoch[215](1072/5): Loss -0.5686, Sem 0.1616, dir -0.9471, norm 0.2169, swav 0.0000 LR: 8.048e-02 Score 94.601 Data time: 0.2000, Forward time: 2.3206, Backward time: 3.2387, DDP time: 0.0038, Total iter time: 6.5585 [2020-11-08 11:42:15,188][root][INFO] - ===> Epoch[215](1073/5): Loss -0.5330, Sem 0.1518, dir -0.9373, norm 0.2526, swav 0.0000 LR: 8.046e-02 Score 95.194 Data time: 0.2577, Forward time: 2.3212, Backward time: 3.2381, DDP time: 0.0038, Total iter time: 5.8603 [2020-11-08 11:42:21,713][root][INFO] - ===> Epoch[215](1074/5): Loss -0.5289, Sem 0.1559, dir -0.9353, norm 0.2505, swav 0.0000 LR: 8.045e-02 Score 95.021 Data time: 0.1922, Forward time: 2.3208, Backward time: 3.2389, DDP time: 0.0038, Total iter time: 6.3909 [2020-11-08 11:42:26,623][root][INFO] - ===> Epoch[215](1075/5): Loss -0.5373, Sem 0.1687, dir -0.9426, norm 0.2366, swav 0.0000 LR: 8.043e-02 Score 94.686 Data time: 0.2402, Forward time: 2.3210, Backward time: 3.2378, DDP time: 0.0038, Total iter time: 4.7958 [2020-11-08 11:42:32,666][root][INFO] - ===> Epoch[216](1076/5): Loss -0.5435, Sem 0.1623, dir -0.9399, norm 0.2340, swav 0.0000 LR: 8.041e-02 Score 94.740 Data time: 0.2032, Forward time: 2.3209, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 5.9289 [2020-11-08 11:42:38,478][root][INFO] - ===> Epoch[216](1077/5): Loss -0.5103, Sem 0.1673, dir -0.9461, norm 0.2686, swav 0.0000 LR: 8.039e-02 Score 94.685 Data time: 0.1979, Forward time: 2.3208, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 5.6974 [2020-11-08 11:42:43,723][root][INFO] - ===> Epoch[216](1078/5): Loss -0.5451, Sem 0.1435, dir -0.9383, norm 0.2497, swav 0.0000 LR: 8.037e-02 Score 95.341 Data time: 0.2577, Forward time: 2.3211, Backward time: 3.2369, DDP time: 0.0038, Total iter time: 5.1336 [2020-11-08 11:42:49,481][root][INFO] - ===> Epoch[216](1079/5): Loss -0.5352, Sem 0.1615, dir -0.9350, norm 0.2383, swav 0.0000 LR: 8.035e-02 Score 94.646 Data time: 0.1570, Forward time: 2.3205, Backward time: 3.2373, DDP time: 0.0038, Total iter time: 5.6337 [2020-11-08 11:42:55,891][root][INFO] - ===> Epoch[216](1080/5): Loss -0.4737, Sem 0.1763, dir -0.9344, norm 0.2844, swav 0.0000 LR: 8.034e-02 Score 94.483 Data time: 0.2057, Forward time: 2.3205, Backward time: 3.2377, DDP time: 0.0038, Total iter time: 6.3134 [2020-11-08 11:43:04,010][root][INFO] - ===> Epoch[217](1081/5): Loss -0.4955, Sem 0.1669, dir -0.9369, norm 0.2746, swav 0.0000 LR: 8.032e-02 Score 94.736 Data time: 0.1822, Forward time: 2.3202, Backward time: 3.2400, DDP time: 0.0038, Total iter time: 7.9728 [2020-11-08 11:43:09,764][root][INFO] - ===> Epoch[217](1082/5): Loss -0.5646, Sem 0.1498, dir -0.9453, norm 0.2309, swav 0.0000 LR: 8.030e-02 Score 95.171 Data time: 0.2969, Forward time: 2.3208, Backward time: 3.2391, DDP time: 0.0038, Total iter time: 5.6332 [2020-11-08 11:43:16,170][root][INFO] - ===> Epoch[217](1083/5): Loss -0.5585, Sem 0.1563, dir -0.9442, norm 0.2294, swav 0.0000 LR: 8.028e-02 Score 95.045 Data time: 0.1929, Forward time: 2.3208, Backward time: 3.2395, DDP time: 0.0038, Total iter time: 6.2680 [2020-11-08 11:43:21,927][root][INFO] - ===> Epoch[217](1084/5): Loss -0.5487, Sem 0.1504, dir -0.9379, norm 0.2388, swav 0.0000 LR: 8.026e-02 Score 95.092 Data time: 0.1510, Forward time: 2.3201, Backward time: 3.2400, DDP time: 0.0038, Total iter time: 5.6448 [2020-11-08 11:43:27,739][root][INFO] - ===> Epoch[217](1085/5): Loss -0.5174, Sem 0.1580, dir -0.9387, norm 0.2633, swav 0.0000 LR: 8.024e-02 Score 94.888 Data time: 0.2388, Forward time: 2.3200, Backward time: 3.2399, DDP time: 0.0038, Total iter time: 5.7452 [2020-11-08 11:43:34,673][root][INFO] - ===> Epoch[218](1086/5): Loss -0.5495, Sem 0.1644, dir -0.9427, norm 0.2288, swav 0.0000 LR: 8.022e-02 Score 94.814 Data time: 0.3460, Forward time: 2.3211, Backward time: 3.2396, DDP time: 0.0038, Total iter time: 6.8251 [2020-11-08 11:43:40,637][root][INFO] - ===> Epoch[218](1087/5): Loss -0.5166, Sem 0.1595, dir -0.9357, norm 0.2595, swav 0.0000 LR: 8.021e-02 Score 94.866 Data time: 0.1917, Forward time: 2.3211, Backward time: 3.2397, DDP time: 0.0038, Total iter time: 5.8574 [2020-11-08 11:43:45,479][root][INFO] - ===> Epoch[218](1088/5): Loss -0.5751, Sem 0.1494, dir -0.9532, norm 0.2286, swav 0.0000 LR: 8.019e-02 Score 95.155 Data time: 0.2157, Forward time: 2.3211, Backward time: 3.2387, DDP time: 0.0038, Total iter time: 4.7236 [2020-11-08 11:43:52,046][root][INFO] - ===> Epoch[218](1089/5): Loss -0.5308, Sem 0.1535, dir -0.9360, norm 0.2517, swav 0.0000 LR: 8.017e-02 Score 94.931 Data time: 0.2314, Forward time: 2.3212, Backward time: 3.2391, DDP time: 0.0038, Total iter time: 6.4647 [2020-11-08 11:43:57,526][root][INFO] - ===> Epoch[218](1090/5): Loss -0.5559, Sem 0.1488, dir -0.9419, norm 0.2372, swav 0.0000 LR: 8.015e-02 Score 95.058 Data time: 0.2052, Forward time: 2.3210, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 5.3384 [2020-11-08 11:44:04,243][root][INFO] - ===> Epoch[219](1091/5): Loss -0.5597, Sem 0.1412, dir -0.9381, norm 0.2372, swav 0.0000 LR: 8.013e-02 Score 95.351 Data time: 0.2196, Forward time: 2.3210, Backward time: 3.2394, DDP time: 0.0038, Total iter time: 6.6098 [2020-11-08 11:44:10,020][root][INFO] - ===> Epoch[219](1092/5): Loss -0.5167, Sem 0.1732, dir -0.9450, norm 0.2551, swav 0.0000 LR: 8.011e-02 Score 94.401 Data time: 0.2572, Forward time: 2.3215, Backward time: 3.2387, DDP time: 0.0038, Total iter time: 5.6300 [2020-11-08 11:44:15,389][root][INFO] - ===> Epoch[219](1093/5): Loss -0.5278, Sem 0.1557, dir -0.9361, norm 0.2525, swav 0.0000 LR: 8.010e-02 Score 94.828 Data time: 0.1909, Forward time: 2.3213, Backward time: 3.2384, DDP time: 0.0038, Total iter time: 5.2418 [2020-11-08 11:44:20,667][root][INFO] - ===> Epoch[219](1094/5): Loss -0.5297, Sem 0.1693, dir -0.9418, norm 0.2428, swav 0.0000 LR: 8.008e-02 Score 94.586 Data time: 0.2519, Forward time: 2.3211, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 5.1718 [2020-11-08 11:44:26,654][root][INFO] - ===> Epoch[219](1095/5): Loss -0.5657, Sem 0.1442, dir -0.9423, norm 0.2324, swav 0.0000 LR: 8.006e-02 Score 95.368 Data time: 0.1926, Forward time: 2.3210, Backward time: 3.2381, DDP time: 0.0038, Total iter time: 5.8791 [2020-11-08 11:44:32,609][root][INFO] - ===> Epoch[220](1096/5): Loss -0.5595, Sem 0.1354, dir -0.9394, norm 0.2445, swav 0.0000 LR: 8.004e-02 Score 95.680 Data time: 0.1998, Forward time: 2.3207, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 5.8436 [2020-11-08 11:44:38,497][root][INFO] - ===> Epoch[220](1097/5): Loss -0.5797, Sem 0.1480, dir -0.9490, norm 0.2213, swav 0.0000 LR: 8.002e-02 Score 95.184 Data time: 0.2195, Forward time: 2.3208, Backward time: 3.2382, DDP time: 0.0038, Total iter time: 5.7733 [2020-11-08 11:44:44,129][root][INFO] - ===> Epoch[220](1098/5): Loss -0.5162, Sem 0.1663, dir -0.9450, norm 0.2625, swav 0.0000 LR: 8.000e-02 Score 94.467 Data time: 0.1485, Forward time: 2.3203, Backward time: 3.2385, DDP time: 0.0038, Total iter time: 5.5101 [2020-11-08 11:44:50,385][root][INFO] - ===> Epoch[220](1099/5): Loss -0.5454, Sem 0.1572, dir -0.9422, norm 0.2396, swav 0.0000 LR: 7.998e-02 Score 94.819 Data time: 0.2321, Forward time: 2.3202, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 6.1983 [2020-11-08 11:44:56,596][root][INFO] - ===> Epoch[220](1100/5): Loss -0.5740, Sem 0.1563, dir -0.9421, norm 0.2119, swav 0.0000 LR: 7.997e-02 Score 94.962 Data time: 0.2973, Forward time: 2.3209, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 6.1041 [2020-11-08 11:45:01,518][root][INFO] - ===> Epoch[221](1101/5): Loss -0.5573, Sem 0.1695, dir -0.9459, norm 0.2191, swav 0.0000 LR: 7.995e-02 Score 94.454 Data time: 0.2218, Forward time: 2.3209, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 4.8044 [2020-11-08 11:45:08,220][root][INFO] - ===> Epoch[221](1102/5): Loss -0.5051, Sem 0.1666, dir -0.9443, norm 0.2725, swav 0.0000 LR: 7.993e-02 Score 94.510 Data time: 0.2209, Forward time: 2.3209, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 6.5782 [2020-11-08 11:45:14,078][root][INFO] - ===> Epoch[221](1103/5): Loss -0.5775, Sem 0.1535, dir -0.9462, norm 0.2151, swav 0.0000 LR: 7.991e-02 Score 95.164 Data time: 0.1757, Forward time: 2.3205, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 5.7597 [2020-11-08 11:45:21,353][root][INFO] - ===> Epoch[221](1104/5): Loss -0.4968, Sem 0.1633, dir -0.9330, norm 0.2729, swav 0.0000 LR: 7.989e-02 Score 94.745 Data time: 0.1723, Forward time: 2.3202, Backward time: 3.2398, DDP time: 0.0038, Total iter time: 7.1804 [2020-11-08 11:45:27,991][root][INFO] - ===> Epoch[221](1105/5): Loss -0.5690, Sem 0.1554, dir -0.9493, norm 0.2249, swav 0.0000 LR: 7.987e-02 Score 94.917 Data time: 0.1897, Forward time: 2.3200, Backward time: 3.2406, DDP time: 0.0038, Total iter time: 6.5382 [2020-11-08 11:45:34,731][root][INFO] - ===> Epoch[222](1106/5): Loss -0.5737, Sem 0.1387, dir -0.9454, norm 0.2330, swav 0.0000 LR: 7.986e-02 Score 95.590 Data time: 0.2059, Forward time: 2.3199, Backward time: 3.2414, DDP time: 0.0038, Total iter time: 6.6261 [2020-11-08 11:45:41,338][root][INFO] - ===> Epoch[222](1107/5): Loss -0.5637, Sem 0.1510, dir -0.9456, norm 0.2310, swav 0.0000 LR: 7.984e-02 Score 94.973 Data time: 0.2094, Forward time: 2.3198, Backward time: 3.2420, DDP time: 0.0038, Total iter time: 6.4889 [2020-11-08 11:45:47,117][root][INFO] - ===> Epoch[222](1108/5): Loss -0.5733, Sem 0.1381, dir -0.9502, norm 0.2388, swav 0.0000 LR: 7.982e-02 Score 95.589 Data time: 0.1759, Forward time: 2.3195, Backward time: 3.2422, DDP time: 0.0038, Total iter time: 5.6694 [2020-11-08 11:45:53,254][root][INFO] - ===> Epoch[222](1109/5): Loss -0.5610, Sem 0.1519, dir -0.9481, norm 0.2352, swav 0.0000 LR: 7.980e-02 Score 95.162 Data time: 0.2251, Forward time: 2.3194, Backward time: 3.2424, DDP time: 0.0038, Total iter time: 6.0722 [2020-11-08 11:45:59,837][root][INFO] - ===> Epoch[222](1110/5): Loss -0.5141, Sem 0.1605, dir -0.9402, norm 0.2656, swav 0.0000 LR: 7.978e-02 Score 94.765 Data time: 0.2630, Forward time: 2.3197, Backward time: 3.2426, DDP time: 0.0038, Total iter time: 6.4671 [2020-11-08 11:46:06,357][root][INFO] - ===> Epoch[223](1111/5): Loss -0.5481, Sem 0.1491, dir -0.9457, norm 0.2485, swav 0.0000 LR: 7.976e-02 Score 95.212 Data time: 0.2304, Forward time: 2.3198, Backward time: 3.2430, DDP time: 0.0038, Total iter time: 6.3989 [2020-11-08 11:46:11,914][root][INFO] - ===> Epoch[223](1112/5): Loss -0.5367, Sem 0.1719, dir -0.9392, norm 0.2305, swav 0.0000 LR: 7.974e-02 Score 94.469 Data time: 0.2781, Forward time: 2.3202, Backward time: 3.2422, DDP time: 0.0038, Total iter time: 5.4437 [2020-11-08 11:46:19,141][root][INFO] - ===> Epoch[223](1113/5): Loss -0.5478, Sem 0.1508, dir -0.9475, norm 0.2489, swav 0.0000 LR: 7.973e-02 Score 95.010 Data time: 0.3380, Forward time: 2.3213, Backward time: 3.2421, DDP time: 0.0038, Total iter time: 7.0885 [2020-11-08 11:46:25,011][root][INFO] - ===> Epoch[223](1114/5): Loss -0.5593, Sem 0.1482, dir -0.9445, norm 0.2370, swav 0.0000 LR: 7.971e-02 Score 94.996 Data time: 0.3100, Forward time: 2.3220, Backward time: 3.2414, DDP time: 0.0038, Total iter time: 5.7161 [2020-11-08 11:46:30,623][root][INFO] - ===> Epoch[223](1115/5): Loss -0.5572, Sem 0.1591, dir -0.9424, norm 0.2261, swav 0.0000 LR: 7.969e-02 Score 94.966 Data time: 0.1805, Forward time: 2.3219, Backward time: 3.2411, DDP time: 0.0038, Total iter time: 5.4710 [2020-11-08 11:46:35,835][root][INFO] - ===> Epoch[224](1116/5): Loss -0.5519, Sem 0.1466, dir -0.9385, norm 0.2401, swav 0.0000 LR: 7.967e-02 Score 95.270 Data time: 0.2119, Forward time: 2.3215, Backward time: 3.2408, DDP time: 0.0038, Total iter time: 5.1275 [2020-11-08 11:46:42,282][root][INFO] - ===> Epoch[224](1117/5): Loss -0.5085, Sem 0.1639, dir -0.9403, norm 0.2679, swav 0.0000 LR: 7.965e-02 Score 95.037 Data time: 0.1745, Forward time: 2.3212, Backward time: 3.2415, DDP time: 0.0038, Total iter time: 6.3543 [2020-11-08 11:46:48,319][root][INFO] - ===> Epoch[224](1118/5): Loss -0.5624, Sem 0.1706, dir -0.9431, norm 0.2101, swav 0.0000 LR: 7.963e-02 Score 94.551 Data time: 0.1999, Forward time: 2.3208, Backward time: 3.2420, DDP time: 0.0038, Total iter time: 5.9225 [2020-11-08 11:46:55,010][root][INFO] - ===> Epoch[224](1119/5): Loss -0.5765, Sem 0.1594, dir -0.9485, norm 0.2126, swav 0.0000 LR: 7.962e-02 Score 94.892 Data time: 0.2845, Forward time: 2.3215, Backward time: 3.2419, DDP time: 0.0038, Total iter time: 6.5897 [2020-11-08 11:47:01,010][root][INFO] - ===> Epoch[224](1120/5): Loss -0.5892, Sem 0.1426, dir -0.9474, norm 0.2157, swav 0.0000 LR: 7.960e-02 Score 95.390 Data time: 0.2394, Forward time: 2.3218, Backward time: 3.2416, DDP time: 0.0038, Total iter time: 5.8713 [2020-11-08 11:47:05,801][root][INFO] - ===> Epoch[225](1121/5): Loss -0.5340, Sem 0.1618, dir -0.9419, norm 0.2462, swav 0.0000 LR: 7.958e-02 Score 94.956 Data time: 0.2173, Forward time: 2.3219, Backward time: 3.2405, DDP time: 0.0038, Total iter time: 4.6810 [2020-11-08 11:47:12,323][root][INFO] - ===> Epoch[225](1122/5): Loss -0.5830, Sem 0.1577, dir -0.9504, norm 0.2097, swav 0.0000 LR: 7.956e-02 Score 94.709 Data time: 0.2144, Forward time: 2.3219, Backward time: 3.2411, DDP time: 0.0038, Total iter time: 6.4196 [2020-11-08 11:47:17,071][root][INFO] - ===> Epoch[225](1123/5): Loss -0.5739, Sem 0.1604, dir -0.9502, norm 0.2159, swav 0.0000 LR: 7.954e-02 Score 94.974 Data time: 0.2349, Forward time: 2.3219, Backward time: 3.2400, DDP time: 0.0038, Total iter time: 4.6244 [2020-11-08 11:47:22,765][root][INFO] - ===> Epoch[225](1124/5): Loss -0.5710, Sem 0.1482, dir -0.9447, norm 0.2255, swav 0.0000 LR: 7.952e-02 Score 95.275 Data time: 0.2778, Forward time: 2.3225, Backward time: 3.2392, DDP time: 0.0038, Total iter time: 5.5792 [2020-11-08 11:47:28,935][root][INFO] - ===> Epoch[225](1125/5): Loss -0.5195, Sem 0.1606, dir -0.9393, norm 0.2592, swav 0.0000 LR: 7.950e-02 Score 94.707 Data time: 0.2843, Forward time: 2.3228, Backward time: 3.2390, DDP time: 0.0038, Total iter time: 6.0492 [2020-11-08 11:47:35,685][root][INFO] - ===> Epoch[226](1126/5): Loss -0.5925, Sem 0.1527, dir -0.9506, norm 0.2054, swav 0.0000 LR: 7.949e-02 Score 94.894 Data time: 0.2282, Forward time: 2.3228, Backward time: 3.2396, DDP time: 0.0038, Total iter time: 6.6222 [2020-11-08 11:47:40,998][root][INFO] - ===> Epoch[226](1127/5): Loss -0.5525, Sem 0.1636, dir -0.9438, norm 0.2276, swav 0.0000 LR: 7.947e-02 Score 94.719 Data time: 0.1389, Forward time: 2.3221, Backward time: 3.2398, DDP time: 0.0038, Total iter time: 5.2004 [2020-11-08 11:47:47,582][root][INFO] - ===> Epoch[226](1128/5): Loss -0.5044, Sem 0.1476, dir -0.9415, norm 0.2895, swav 0.0000 LR: 7.945e-02 Score 95.184 Data time: 0.2261, Forward time: 2.3222, Backward time: 3.2402, DDP time: 0.0038, Total iter time: 6.4904 [2020-11-08 11:47:53,219][root][INFO] - ===> Epoch[226](1129/5): Loss -0.5971, Sem 0.1453, dir -0.9489, norm 0.2066, swav 0.0000 LR: 7.943e-02 Score 95.262 Data time: 0.1502, Forward time: 2.3216, Backward time: 3.2405, DDP time: 0.0038, Total iter time: 5.5020 [2020-11-08 11:47:59,624][root][INFO] - ===> Epoch[226](1130/5): Loss -0.5505, Sem 0.1395, dir -0.9399, norm 0.2499, swav 0.0000 LR: 7.941e-02 Score 95.515 Data time: 0.1902, Forward time: 2.3213, Backward time: 3.2412, DDP time: 0.0038, Total iter time: 6.3350 [2020-11-08 11:48:04,228][root][INFO] - ===> Epoch[227](1131/5): Loss -0.5531, Sem 0.1434, dir -0.9415, norm 0.2449, swav 0.0000 LR: 7.939e-02 Score 95.370 Data time: 0.2152, Forward time: 2.3212, Backward time: 3.2401, DDP time: 0.0038, Total iter time: 4.5020 [2020-11-08 11:48:10,431][root][INFO] - ===> Epoch[227](1132/5): Loss -0.5589, Sem 0.1572, dir -0.9432, norm 0.2270, swav 0.0000 LR: 7.938e-02 Score 94.954 Data time: 0.3291, Forward time: 2.3219, Backward time: 3.2396, DDP time: 0.0038, Total iter time: 6.1030 [2020-11-08 11:48:17,108][root][INFO] - ===> Epoch[227](1133/5): Loss -0.5111, Sem 0.1773, dir -0.9395, norm 0.2511, swav 0.0000 LR: 7.936e-02 Score 94.376 Data time: 0.3637, Forward time: 2.3229, Backward time: 3.2392, DDP time: 0.0038, Total iter time: 6.5638 [2020-11-08 11:48:23,249][root][INFO] - ===> Epoch[227](1134/5): Loss -0.5675, Sem 0.1465, dir -0.9472, norm 0.2332, swav 0.0000 LR: 7.934e-02 Score 95.234 Data time: 0.1895, Forward time: 2.3228, Backward time: 3.2394, DDP time: 0.0038, Total iter time: 6.0092 [2020-11-08 11:48:29,496][root][INFO] - ===> Epoch[227](1135/5): Loss -0.5776, Sem 0.1402, dir -0.9473, norm 0.2294, swav 0.0000 LR: 7.932e-02 Score 95.609 Data time: 0.2896, Forward time: 2.3235, Backward time: 3.2389, DDP time: 0.0038, Total iter time: 6.0987 [2020-11-08 11:48:36,541][root][INFO] - ===> Epoch[228](1136/5): Loss -0.5570, Sem 0.1526, dir -0.9471, norm 0.2375, swav 0.0000 LR: 7.930e-02 Score 94.939 Data time: 0.1942, Forward time: 2.3233, Backward time: 3.2400, DDP time: 0.0038, Total iter time: 6.9118 [2020-11-08 11:48:42,829][root][INFO] - ===> Epoch[228](1137/5): Loss -0.4803, Sem 0.1980, dir -0.9409, norm 0.2626, swav 0.0000 LR: 7.928e-02 Score 93.639 Data time: 0.2063, Forward time: 2.3232, Backward time: 3.2403, DDP time: 0.0038, Total iter time: 6.1743 [2020-11-08 11:48:48,516][root][INFO] - ===> Epoch[228](1138/5): Loss -0.5631, Sem 0.1489, dir -0.9424, norm 0.2304, swav 0.0000 LR: 7.926e-02 Score 95.219 Data time: 0.2126, Forward time: 2.3232, Backward time: 3.2401, DDP time: 0.0038, Total iter time: 5.5684 [2020-11-08 11:48:54,747][root][INFO] - ===> Epoch[228](1139/5): Loss -0.5809, Sem 0.1371, dir -0.9458, norm 0.2277, swav 0.0000 LR: 7.925e-02 Score 95.675 Data time: 0.2531, Forward time: 2.3235, Backward time: 3.2400, DDP time: 0.0038, Total iter time: 6.0801 [2020-11-08 11:49:00,669][root][INFO] - ===> Epoch[228](1140/5): Loss -0.5424, Sem 0.1617, dir -0.9448, norm 0.2408, swav 0.0000 LR: 7.923e-02 Score 94.814 Data time: 0.2343, Forward time: 2.3236, Backward time: 3.2399, DDP time: 0.0038, Total iter time: 5.8034 [2020-11-08 11:49:07,233][root][INFO] - ===> Epoch[229](1141/5): Loss -0.5564, Sem 0.1556, dir -0.9412, norm 0.2293, swav 0.0000 LR: 7.921e-02 Score 94.935 Data time: 0.2680, Forward time: 2.3241, Backward time: 3.2398, DDP time: 0.0038, Total iter time: 6.4354 [2020-11-08 11:49:12,766][root][INFO] - ===> Epoch[229](1142/5): Loss -0.5327, Sem 0.1544, dir -0.9396, norm 0.2525, swav 0.0000 LR: 7.919e-02 Score 95.137 Data time: 0.2114, Forward time: 2.3241, Backward time: 3.2395, DDP time: 0.0038, Total iter time: 5.4044 [2020-11-08 11:49:18,287][root][INFO] - ===> Epoch[229](1143/5): Loss -0.5731, Sem 0.1598, dir -0.9494, norm 0.2165, swav 0.0000 LR: 7.917e-02 Score 94.727 Data time: 0.2418, Forward time: 2.3244, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 5.4151 [2020-11-08 11:49:24,283][root][INFO] - ===> Epoch[229](1144/5): Loss -0.5409, Sem 0.1623, dir -0.9446, norm 0.2414, swav 0.0000 LR: 7.915e-02 Score 94.835 Data time: 0.2111, Forward time: 2.3243, Backward time: 3.2390, DDP time: 0.0038, Total iter time: 5.8789 [2020-11-08 11:49:30,272][root][INFO] - ===> Epoch[229](1145/5): Loss -0.5254, Sem 0.1579, dir -0.9415, norm 0.2583, swav 0.0000 LR: 7.914e-02 Score 94.820 Data time: 0.2279, Forward time: 2.3243, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 5.8679 [2020-11-08 11:49:36,005][root][INFO] - ===> Epoch[230](1146/5): Loss -0.5261, Sem 0.1683, dir -0.9398, norm 0.2454, swav 0.0000 LR: 7.912e-02 Score 94.650 Data time: 0.1969, Forward time: 2.3242, Backward time: 3.2387, DDP time: 0.0038, Total iter time: 5.6244 [2020-11-08 11:49:42,052][root][INFO] - ===> Epoch[230](1147/5): Loss -0.4929, Sem 0.1740, dir -0.9378, norm 0.2709, swav 0.0000 LR: 7.910e-02 Score 94.563 Data time: 0.1804, Forward time: 2.3238, Backward time: 3.2392, DDP time: 0.0038, Total iter time: 5.9225 [2020-11-08 11:49:50,625][root][INFO] - ===> Epoch[230](1148/5): Loss -0.5508, Sem 0.1506, dir -0.9444, norm 0.2429, swav 0.0000 LR: 7.908e-02 Score 95.144 Data time: 0.2550, Forward time: 2.3242, Backward time: 3.2410, DDP time: 0.0038, Total iter time: 8.4712 [2020-11-08 11:49:55,694][root][INFO] - ===> Epoch[230](1149/5): Loss -0.5640, Sem 0.1558, dir -0.9451, norm 0.2254, swav 0.0000 LR: 7.906e-02 Score 94.937 Data time: 0.1707, Forward time: 2.3238, Backward time: 3.2406, DDP time: 0.0038, Total iter time: 4.9455 [2020-11-08 11:50:00,450][root][INFO] - ===> Epoch[230](1150/5): Loss -0.5429, Sem 0.1621, dir -0.9440, norm 0.2390, swav 0.0000 LR: 7.904e-02 Score 95.012 Data time: 0.2158, Forward time: 2.3238, Backward time: 3.2396, DDP time: 0.0038, Total iter time: 4.6603 [2020-11-08 11:50:06,005][root][INFO] - ===> Epoch[231](1151/5): Loss -0.5674, Sem 0.1487, dir -0.9442, norm 0.2280, swav 0.0000 LR: 7.902e-02 Score 95.062 Data time: 0.2194, Forward time: 2.3240, Backward time: 3.2391, DDP time: 0.0038, Total iter time: 5.4462 [2020-11-08 11:50:11,614][root][INFO] - ===> Epoch[231](1152/5): Loss -0.5654, Sem 0.1612, dir -0.9469, norm 0.2203, swav 0.0000 LR: 7.901e-02 Score 94.646 Data time: 0.2017, Forward time: 2.3237, Backward time: 3.2391, DDP time: 0.0038, Total iter time: 5.4909 [2020-11-08 11:50:17,514][root][INFO] - ===> Epoch[231](1153/5): Loss -0.5451, Sem 0.1487, dir -0.9370, norm 0.2432, swav 0.0000 LR: 7.899e-02 Score 94.959 Data time: 0.2858, Forward time: 2.3243, Backward time: 3.2384, DDP time: 0.0038, Total iter time: 5.7796 [2020-11-08 11:50:22,671][root][INFO] - ===> Epoch[231](1154/5): Loss -0.5504, Sem 0.1520, dir -0.9434, norm 0.2411, swav 0.0000 LR: 7.897e-02 Score 95.156 Data time: 0.1818, Forward time: 2.3241, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 5.0316 [2020-11-08 11:50:29,143][root][INFO] - ===> Epoch[231](1155/5): Loss -0.5016, Sem 0.1787, dir -0.9440, norm 0.2637, swav 0.0000 LR: 7.895e-02 Score 94.543 Data time: 0.1934, Forward time: 2.3238, Backward time: 3.2387, DDP time: 0.0038, Total iter time: 6.3654 [2020-11-08 11:50:34,538][root][INFO] - ===> Epoch[232](1156/5): Loss -0.5168, Sem 0.1567, dir -0.9352, norm 0.2617, swav 0.0000 LR: 7.893e-02 Score 94.901 Data time: 0.2593, Forward time: 2.3242, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 5.2940 [2020-11-08 11:50:39,862][root][INFO] - ===> Epoch[232](1157/5): Loss -0.5659, Sem 0.1697, dir -0.9480, norm 0.2124, swav 0.0000 LR: 7.891e-02 Score 94.605 Data time: 0.2786, Forward time: 2.3243, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 5.1851 [2020-11-08 11:50:45,617][root][INFO] - ===> Epoch[232](1158/5): Loss -0.5695, Sem 0.1526, dir -0.9479, norm 0.2258, swav 0.0000 LR: 7.890e-02 Score 95.071 Data time: 0.2904, Forward time: 2.3248, Backward time: 3.2364, DDP time: 0.0038, Total iter time: 5.6444 [2020-11-08 11:50:51,148][root][INFO] - ===> Epoch[232](1159/5): Loss -0.4961, Sem 0.1586, dir -0.9354, norm 0.2807, swav 0.0000 LR: 7.888e-02 Score 94.948 Data time: 0.2285, Forward time: 2.3248, Backward time: 3.2361, DDP time: 0.0038, Total iter time: 5.4198 [2020-11-08 11:50:58,746][root][INFO] - ===> Epoch[232](1160/5): Loss -0.5622, Sem 0.1524, dir -0.9428, norm 0.2282, swav 0.0000 LR: 7.886e-02 Score 95.021 Data time: 0.1800, Forward time: 2.3245, Backward time: 3.2377, DDP time: 0.0038, Total iter time: 7.4932 [2020-11-08 11:51:04,337][root][INFO] - ===> Epoch[233](1161/5): Loss -0.5742, Sem 0.1348, dir -0.9487, norm 0.2397, swav 0.0000 LR: 7.884e-02 Score 95.702 Data time: 0.2265, Forward time: 2.3247, Backward time: 3.2372, DDP time: 0.0038, Total iter time: 5.4832 [2020-11-08 11:51:10,022][root][INFO] - ===> Epoch[233](1162/5): Loss -0.5486, Sem 0.1663, dir -0.9425, norm 0.2277, swav 0.0000 LR: 7.882e-02 Score 94.473 Data time: 0.1533, Forward time: 2.3241, Backward time: 3.2376, DDP time: 0.0038, Total iter time: 5.5631 [2020-11-08 11:51:16,031][root][INFO] - ===> Epoch[233](1163/5): Loss -0.5516, Sem 0.1461, dir -0.9436, norm 0.2459, swav 0.0000 LR: 7.880e-02 Score 95.371 Data time: 0.2284, Forward time: 2.3243, Backward time: 3.2375, DDP time: 0.0038, Total iter time: 5.9232 [2020-11-08 11:51:21,962][root][INFO] - ===> Epoch[233](1164/5): Loss -0.5684, Sem 0.1420, dir -0.9439, norm 0.2334, swav 0.0000 LR: 7.878e-02 Score 95.270 Data time: 0.2014, Forward time: 2.3240, Backward time: 3.2378, DDP time: 0.0038, Total iter time: 5.8226 [2020-11-08 11:51:28,981][root][INFO] - ===> Epoch[233](1165/5): Loss -0.5561, Sem 0.1723, dir -0.9473, norm 0.2190, swav 0.0000 LR: 7.877e-02 Score 94.588 Data time: 0.2097, Forward time: 2.3239, Backward time: 3.2386, DDP time: 0.0038, Total iter time: 6.8956 [2020-11-08 11:51:34,690][root][INFO] - ===> Epoch[234](1166/5): Loss -0.5605, Sem 0.1575, dir -0.9395, norm 0.2214, swav 0.0000 LR: 7.875e-02 Score 94.884 Data time: 0.1594, Forward time: 2.3234, Backward time: 3.2389, DDP time: 0.0038, Total iter time: 5.5909 [2020-11-08 11:51:39,809][root][INFO] - ===> Epoch[234](1167/5): Loss -0.5462, Sem 0.1599, dir -0.9464, norm 0.2403, swav 0.0000 LR: 7.873e-02 Score 94.881 Data time: 0.2334, Forward time: 2.3236, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 5.0318 [2020-11-08 11:51:45,914][root][INFO] - ===> Epoch[234](1168/5): Loss -0.5501, Sem 0.1575, dir -0.9419, norm 0.2343, swav 0.0000 LR: 7.871e-02 Score 95.018 Data time: 0.1830, Forward time: 2.3233, Backward time: 3.2384, DDP time: 0.0038, Total iter time: 5.9871 [2020-11-08 11:51:52,014][root][INFO] - ===> Epoch[234](1169/5): Loss -0.5544, Sem 0.1639, dir -0.9439, norm 0.2257, swav 0.0000 LR: 7.869e-02 Score 94.849 Data time: 0.1634, Forward time: 2.3228, Backward time: 3.2391, DDP time: 0.0038, Total iter time: 5.9850 [2020-11-08 11:51:57,361][root][INFO] - ===> Epoch[234](1170/5): Loss -0.5010, Sem 0.1754, dir -0.9446, norm 0.2682, swav 0.0000 LR: 7.867e-02 Score 94.810 Data time: 0.2335, Forward time: 2.3229, Backward time: 3.2385, DDP time: 0.0038, Total iter time: 5.2545 [2020-11-08 11:52:03,683][root][INFO] - ===> Epoch[235](1171/5): Loss -0.6189, Sem 0.1398, dir -0.9546, norm 0.1960, swav 0.0000 LR: 7.866e-02 Score 95.411 Data time: 0.1756, Forward time: 2.3225, Backward time: 3.2391, DDP time: 0.0038, Total iter time: 6.2038 [2020-11-08 11:52:08,298][root][INFO] - ===> Epoch[235](1172/5): Loss -0.5326, Sem 0.1794, dir -0.9402, norm 0.2282, swav 0.0000 LR: 7.864e-02 Score 94.361 Data time: 0.2129, Forward time: 2.3223, Backward time: 3.2382, DDP time: 0.0038, Total iter time: 4.4907 [2020-11-08 11:52:13,897][root][INFO] - ===> Epoch[235](1173/5): Loss -0.5290, Sem 0.1615, dir -0.9408, norm 0.2502, swav 0.0000 LR: 7.862e-02 Score 94.772 Data time: 0.2168, Forward time: 2.3223, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 5.4927 [2020-11-08 11:52:18,932][root][INFO] - ===> Epoch[235](1174/5): Loss -0.5835, Sem 0.1504, dir -0.9490, norm 0.2151, swav 0.0000 LR: 7.860e-02 Score 95.069 Data time: 0.1689, Forward time: 2.3220, Backward time: 3.2375, DDP time: 0.0038, Total iter time: 4.9025 [2020-11-08 11:52:24,339][root][INFO] - ===> Epoch[235](1175/5): Loss -0.4933, Sem 0.1750, dir -0.9374, norm 0.2691, swav 0.0000 LR: 7.858e-02 Score 94.344 Data time: 0.2023, Forward time: 2.3217, Backward time: 3.2373, DDP time: 0.0038, Total iter time: 5.3163 [2020-11-08 11:52:30,542][root][INFO] - ===> Epoch[236](1176/5): Loss -0.5427, Sem 0.1604, dir -0.9392, norm 0.2361, swav 0.0000 LR: 7.856e-02 Score 94.572 Data time: 0.2517, Forward time: 2.3219, Backward time: 3.2373, DDP time: 0.0038, Total iter time: 6.0839 [2020-11-08 11:52:36,681][root][INFO] - ===> Epoch[236](1177/5): Loss -0.5873, Sem 0.1478, dir -0.9489, norm 0.2138, swav 0.0000 LR: 7.854e-02 Score 95.159 Data time: 0.2080, Forward time: 2.3218, Backward time: 3.2375, DDP time: 0.0038, Total iter time: 6.0192 [2020-11-08 11:52:42,528][root][INFO] - ===> Epoch[236](1178/5): Loss -0.5040, Sem 0.1567, dir -0.9398, norm 0.2791, swav 0.0000 LR: 7.853e-02 Score 94.766 Data time: 0.2495, Forward time: 2.3222, Backward time: 3.2370, DDP time: 0.0038, Total iter time: 5.7249 [2020-11-08 11:52:48,021][root][INFO] - ===> Epoch[236](1179/5): Loss -0.5652, Sem 0.1536, dir -0.9494, norm 0.2306, swav 0.0000 LR: 7.851e-02 Score 95.053 Data time: 0.2014, Forward time: 2.3217, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 5.3709 [2020-11-08 11:52:54,374][root][INFO] - ===> Epoch[236](1180/5): Loss -0.5878, Sem 0.1516, dir -0.9485, norm 0.2092, swav 0.0000 LR: 7.849e-02 Score 95.084 Data time: 0.3132, Forward time: 2.3225, Backward time: 3.2366, DDP time: 0.0038, Total iter time: 6.2448 [2020-11-08 11:52:59,537][root][INFO] - ===> Epoch[237](1181/5): Loss -0.5366, Sem 0.1696, dir -0.9442, norm 0.2380, swav 0.0000 LR: 7.847e-02 Score 94.367 Data time: 0.2210, Forward time: 2.3225, Backward time: 3.2359, DDP time: 0.0038, Total iter time: 5.0366 [2020-11-08 11:53:04,550][root][INFO] - ===> Epoch[237](1182/5): Loss -0.5742, Sem 0.1524, dir -0.9500, norm 0.2234, swav 0.0000 LR: 7.845e-02 Score 95.227 Data time: 0.2391, Forward time: 2.3228, Backward time: 3.2349, DDP time: 0.0038, Total iter time: 4.9047 [2020-11-08 11:53:09,879][root][INFO] - ===> Epoch[237](1183/5): Loss -0.5532, Sem 0.1482, dir -0.9442, norm 0.2428, swav 0.0000 LR: 7.843e-02 Score 95.194 Data time: 0.1647, Forward time: 2.3223, Backward time: 3.2349, DDP time: 0.0038, Total iter time: 5.2210 [2020-11-08 11:53:17,759][root][INFO] - ===> Epoch[237](1184/5): Loss -0.5859, Sem 0.1448, dir -0.9441, norm 0.2134, swav 0.0000 LR: 7.841e-02 Score 95.446 Data time: 0.2481, Forward time: 2.3225, Backward time: 3.2362, DDP time: 0.0038, Total iter time: 7.7947 [2020-11-08 11:53:23,476][root][INFO] - ===> Epoch[237](1185/5): Loss -0.5769, Sem 0.1344, dir -0.9424, norm 0.2311, swav 0.0000 LR: 7.840e-02 Score 95.583 Data time: 0.2230, Forward time: 2.3225, Backward time: 3.2361, DDP time: 0.0038, Total iter time: 5.6028 [2020-11-08 11:53:29,560][root][INFO] - ===> Epoch[238](1186/5): Loss -0.5627, Sem 0.1306, dir -0.9425, norm 0.2491, swav 0.0000 LR: 7.838e-02 Score 95.775 Data time: 0.2869, Forward time: 2.3231, Backward time: 3.2355, DDP time: 0.0038, Total iter time: 5.9750 [2020-11-08 11:53:34,848][root][INFO] - ===> Epoch[238](1187/5): Loss -0.5760, Sem 0.1423, dir -0.9485, norm 0.2302, swav 0.0000 LR: 7.836e-02 Score 95.329 Data time: 0.2529, Forward time: 2.3234, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 5.1781 [2020-11-08 11:53:40,641][root][INFO] - ===> Epoch[238](1188/5): Loss -0.5476, Sem 0.1480, dir -0.9473, norm 0.2518, swav 0.0000 LR: 7.834e-02 Score 95.267 Data time: 0.2536, Forward time: 2.3237, Backward time: 3.2342, DDP time: 0.0038, Total iter time: 5.6726 [2020-11-08 11:53:47,752][root][INFO] - ===> Epoch[238](1189/5): Loss -0.5486, Sem 0.1669, dir -0.9418, norm 0.2263, swav 0.0000 LR: 7.832e-02 Score 94.596 Data time: 0.1537, Forward time: 2.3231, Backward time: 3.2357, DDP time: 0.0038, Total iter time: 6.9762 [2020-11-08 11:53:54,767][root][INFO] - ===> Epoch[238](1190/5): Loss -0.5394, Sem 0.1738, dir -0.9373, norm 0.2242, swav 0.0000 LR: 7.830e-02 Score 94.481 Data time: 0.1928, Forward time: 2.3228, Backward time: 3.2370, DDP time: 0.0038, Total iter time: 6.9366 [2020-11-08 11:54:01,196][root][INFO] - ===> Epoch[239](1191/5): Loss -0.5884, Sem 0.1530, dir -0.9487, norm 0.2072, swav 0.0000 LR: 7.829e-02 Score 95.071 Data time: 0.2117, Forward time: 2.3226, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 6.3088 [2020-11-08 11:54:06,753][root][INFO] - ===> Epoch[239](1192/5): Loss -0.5571, Sem 0.1414, dir -0.9449, norm 0.2464, swav 0.0000 LR: 7.827e-02 Score 95.621 Data time: 0.2631, Forward time: 2.3230, Backward time: 3.2367, DDP time: 0.0038, Total iter time: 5.4499 [2020-11-08 11:54:12,735][root][INFO] - ===> Epoch[239](1193/5): Loss -0.5456, Sem 0.1448, dir -0.9436, norm 0.2532, swav 0.0000 LR: 7.825e-02 Score 95.353 Data time: 0.1681, Forward time: 2.3227, Backward time: 3.2370, DDP time: 0.0038, Total iter time: 5.8434 [2020-11-08 11:54:18,507][root][INFO] - ===> Epoch[239](1194/5): Loss -0.5766, Sem 0.1622, dir -0.9489, norm 0.2101, swav 0.0000 LR: 7.823e-02 Score 94.669 Data time: 0.1823, Forward time: 2.3224, Backward time: 3.2372, DDP time: 0.0038, Total iter time: 5.6623 [2020-11-08 11:54:24,988][root][INFO] - ===> Epoch[239](1195/5): Loss -0.5403, Sem 0.1462, dir -0.9391, norm 0.2525, swav 0.0000 LR: 7.821e-02 Score 95.314 Data time: 0.2329, Forward time: 2.3225, Backward time: 3.2375, DDP time: 0.0038, Total iter time: 6.3471 [2020-11-08 11:54:30,909][root][INFO] - ===> Epoch[240](1196/5): Loss -0.5564, Sem 0.1536, dir -0.9440, norm 0.2339, swav 0.0000 LR: 7.819e-02 Score 95.052 Data time: 0.2595, Forward time: 2.3229, Backward time: 3.2370, DDP time: 0.0038, Total iter time: 5.7643 [2020-11-08 11:54:36,904][root][INFO] - ===> Epoch[240](1197/5): Loss -0.5542, Sem 0.1440, dir -0.9480, norm 0.2498, swav 0.0000 LR: 7.817e-02 Score 95.437 Data time: 0.1865, Forward time: 2.3225, Backward time: 3.2373, DDP time: 0.0038, Total iter time: 5.8506 [2020-11-08 11:54:43,060][root][INFO] - ===> Epoch[240](1198/5): Loss -0.5840, Sem 0.1380, dir -0.9388, norm 0.2168, swav 0.0000 LR: 7.816e-02 Score 95.564 Data time: 0.2800, Forward time: 2.3227, Backward time: 3.2372, DDP time: 0.0038, Total iter time: 6.0316 [2020-11-08 11:54:48,962][root][INFO] - ===> Epoch[240](1199/5): Loss -0.5588, Sem 0.1604, dir -0.9485, norm 0.2293, swav 0.0000 LR: 7.814e-02 Score 94.821 Data time: 0.2722, Forward time: 2.3232, Backward time: 3.2366, DDP time: 0.0038, Total iter time: 5.7928 [2020-11-08 11:54:54,623][root][INFO] - ===> Epoch[240](1200/5): Loss -0.5870, Sem 0.1261, dir -0.9415, norm 0.2285, swav 0.0000 LR: 7.812e-02 Score 95.943 Data time: 0.2550, Forward time: 2.3237, Backward time: 3.2358, DDP time: 0.0038, Total iter time: 5.5157 [2020-11-08 11:55:00,164][root][INFO] - ===> Epoch[241](1201/5): Loss -0.5190, Sem 0.1620, dir -0.9358, norm 0.2548, swav 0.0000 LR: 7.810e-02 Score 94.769 Data time: 0.2633, Forward time: 2.3241, Backward time: 3.2351, DDP time: 0.0038, Total iter time: 5.4161 [2020-11-08 11:55:06,894][root][INFO] - ===> Epoch[241](1202/5): Loss -0.5934, Sem 0.1407, dir -0.9478, norm 0.2136, swav 0.0000 LR: 7.808e-02 Score 95.413 Data time: 0.2087, Forward time: 2.3242, Backward time: 3.2356, DDP time: 0.0038, Total iter time: 6.6349 [2020-11-08 11:55:11,928][root][INFO] - ===> Epoch[241](1203/5): Loss -0.5565, Sem 0.1443, dir -0.9459, norm 0.2451, swav 0.0000 LR: 7.806e-02 Score 95.404 Data time: 0.1708, Forward time: 2.3237, Backward time: 3.2354, DDP time: 0.0038, Total iter time: 4.9353 [2020-11-08 11:55:17,609][root][INFO] - ===> Epoch[241](1204/5): Loss -0.5557, Sem 0.1402, dir -0.9400, norm 0.2441, swav 0.0000 LR: 7.805e-02 Score 95.608 Data time: 0.2711, Forward time: 2.3241, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 5.6147 [2020-11-08 11:55:23,454][root][INFO] - ===> Epoch[241](1205/5): Loss -0.5490, Sem 0.1573, dir -0.9499, norm 0.2436, swav 0.0000 LR: 7.803e-02 Score 94.928 Data time: 0.2088, Forward time: 2.3241, Backward time: 3.2346, DDP time: 0.0038, Total iter time: 5.7286 [2020-11-08 11:55:29,122][root][INFO] - ===> Epoch[242](1206/5): Loss -0.5917, Sem 0.1353, dir -0.9443, norm 0.2173, swav 0.0000 LR: 7.801e-02 Score 95.631 Data time: 0.1659, Forward time: 2.3236, Backward time: 3.2349, DDP time: 0.0038, Total iter time: 5.5509 [2020-11-08 11:55:35,807][root][INFO] - ===> Epoch[242](1207/5): Loss -0.5665, Sem 0.1496, dir -0.9449, norm 0.2289, swav 0.0000 LR: 7.799e-02 Score 95.072 Data time: 0.3402, Forward time: 2.3245, Backward time: 3.2346, DDP time: 0.0038, Total iter time: 6.6019 [2020-11-08 11:55:42,400][root][INFO] - ===> Epoch[242](1208/5): Loss -0.5391, Sem 0.1591, dir -0.9500, norm 0.2518, swav 0.0000 LR: 7.797e-02 Score 94.931 Data time: 0.3662, Forward time: 2.3253, Backward time: 3.2342, DDP time: 0.0038, Total iter time: 6.4629 [2020-11-08 11:55:48,786][root][INFO] - ===> Epoch[242](1209/5): Loss -0.5581, Sem 0.1301, dir -0.9443, norm 0.2562, swav 0.0000 LR: 7.795e-02 Score 95.900 Data time: 0.2885, Forward time: 2.3261, Backward time: 3.2338, DDP time: 0.0038, Total iter time: 6.2512 [2020-11-08 11:55:54,129][root][INFO] - ===> Epoch[242](1210/5): Loss -0.5695, Sem 0.1487, dir -0.9387, norm 0.2204, swav 0.0000 LR: 7.793e-02 Score 95.043 Data time: 0.2105, Forward time: 2.3262, Backward time: 3.2331, DDP time: 0.0038, Total iter time: 5.2202 [2020-11-08 11:55:59,488][root][INFO] - ===> Epoch[243](1211/5): Loss -0.5598, Sem 0.1542, dir -0.9441, norm 0.2301, swav 0.0000 LR: 7.792e-02 Score 95.192 Data time: 0.1368, Forward time: 2.3255, Backward time: 3.2334, DDP time: 0.0038, Total iter time: 5.2452 [2020-11-08 11:56:06,175][root][INFO] - ===> Epoch[243](1212/5): Loss -0.5821, Sem 0.1474, dir -0.9521, norm 0.2226, swav 0.0000 LR: 7.790e-02 Score 95.120 Data time: 0.2197, Forward time: 2.3255, Backward time: 3.2340, DDP time: 0.0038, Total iter time: 6.6202 [2020-11-08 11:56:12,395][root][INFO] - ===> Epoch[243](1213/5): Loss -0.5895, Sem 0.1318, dir -0.9422, norm 0.2209, swav 0.0000 LR: 7.788e-02 Score 95.738 Data time: 0.2180, Forward time: 2.3255, Backward time: 3.2342, DDP time: 0.0038, Total iter time: 6.1200 [2020-11-08 11:56:18,705][root][INFO] - ===> Epoch[243](1214/5): Loss -0.5420, Sem 0.1462, dir -0.9464, norm 0.2582, swav 0.0000 LR: 7.786e-02 Score 95.245 Data time: 0.2160, Forward time: 2.3254, Backward time: 3.2345, DDP time: 0.0038, Total iter time: 6.1990 [2020-11-08 11:56:24,945][root][INFO] - ===> Epoch[243](1215/5): Loss -0.6327, Sem 0.1359, dir -0.9545, norm 0.1859, swav 0.0000 LR: 7.784e-02 Score 95.544 Data time: 0.3122, Forward time: 2.3261, Backward time: 3.2341, DDP time: 0.0038, Total iter time: 6.1399 [2020-11-08 11:56:32,252][root][INFO] - ===> Epoch[244](1216/5): Loss -0.5592, Sem 0.1559, dir -0.9476, norm 0.2325, swav 0.0000 LR: 7.782e-02 Score 95.044 Data time: 0.2246, Forward time: 2.3262, Backward time: 3.2350, DDP time: 0.0038, Total iter time: 7.1914 [2020-11-08 11:56:38,507][root][INFO] - ===> Epoch[244](1217/5): Loss -0.5925, Sem 0.1407, dir -0.9507, norm 0.2175, swav 0.0000 LR: 7.780e-02 Score 95.378 Data time: 0.2656, Forward time: 2.3267, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 6.1298 [2020-11-08 11:56:43,937][root][INFO] - ===> Epoch[244](1218/5): Loss -0.5748, Sem 0.1395, dir -0.9447, norm 0.2304, swav 0.0000 LR: 7.779e-02 Score 95.500 Data time: 0.2106, Forward time: 2.3266, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 5.3140 [2020-11-08 11:56:50,248][root][INFO] - ===> Epoch[244](1219/5): Loss -0.5715, Sem 0.1486, dir -0.9479, norm 0.2277, swav 0.0000 LR: 7.777e-02 Score 95.294 Data time: 0.2941, Forward time: 2.3273, Backward time: 3.2339, DDP time: 0.0038, Total iter time: 6.1783 [2020-11-08 11:56:55,683][root][INFO] - ===> Epoch[244](1220/5): Loss -0.5938, Sem 0.1439, dir -0.9497, norm 0.2120, swav 0.0000 LR: 7.775e-02 Score 95.188 Data time: 0.1827, Forward time: 2.3270, Backward time: 3.2338, DDP time: 0.0038, Total iter time: 5.2937 [2020-11-08 11:57:01,074][root][INFO] - ===> Epoch[245](1221/5): Loss -0.6005, Sem 0.1296, dir -0.9518, norm 0.2217, swav 0.0000 LR: 7.773e-02 Score 95.824 Data time: 0.2584, Forward time: 2.3273, Backward time: 3.2330, DDP time: 0.0038, Total iter time: 5.2992 [2020-11-08 11:57:06,719][root][INFO] - ===> Epoch[245](1222/5): Loss -0.5900, Sem 0.1404, dir -0.9481, norm 0.2176, swav 0.0000 LR: 7.771e-02 Score 95.282 Data time: 0.2398, Forward time: 2.3274, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 5.5173 [2020-11-08 11:57:12,883][root][INFO] - ===> Epoch[245](1223/5): Loss -0.6000, Sem 0.1367, dir -0.9522, norm 0.2155, swav 0.0000 LR: 7.769e-02 Score 95.491 Data time: 0.2389, Forward time: 2.3276, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 6.0610 [2020-11-08 11:57:19,993][root][INFO] - ===> Epoch[245](1224/5): Loss -0.5827, Sem 0.1435, dir -0.9519, norm 0.2257, swav 0.0000 LR: 7.767e-02 Score 95.333 Data time: 0.2603, Forward time: 2.3279, Backward time: 3.2332, DDP time: 0.0038, Total iter time: 7.0044 [2020-11-08 11:57:25,799][root][INFO] - ===> Epoch[245](1225/5): Loss -0.5858, Sem 0.1370, dir -0.9422, norm 0.2194, swav 0.0000 LR: 7.766e-02 Score 95.449 Data time: 0.1891, Forward time: 2.3277, Backward time: 3.2332, DDP time: 0.0038, Total iter time: 5.6742 [2020-11-08 11:57:32,866][root][INFO] - ===> Epoch[246](1226/5): Loss -0.5700, Sem 0.1428, dir -0.9471, norm 0.2343, swav 0.0000 LR: 7.764e-02 Score 95.386 Data time: 0.2073, Forward time: 2.3277, Backward time: 3.2342, DDP time: 0.0038, Total iter time: 6.9643 [2020-11-08 11:57:39,583][root][INFO] - ===> Epoch[246](1227/5): Loss -0.6041, Sem 0.1395, dir -0.9475, norm 0.2038, swav 0.0000 LR: 7.762e-02 Score 95.501 Data time: 0.1977, Forward time: 2.3274, Backward time: 3.2349, DDP time: 0.0038, Total iter time: 6.5787 [2020-11-08 11:57:45,429][root][INFO] - ===> Epoch[246](1228/5): Loss -0.5546, Sem 0.1477, dir -0.9468, norm 0.2446, swav 0.0000 LR: 7.760e-02 Score 95.194 Data time: 0.2120, Forward time: 2.3275, Backward time: 3.2348, DDP time: 0.0038, Total iter time: 5.7566 [2020-11-08 11:57:52,046][root][INFO] - ===> Epoch[246](1229/5): Loss -0.6008, Sem 0.1376, dir -0.9534, norm 0.2149, swav 0.0000 LR: 7.758e-02 Score 95.616 Data time: 0.1435, Forward time: 2.3268, Backward time: 3.2359, DDP time: 0.0038, Total iter time: 6.4847 [2020-11-08 11:57:58,686][root][INFO] - ===> Epoch[246](1230/5): Loss -0.5782, Sem 0.1480, dir -0.9505, norm 0.2243, swav 0.0000 LR: 7.756e-02 Score 95.202 Data time: 0.1608, Forward time: 2.3263, Backward time: 3.2370, DDP time: 0.0038, Total iter time: 6.5517 [2020-11-08 11:58:04,369][root][INFO] - ===> Epoch[247](1231/5): Loss -0.5720, Sem 0.1413, dir -0.9453, norm 0.2320, swav 0.0000 LR: 7.755e-02 Score 95.406 Data time: 0.2425, Forward time: 2.3264, Backward time: 3.2367, DDP time: 0.0038, Total iter time: 5.5920 [2020-11-08 11:58:10,180][root][INFO] - ===> Epoch[247](1232/5): Loss -0.5538, Sem 0.1479, dir -0.9457, norm 0.2440, swav 0.0000 LR: 7.753e-02 Score 95.259 Data time: 0.2783, Forward time: 2.3269, Backward time: 3.2360, DDP time: 0.0038, Total iter time: 5.6676 [2020-11-08 11:58:15,919][root][INFO] - ===> Epoch[247](1233/5): Loss -0.5927, Sem 0.1313, dir -0.9501, norm 0.2261, swav 0.0000 LR: 7.751e-02 Score 95.820 Data time: 0.2424, Forward time: 2.3273, Backward time: 3.2354, DDP time: 0.0038, Total iter time: 5.6112 [2020-11-08 11:58:20,702][root][INFO] - ===> Epoch[247](1234/5): Loss -0.5671, Sem 0.1496, dir -0.9442, norm 0.2275, swav 0.0000 LR: 7.749e-02 Score 95.036 Data time: 0.1772, Forward time: 2.3270, Backward time: 3.2348, DDP time: 0.0038, Total iter time: 4.6744 [2020-11-08 11:58:27,830][root][INFO] - ===> Epoch[247](1235/5): Loss -0.5713, Sem 0.1405, dir -0.9453, norm 0.2336, swav 0.0000 LR: 7.747e-02 Score 95.450 Data time: 0.2255, Forward time: 2.3269, Backward time: 3.2358, DDP time: 0.0038, Total iter time: 7.0329 [2020-11-08 11:58:34,929][root][INFO] - ===> Epoch[248](1236/5): Loss -0.5532, Sem 0.1370, dir -0.9450, norm 0.2548, swav 0.0000 LR: 7.745e-02 Score 95.631 Data time: 0.2369, Forward time: 2.3272, Backward time: 3.2364, DDP time: 0.0038, Total iter time: 6.9811 [2020-11-08 11:58:40,815][root][INFO] - ===> Epoch[248](1237/5): Loss -0.5751, Sem 0.1426, dir -0.9459, norm 0.2282, swav 0.0000 LR: 7.743e-02 Score 95.223 Data time: 0.1498, Forward time: 2.3266, Backward time: 3.2369, DDP time: 0.0038, Total iter time: 5.7525 [2020-11-08 11:58:46,276][root][INFO] - ===> Epoch[248](1238/5): Loss -0.5562, Sem 0.1327, dir -0.9402, norm 0.2513, swav 0.0000 LR: 7.742e-02 Score 95.747 Data time: 0.1939, Forward time: 2.3265, Backward time: 3.2367, DDP time: 0.0038, Total iter time: 5.3719 [2020-11-08 11:58:51,906][root][INFO] - ===> Epoch[248](1239/5): Loss -0.5693, Sem 0.1359, dir -0.9424, norm 0.2372, swav 0.0000 LR: 7.740e-02 Score 95.646 Data time: 0.1993, Forward time: 2.3264, Backward time: 3.2365, DDP time: 0.0038, Total iter time: 5.5195 [2020-11-08 11:58:56,949][root][INFO] - ===> Epoch[248](1240/5): Loss -0.5928, Sem 0.1472, dir -0.9493, norm 0.2093, swav 0.0000 LR: 7.738e-02 Score 95.347 Data time: 0.2716, Forward time: 2.3265, Backward time: 3.2356, DDP time: 0.0038, Total iter time: 4.9247 [2020-11-08 11:59:03,352][root][INFO] - ===> Epoch[249](1241/5): Loss -0.5526, Sem 0.1361, dir -0.9429, norm 0.2542, swav 0.0000 LR: 7.736e-02 Score 95.640 Data time: 0.1861, Forward time: 2.3263, Backward time: 3.2362, DDP time: 0.0038, Total iter time: 6.2705 [2020-11-08 11:59:08,967][root][INFO] - ===> Epoch[249](1242/5): Loss -0.5939, Sem 0.1400, dir -0.9489, norm 0.2150, swav 0.0000 LR: 7.734e-02 Score 95.452 Data time: 0.2265, Forward time: 2.3260, Backward time: 3.2361, DDP time: 0.0038, Total iter time: 5.4929 [2020-11-08 11:59:15,723][root][INFO] - ===> Epoch[249](1243/5): Loss -0.5369, Sem 0.1530, dir -0.9409, norm 0.2510, swav 0.0000 LR: 7.732e-02 Score 95.191 Data time: 0.3434, Forward time: 2.3268, Backward time: 3.2359, DDP time: 0.0038, Total iter time: 6.6538 [2020-11-08 11:59:21,269][root][INFO] - ===> Epoch[249](1244/5): Loss -0.5731, Sem 0.1416, dir -0.9424, norm 0.2276, swav 0.0000 LR: 7.730e-02 Score 95.332 Data time: 0.2496, Forward time: 2.3272, Backward time: 3.2352, DDP time: 0.0038, Total iter time: 5.3907 [2020-11-08 11:59:26,332][root][INFO] - ===> Epoch[249](1245/5): Loss -0.5937, Sem 0.1311, dir -0.9510, norm 0.2262, swav 0.0000 LR: 7.729e-02 Score 95.769 Data time: 0.2172, Forward time: 2.3273, Backward time: 3.2344, DDP time: 0.0038, Total iter time: 4.9330 [2020-11-08 11:59:34,231][root][INFO] - ===> Epoch[250](1246/5): Loss -0.5806, Sem 0.1244, dir -0.9374, norm 0.2325, swav 0.0000 LR: 7.727e-02 Score 96.134 Data time: 0.1711, Forward time: 2.3269, Backward time: 3.2362, DDP time: 0.0038, Total iter time: 7.7754 [2020-11-08 11:59:40,401][root][INFO] - ===> Epoch[250](1247/5): Loss -0.5966, Sem 0.1421, dir -0.9498, norm 0.2111, swav 0.0000 LR: 7.725e-02 Score 95.261 Data time: 0.1615, Forward time: 2.3264, Backward time: 3.2369, DDP time: 0.0038, Total iter time: 6.0665 [2020-11-08 11:59:46,919][root][INFO] - ===> Epoch[250](1248/5): Loss -0.6283, Sem 0.1176, dir -0.9498, norm 0.2039, swav 0.0000 LR: 7.723e-02 Score 96.124 Data time: 0.1978, Forward time: 2.3263, Backward time: 3.2375, DDP time: 0.0038, Total iter time: 6.4343 [2020-11-08 11:59:52,699][root][INFO] - ===> Epoch[250](1249/5): Loss -0.5647, Sem 0.1494, dir -0.9489, norm 0.2348, swav 0.0000 LR: 7.721e-02 Score 95.123 Data time: 0.2247, Forward time: 2.3265, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 5.6843 [2020-11-08 11:59:57,991][root][INFO] - ===> Epoch[250](1250/5): Loss -0.5155, Sem 0.1530, dir -0.9368, norm 0.2683, swav 0.0000 LR: 7.719e-02 Score 95.145 Data time: 0.1476, Forward time: 2.3259, Backward time: 3.2372, DDP time: 0.0038, Total iter time: 5.1564 [2020-11-08 12:00:03,523][root][INFO] - ===> Epoch[251](1251/5): Loss -0.5877, Sem 0.1470, dir -0.9505, norm 0.2158, swav 0.0000 LR: 7.718e-02 Score 95.228 Data time: 0.2503, Forward time: 2.3257, Backward time: 3.2370, DDP time: 0.0038, Total iter time: 5.4493 [2020-11-08 12:00:11,083][root][INFO] - ===> Epoch[251](1252/5): Loss -0.5894, Sem 0.1370, dir -0.9486, norm 0.2222, swav 0.0000 LR: 7.716e-02 Score 95.497 Data time: 0.3764, Forward time: 2.3268, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 7.4311 [2020-11-08 12:00:16,662][root][INFO] - ===> Epoch[251](1253/5): Loss -0.5759, Sem 0.1305, dir -0.9495, norm 0.2431, swav 0.0000 LR: 7.714e-02 Score 95.657 Data time: 0.1896, Forward time: 2.3268, Backward time: 3.2368, DDP time: 0.0038, Total iter time: 5.4447 [2020-11-08 12:00:21,867][root][INFO] - ===> Epoch[251](1254/5): Loss -0.5617, Sem 0.1521, dir -0.9478, norm 0.2339, swav 0.0000 LR: 7.712e-02 Score 95.241 Data time: 0.1320, Forward time: 2.3261, Backward time: 3.2369, DDP time: 0.0038, Total iter time: 5.0572 [2020-11-08 12:00:27,606][root][INFO] - ===> Epoch[251](1255/5): Loss -0.5931, Sem 0.1337, dir -0.9459, norm 0.2191, swav 0.0000 LR: 7.710e-02 Score 95.696 Data time: 0.1906, Forward time: 2.3259, Backward time: 3.2370, DDP time: 0.0038, Total iter time: 5.6708 [2020-11-08 12:00:33,972][root][INFO] - ===> Epoch[252](1256/5): Loss -0.5200, Sem 0.1474, dir -0.9324, norm 0.2650, swav 0.0000 LR: 7.708e-02 Score 95.360 Data time: 0.2011, Forward time: 2.3255, Backward time: 3.2376, DDP time: 0.0038, Total iter time: 6.2620 [2020-11-08 12:00:40,770][root][INFO] - ===> Epoch[252](1257/5): Loss -0.6085, Sem 0.1257, dir -0.9495, norm 0.2154, swav 0.0000 LR: 7.706e-02 Score 95.831 Data time: 0.2476, Forward time: 2.3254, Backward time: 3.2384, DDP time: 0.0038, Total iter time: 6.6986 [2020-11-08 12:00:47,038][root][INFO] - ===> Epoch[252](1258/5): Loss -0.5878, Sem 0.1366, dir -0.9435, norm 0.2191, swav 0.0000 LR: 7.705e-02 Score 95.410 Data time: 0.1932, Forward time: 2.3252, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 6.1311 [2020-11-08 12:00:52,528][root][INFO] - ===> Epoch[252](1259/5): Loss -0.5719, Sem 0.1385, dir -0.9451, norm 0.2347, swav 0.0000 LR: 7.703e-02 Score 95.589 Data time: 0.1990, Forward time: 2.3246, Backward time: 3.2390, DDP time: 0.0038, Total iter time: 5.3919 [2020-11-08 12:00:58,604][root][INFO] - ===> Epoch[252](1260/5): Loss -0.6131, Sem 0.1282, dir -0.9496, norm 0.2084, swav 0.0000 LR: 7.701e-02 Score 95.900 Data time: 0.2913, Forward time: 2.3252, Backward time: 3.2385, DDP time: 0.0038, Total iter time: 5.9693 [2020-11-08 12:01:04,147][root][INFO] - ===> Epoch[253](1261/5): Loss -0.5345, Sem 0.1391, dir -0.9382, norm 0.2646, swav 0.0000 LR: 7.699e-02 Score 95.502 Data time: 0.1441, Forward time: 2.3246, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 5.4088 [2020-11-08 12:01:09,608][root][INFO] - ===> Epoch[253](1262/5): Loss -0.5303, Sem 0.1640, dir -0.9515, norm 0.2572, swav 0.0000 LR: 7.697e-02 Score 95.153 Data time: 0.1495, Forward time: 2.3240, Backward time: 3.2390, DDP time: 0.0038, Total iter time: 5.3793 [2020-11-08 12:01:14,999][root][INFO] - ===> Epoch[253](1263/5): Loss -0.5993, Sem 0.1352, dir -0.9503, norm 0.2159, swav 0.0000 LR: 7.695e-02 Score 95.587 Data time: 0.1456, Forward time: 2.3234, Backward time: 3.2391, DDP time: 0.0038, Total iter time: 5.2888 [2020-11-08 12:01:21,099][root][INFO] - ===> Epoch[253](1264/5): Loss -0.5781, Sem 0.1386, dir -0.9439, norm 0.2272, swav 0.0000 LR: 7.693e-02 Score 95.583 Data time: 0.1141, Forward time: 2.3225, Backward time: 3.2403, DDP time: 0.0038, Total iter time: 6.0200 [2020-11-08 12:01:27,610][root][INFO] - ===> Epoch[253](1265/5): Loss -0.6053, Sem 0.1482, dir -0.9502, norm 0.1967, swav 0.0000 LR: 7.692e-02 Score 95.230 Data time: 0.1349, Forward time: 2.3219, Backward time: 3.2414, DDP time: 0.0038, Total iter time: 6.4509 [2020-11-08 12:01:34,494][root][INFO] - ===> Epoch[254](1266/5): Loss -0.5689, Sem 0.1380, dir -0.9415, norm 0.2346, swav 0.0000 LR: 7.690e-02 Score 95.545 Data time: 0.1678, Forward time: 2.3214, Backward time: 3.2426, DDP time: 0.0038, Total iter time: 6.7931 [2020-11-08 12:01:39,184][root][INFO] - ===> Epoch[254](1267/5): Loss -0.5868, Sem 0.1351, dir -0.9531, norm 0.2312, swav 0.0000 LR: 7.688e-02 Score 95.627 Data time: 0.1970, Forward time: 2.3213, Backward time: 3.2418, DDP time: 0.0038, Total iter time: 4.5663 [2020-11-08 12:01:45,555][root][INFO] - ===> Epoch[254](1268/5): Loss -0.5531, Sem 0.1470, dir -0.9470, norm 0.2469, swav 0.0000 LR: 7.686e-02 Score 95.299 Data time: 0.1641, Forward time: 2.3207, Backward time: 3.2426, DDP time: 0.0038, Total iter time: 6.2633 [2020-11-08 12:01:51,486][root][INFO] - ===> Epoch[254](1269/5): Loss -0.5728, Sem 0.1424, dir -0.9409, norm 0.2256, swav 0.0000 LR: 7.684e-02 Score 95.436 Data time: 0.2681, Forward time: 2.3210, Backward time: 3.2423, DDP time: 0.0038, Total iter time: 5.8095 [2020-11-08 12:01:57,045][root][INFO] - ===> Epoch[254](1270/5): Loss -0.6022, Sem 0.1297, dir -0.9502, norm 0.2183, swav 0.0000 LR: 7.682e-02 Score 95.791 Data time: 0.3071, Forward time: 2.3214, Backward time: 3.2415, DDP time: 0.0038, Total iter time: 5.4190 [2020-11-08 12:02:02,344][root][INFO] - ===> Epoch[255](1271/5): Loss -0.6062, Sem 0.1393, dir -0.9537, norm 0.2082, swav 0.0000 LR: 7.680e-02 Score 95.540 Data time: 0.2523, Forward time: 2.3217, Backward time: 3.2407, DDP time: 0.0038, Total iter time: 5.1745 [2020-11-08 12:02:07,393][root][INFO] - ===> Epoch[255](1272/5): Loss -0.5598, Sem 0.1511, dir -0.9433, norm 0.2324, swav 0.0000 LR: 7.679e-02 Score 95.191 Data time: 0.1911, Forward time: 2.3217, Backward time: 3.2400, DDP time: 0.0038, Total iter time: 4.9466 [2020-11-08 12:02:13,309][root][INFO] - ===> Epoch[255](1273/5): Loss -0.5949, Sem 0.1553, dir -0.9544, norm 0.2042, swav 0.0000 LR: 7.677e-02 Score 94.923 Data time: 0.1611, Forward time: 2.3213, Backward time: 3.2404, DDP time: 0.0038, Total iter time: 5.7996 [2020-11-08 12:02:19,152][root][INFO] - ===> Epoch[255](1274/5): Loss -0.5613, Sem 0.1327, dir -0.9487, norm 0.2548, swav 0.0000 LR: 7.675e-02 Score 95.701 Data time: 0.2499, Forward time: 2.3214, Backward time: 3.2402, DDP time: 0.0038, Total iter time: 5.7349 [2020-11-08 12:02:25,952][root][INFO] - ===> Epoch[255](1275/5): Loss -0.5973, Sem 0.1255, dir -0.9462, norm 0.2234, swav 0.0000 LR: 7.673e-02 Score 95.877 Data time: 0.2302, Forward time: 2.3216, Backward time: 3.2406, DDP time: 0.0038, Total iter time: 6.6698 [2020-11-08 12:02:33,130][root][INFO] - ===> Epoch[256](1276/5): Loss -0.6039, Sem 0.1397, dir -0.9572, norm 0.2137, swav 0.0000 LR: 7.671e-02 Score 95.443 Data time: 0.2005, Forward time: 2.3215, Backward time: 3.2416, DDP time: 0.0038, Total iter time: 7.0410 [2020-11-08 12:02:38,667][root][INFO] - ===> Epoch[256](1277/5): Loss -0.6137, Sem 0.1420, dir -0.9552, norm 0.1995, swav 0.0000 LR: 7.669e-02 Score 95.406 Data time: 0.1926, Forward time: 2.3213, Backward time: 3.2415, DDP time: 0.0038, Total iter time: 5.3984 [2020-11-08 12:02:45,130][root][INFO] - ===> Epoch[256](1278/5): Loss -0.5830, Sem 0.1332, dir -0.9411, norm 0.2248, swav 0.0000 LR: 7.667e-02 Score 95.632 Data time: 0.2401, Forward time: 2.3213, Backward time: 3.2419, DDP time: 0.0038, Total iter time: 6.3674 [2020-11-08 12:02:51,464][root][INFO] - ===> Epoch[256](1279/5): Loss -0.5855, Sem 0.1371, dir -0.9469, norm 0.2244, swav 0.0000 LR: 7.666e-02 Score 95.552 Data time: 0.2855, Forward time: 2.3218, Backward time: 3.2416, DDP time: 0.0038, Total iter time: 6.2179 [2020-11-08 12:02:58,167][root][INFO] - ===> Epoch[256](1280/5): Loss -0.6079, Sem 0.1287, dir -0.9508, norm 0.2141, swav 0.0000 LR: 7.664e-02 Score 95.893 Data time: 0.2692, Forward time: 2.3221, Backward time: 3.2418, DDP time: 0.0038, Total iter time: 6.5563 [2020-11-08 12:03:04,310][root][INFO] - ===> Epoch[257](1281/5): Loss -0.5988, Sem 0.1355, dir -0.9507, norm 0.2164, swav 0.0000 LR: 7.662e-02 Score 95.687 Data time: 0.2774, Forward time: 2.3227, Backward time: 3.2414, DDP time: 0.0038, Total iter time: 6.0093 [2020-11-08 12:03:10,467][root][INFO] - ===> Epoch[257](1282/5): Loss -0.5756, Sem 0.1365, dir -0.9498, norm 0.2377, swav 0.0000 LR: 7.660e-02 Score 95.513 Data time: 0.1979, Forward time: 2.3225, Backward time: 3.2416, DDP time: 0.0038, Total iter time: 6.0261 [2020-11-08 12:03:15,563][root][INFO] - ===> Epoch[257](1283/5): Loss -0.6406, Sem 0.1278, dir -0.9588, norm 0.1904, swav 0.0000 LR: 7.658e-02 Score 95.742 Data time: 0.2119, Forward time: 2.3224, Backward time: 3.2411, DDP time: 0.0038, Total iter time: 4.9780 [2020-11-08 12:03:20,407][root][INFO] - ===> Epoch[257](1284/5): Loss -0.6184, Sem 0.1268, dir -0.9492, norm 0.2040, swav 0.0000 LR: 7.656e-02 Score 95.853 Data time: 0.2384, Forward time: 2.3225, Backward time: 3.2401, DDP time: 0.0038, Total iter time: 4.7277 [2020-11-08 12:03:26,951][root][INFO] - ===> Epoch[257](1285/5): Loss -0.5497, Sem 0.1578, dir -0.9446, norm 0.2371, swav 0.0000 LR: 7.655e-02 Score 95.350 Data time: 0.2272, Forward time: 2.3226, Backward time: 3.2405, DDP time: 0.0038, Total iter time: 6.4349 [2020-11-08 12:03:31,953][root][INFO] - ===> Epoch[258](1286/5): Loss -0.6084, Sem 0.1392, dir -0.9556, norm 0.2080, swav 0.0000 LR: 7.653e-02 Score 95.452 Data time: 0.1979, Forward time: 2.3225, Backward time: 3.2399, DDP time: 0.0038, Total iter time: 4.8855 [2020-11-08 12:03:36,976][root][INFO] - ===> Epoch[258](1287/5): Loss -0.5836, Sem 0.1300, dir -0.9403, norm 0.2267, swav 0.0000 LR: 7.651e-02 Score 95.945 Data time: 0.2011, Forward time: 2.3223, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 4.9149 [2020-11-08 12:03:43,102][root][INFO] - ===> Epoch[258](1288/5): Loss -0.5644, Sem 0.1521, dir -0.9444, norm 0.2279, swav 0.0000 LR: 7.649e-02 Score 95.208 Data time: 0.1807, Forward time: 2.3220, Backward time: 3.2397, DDP time: 0.0038, Total iter time: 6.0105 [2020-11-08 12:03:49,527][root][INFO] - ===> Epoch[258](1289/5): Loss -0.5985, Sem 0.1355, dir -0.9495, norm 0.2154, swav 0.0000 LR: 7.647e-02 Score 95.481 Data time: 0.1958, Forward time: 2.3219, Backward time: 3.2402, DDP time: 0.0038, Total iter time: 6.3402 [2020-11-08 12:03:55,435][root][INFO] - ===> Epoch[258](1290/5): Loss -0.5931, Sem 0.1327, dir -0.9504, norm 0.2246, swav 0.0000 LR: 7.645e-02 Score 95.621 Data time: 0.1877, Forward time: 2.3214, Backward time: 3.2407, DDP time: 0.0038, Total iter time: 5.7826 [2020-11-08 12:04:01,086][root][INFO] - ===> Epoch[259](1291/5): Loss -0.5966, Sem 0.1293, dir -0.9530, norm 0.2271, swav 0.0000 LR: 7.643e-02 Score 95.952 Data time: 0.1967, Forward time: 2.3213, Backward time: 3.2406, DDP time: 0.0038, Total iter time: 5.5582 [2020-11-08 12:04:05,837][root][INFO] - ===> Epoch[259](1292/5): Loss -0.6060, Sem 0.1110, dir -0.9470, norm 0.2300, swav 0.0000 LR: 7.642e-02 Score 96.428 Data time: 0.1905, Forward time: 2.3210, Backward time: 3.2400, DDP time: 0.0038, Total iter time: 4.6418 [2020-11-08 12:04:11,901][root][INFO] - ===> Epoch[259](1293/5): Loss -0.5928, Sem 0.1389, dir -0.9457, norm 0.2140, swav 0.0000 LR: 7.640e-02 Score 95.319 Data time: 0.2213, Forward time: 2.3210, Backward time: 3.2400, DDP time: 0.0038, Total iter time: 5.9462 [2020-11-08 12:04:18,424][root][INFO] - ===> Epoch[259](1294/5): Loss -0.5895, Sem 0.1379, dir -0.9442, norm 0.2168, swav 0.0000 LR: 7.638e-02 Score 95.600 Data time: 0.1557, Forward time: 2.3205, Backward time: 3.2409, DDP time: 0.0038, Total iter time: 6.3870 [2020-11-08 12:04:24,688][root][INFO] - ===> Epoch[259](1295/5): Loss -0.5484, Sem 0.1537, dir -0.9440, norm 0.2418, swav 0.0000 LR: 7.636e-02 Score 95.134 Data time: 0.2064, Forward time: 2.3204, Backward time: 3.2413, DDP time: 0.0038, Total iter time: 6.1973 [2020-11-08 12:04:30,299][root][INFO] - ===> Epoch[260](1296/5): Loss -0.5970, Sem 0.1214, dir -0.9444, norm 0.2260, swav 0.0000 LR: 7.634e-02 Score 96.080 Data time: 0.3143, Forward time: 2.3208, Backward time: 3.2406, DDP time: 0.0038, Total iter time: 5.4820 [2020-11-08 12:04:36,118][root][INFO] - ===> Epoch[260](1297/5): Loss -0.6215, Sem 0.1253, dir -0.9515, norm 0.2048, swav 0.0000 LR: 7.632e-02 Score 95.929 Data time: 0.2215, Forward time: 2.3210, Backward time: 3.2403, DDP time: 0.0038, Total iter time: 5.7057 [2020-11-08 12:04:40,983][root][INFO] - ===> Epoch[260](1298/5): Loss -0.5700, Sem 0.1498, dir -0.9476, norm 0.2279, swav 0.0000 LR: 7.630e-02 Score 95.275 Data time: 0.2224, Forward time: 2.3211, Backward time: 3.2394, DDP time: 0.0038, Total iter time: 4.7518 [2020-11-08 12:04:46,858][root][INFO] - ===> Epoch[260](1299/5): Loss -0.6168, Sem 0.1324, dir -0.9561, norm 0.2068, swav 0.0000 LR: 7.629e-02 Score 95.586 Data time: 0.2326, Forward time: 2.3211, Backward time: 3.2394, DDP time: 0.0038, Total iter time: 5.7656 [2020-11-08 12:04:52,919][root][INFO] - ===> Epoch[260](1300/5): Loss -0.5887, Sem 0.1396, dir -0.9513, norm 0.2230, swav 0.0000 LR: 7.627e-02 Score 95.396 Data time: 0.3145, Forward time: 2.3216, Backward time: 3.2389, DDP time: 0.0038, Total iter time: 5.9300 [2020-11-08 12:04:58,517][root][INFO] - ===> Epoch[261](1301/5): Loss -0.5609, Sem 0.1566, dir -0.9509, norm 0.2334, swav 0.0000 LR: 7.625e-02 Score 94.881 Data time: 0.2699, Forward time: 2.3220, Backward time: 3.2382, DDP time: 0.0038, Total iter time: 5.4686 [2020-11-08 12:05:04,340][root][INFO] - ===> Epoch[261](1302/5): Loss -0.6272, Sem 0.1258, dir -0.9489, norm 0.1959, swav 0.0000 LR: 7.623e-02 Score 96.135 Data time: 0.2865, Forward time: 2.3224, Backward time: 3.2375, DDP time: 0.0038, Total iter time: 5.6677 [2020-11-08 12:05:10,217][root][INFO] - ===> Epoch[261](1303/5): Loss -0.6088, Sem 0.1286, dir -0.9506, norm 0.2131, swav 0.0000 LR: 7.621e-02 Score 95.783 Data time: 0.3193, Forward time: 2.3229, Backward time: 3.2370, DDP time: 0.0038, Total iter time: 5.7505 [2020-11-08 12:05:18,142][root][INFO] - ===> Epoch[261](1304/5): Loss -0.5642, Sem 0.1451, dir -0.9469, norm 0.2376, swav 0.0000 LR: 7.619e-02 Score 95.291 Data time: 0.2323, Forward time: 2.3227, Backward time: 3.2386, DDP time: 0.0038, Total iter time: 7.7992 [2020-11-08 12:05:24,132][root][INFO] - ===> Epoch[261](1305/5): Loss -0.5510, Sem 0.1471, dir -0.9503, norm 0.2522, swav 0.0000 LR: 7.617e-02 Score 95.087 Data time: 0.1865, Forward time: 2.3224, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 5.8955 [2020-11-08 12:05:29,740][root][INFO] - ===> Epoch[262](1306/5): Loss -0.5512, Sem 0.1427, dir -0.9374, norm 0.2435, swav 0.0000 LR: 7.616e-02 Score 95.229 Data time: 0.2125, Forward time: 2.3223, Backward time: 3.2387, DDP time: 0.0038, Total iter time: 5.4896 [2020-11-08 12:05:35,258][root][INFO] - ===> Epoch[262](1307/5): Loss -0.5921, Sem 0.1418, dir -0.9524, norm 0.2185, swav 0.0000 LR: 7.614e-02 Score 95.286 Data time: 0.2518, Forward time: 2.3226, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 5.3851 [2020-11-08 12:05:40,791][root][INFO] - ===> Epoch[262](1308/5): Loss -0.5730, Sem 0.1393, dir -0.9444, norm 0.2320, swav 0.0000 LR: 7.612e-02 Score 95.523 Data time: 0.1912, Forward time: 2.3224, Backward time: 3.2378, DDP time: 0.0038, Total iter time: 5.4117 [2020-11-08 12:05:47,130][root][INFO] - ===> Epoch[262](1309/5): Loss -0.5766, Sem 0.1353, dir -0.9479, norm 0.2360, swav 0.0000 LR: 7.610e-02 Score 95.487 Data time: 0.2084, Forward time: 2.3222, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 6.2202 [2020-11-08 12:05:52,815][root][INFO] - ===> Epoch[262](1310/5): Loss -0.6127, Sem 0.1325, dir -0.9546, norm 0.2094, swav 0.0000 LR: 7.608e-02 Score 95.661 Data time: 0.2168, Forward time: 2.3222, Backward time: 3.2381, DDP time: 0.0038, Total iter time: 5.5368 [2020-11-08 12:05:58,672][root][INFO] - ===> Epoch[263](1311/5): Loss -0.5985, Sem 0.1321, dir -0.9503, norm 0.2198, swav 0.0000 LR: 7.606e-02 Score 95.762 Data time: 0.1753, Forward time: 2.3219, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 5.7159 [2020-11-08 12:06:05,129][root][INFO] - ===> Epoch[263](1312/5): Loss -0.5995, Sem 0.1341, dir -0.9509, norm 0.2173, swav 0.0000 LR: 7.604e-02 Score 95.533 Data time: 0.2121, Forward time: 2.3217, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 6.3435 [2020-11-08 12:06:12,119][root][INFO] - ===> Epoch[263](1313/5): Loss -0.5951, Sem 0.1302, dir -0.9506, norm 0.2253, swav 0.0000 LR: 7.603e-02 Score 95.839 Data time: 0.1797, Forward time: 2.3214, Backward time: 3.2399, DDP time: 0.0038, Total iter time: 6.8688 [2020-11-08 12:06:17,386][root][INFO] - ===> Epoch[263](1314/5): Loss -0.5891, Sem 0.1262, dir -0.9494, norm 0.2341, swav 0.0000 LR: 7.601e-02 Score 95.917 Data time: 0.2326, Forward time: 2.3215, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 5.1962 [2020-11-08 12:06:23,294][root][INFO] - ===> Epoch[263](1315/5): Loss -0.6016, Sem 0.1182, dir -0.9517, norm 0.2319, swav 0.0000 LR: 7.599e-02 Score 96.210 Data time: 0.2196, Forward time: 2.3216, Backward time: 3.2391, DDP time: 0.0038, Total iter time: 5.7820 [2020-11-08 12:06:29,193][root][INFO] - ===> Epoch[264](1316/5): Loss -0.6000, Sem 0.1330, dir -0.9465, norm 0.2134, swav 0.0000 LR: 7.597e-02 Score 95.458 Data time: 0.2265, Forward time: 2.3215, Backward time: 3.2392, DDP time: 0.0038, Total iter time: 5.7664 [2020-11-08 12:06:35,958][root][INFO] - ===> Epoch[264](1317/5): Loss -0.6093, Sem 0.1247, dir -0.9466, norm 0.2126, swav 0.0000 LR: 7.595e-02 Score 95.939 Data time: 0.1848, Forward time: 2.3212, Backward time: 3.2401, DDP time: 0.0038, Total iter time: 6.6376 [2020-11-08 12:06:41,753][root][INFO] - ===> Epoch[264](1318/5): Loss -0.5811, Sem 0.1374, dir -0.9484, norm 0.2299, swav 0.0000 LR: 7.593e-02 Score 95.637 Data time: 0.2719, Forward time: 2.3217, Backward time: 3.2395, DDP time: 0.0038, Total iter time: 5.6934 [2020-11-08 12:06:47,190][root][INFO] - ===> Epoch[264](1319/5): Loss -0.5894, Sem 0.1308, dir -0.9488, norm 0.2286, swav 0.0000 LR: 7.591e-02 Score 95.756 Data time: 0.2441, Forward time: 2.3220, Backward time: 3.2387, DDP time: 0.0038, Total iter time: 5.3104 [2020-11-08 12:06:51,994][root][INFO] - ===> Epoch[264](1320/5): Loss -0.5855, Sem 0.1445, dir -0.9515, norm 0.2215, swav 0.0000 LR: 7.590e-02 Score 95.327 Data time: 0.1952, Forward time: 2.3220, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 4.6798 [2020-11-08 12:06:59,742][root][INFO] - ===> Epoch[265](1321/5): Loss -0.6418, Sem 0.1090, dir -0.9538, norm 0.2030, swav 0.0000 LR: 7.588e-02 Score 96.461 Data time: 0.1473, Forward time: 2.3214, Backward time: 3.2398, DDP time: 0.0038, Total iter time: 7.6438 [2020-11-08 12:07:06,983][root][INFO] - ===> Epoch[265](1322/5): Loss -0.5568, Sem 0.1466, dir -0.9504, norm 0.2470, swav 0.0000 LR: 7.586e-02 Score 95.077 Data time: 0.2460, Forward time: 2.3216, Backward time: 3.2405, DDP time: 0.0038, Total iter time: 7.1585 [2020-11-08 12:07:12,155][root][INFO] - ===> Epoch[265](1323/5): Loss -0.5981, Sem 0.1293, dir -0.9429, norm 0.2156, swav 0.0000 LR: 7.584e-02 Score 95.529 Data time: 0.1943, Forward time: 2.3216, Backward time: 3.2400, DDP time: 0.0038, Total iter time: 5.0465 [2020-11-08 12:07:17,622][root][INFO] - ===> Epoch[265](1324/5): Loss -0.5898, Sem 0.1350, dir -0.9482, norm 0.2233, swav 0.0000 LR: 7.582e-02 Score 95.629 Data time: 0.2244, Forward time: 2.3215, Backward time: 3.2396, DDP time: 0.0038, Total iter time: 5.3452 [2020-11-08 12:07:23,452][root][INFO] - ===> Epoch[265](1325/5): Loss -0.6028, Sem 0.1299, dir -0.9527, norm 0.2200, swav 0.0000 LR: 7.580e-02 Score 95.653 Data time: 0.2182, Forward time: 2.3214, Backward time: 3.2396, DDP time: 0.0038, Total iter time: 5.7162 [2020-11-08 12:07:29,591][root][INFO] - ===> Epoch[266](1326/5): Loss -0.5975, Sem 0.1339, dir -0.9528, norm 0.2215, swav 0.0000 LR: 7.578e-02 Score 95.792 Data time: 0.2747, Forward time: 2.3219, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 6.0380 [2020-11-08 12:07:36,211][root][INFO] - ===> Epoch[266](1327/5): Loss -0.5829, Sem 0.1478, dir -0.9518, norm 0.2210, swav 0.0000 LR: 7.577e-02 Score 95.111 Data time: 0.3242, Forward time: 2.3227, Backward time: 3.2390, DDP time: 0.0038, Total iter time: 6.4837 [2020-11-08 12:07:42,305][root][INFO] - ===> Epoch[266](1328/5): Loss -0.5318, Sem 0.1362, dir -0.9414, norm 0.2735, swav 0.0000 LR: 7.575e-02 Score 95.738 Data time: 0.2807, Forward time: 2.3233, Backward time: 3.2384, DDP time: 0.0038, Total iter time: 5.9675 [2020-11-08 12:07:48,172][root][INFO] - ===> Epoch[266](1329/5): Loss -0.5982, Sem 0.1371, dir -0.9471, norm 0.2118, swav 0.0000 LR: 7.573e-02 Score 95.587 Data time: 0.2243, Forward time: 2.3233, Backward time: 3.2384, DDP time: 0.0038, Total iter time: 5.7523 [2020-11-08 12:07:53,426][root][INFO] - ===> Epoch[266](1330/5): Loss -0.5777, Sem 0.1373, dir -0.9457, norm 0.2307, swav 0.0000 LR: 7.571e-02 Score 95.450 Data time: 0.2533, Forward time: 2.3235, Backward time: 3.2376, DDP time: 0.0038, Total iter time: 5.1636 [2020-11-08 12:07:59,625][root][INFO] - ===> Epoch[267](1331/5): Loss -0.5655, Sem 0.1341, dir -0.9457, norm 0.2461, swav 0.0000 LR: 7.569e-02 Score 95.584 Data time: 0.2426, Forward time: 2.3237, Backward time: 3.2375, DDP time: 0.0038, Total iter time: 6.0627 [2020-11-08 12:08:04,778][root][INFO] - ===> Epoch[267](1332/5): Loss -0.5952, Sem 0.1339, dir -0.9535, norm 0.2244, swav 0.0000 LR: 7.567e-02 Score 95.656 Data time: 0.2355, Forward time: 2.3240, Backward time: 3.2367, DDP time: 0.0038, Total iter time: 5.0261 [2020-11-08 12:08:09,985][root][INFO] - ===> Epoch[267](1333/5): Loss -0.5642, Sem 0.1471, dir -0.9433, norm 0.2319, swav 0.0000 LR: 7.565e-02 Score 95.170 Data time: 0.1634, Forward time: 2.3236, Backward time: 3.2365, DDP time: 0.0038, Total iter time: 5.0722 [2020-11-08 12:08:15,664][root][INFO] - ===> Epoch[267](1334/5): Loss -0.5882, Sem 0.1302, dir -0.9432, norm 0.2248, swav 0.0000 LR: 7.564e-02 Score 95.781 Data time: 0.1990, Forward time: 2.3234, Backward time: 3.2365, DDP time: 0.0038, Total iter time: 5.6052 [2020-11-08 12:08:20,694][root][INFO] - ===> Epoch[267](1335/5): Loss -0.5867, Sem 0.1346, dir -0.9508, norm 0.2295, swav 0.0000 LR: 7.562e-02 Score 95.659 Data time: 0.2221, Forward time: 2.3235, Backward time: 3.2357, DDP time: 0.0038, Total iter time: 4.9223 [2020-11-08 12:08:27,456][root][INFO] - ===> Epoch[268](1336/5): Loss -0.6059, Sem 0.1322, dir -0.9503, norm 0.2122, swav 0.0000 LR: 7.560e-02 Score 95.800 Data time: 0.1186, Forward time: 2.3228, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 6.6336 [2020-11-08 12:08:34,096][root][INFO] - ===> Epoch[268](1337/5): Loss -0.5628, Sem 0.1583, dir -0.9442, norm 0.2231, swav 0.0000 LR: 7.558e-02 Score 94.916 Data time: 0.1175, Forward time: 2.3220, Backward time: 3.2386, DDP time: 0.0038, Total iter time: 6.5489 [2020-11-08 12:08:39,296][root][INFO] - ===> Epoch[268](1338/5): Loss -0.5729, Sem 0.1338, dir -0.9495, norm 0.2428, swav 0.0000 LR: 7.556e-02 Score 95.675 Data time: 0.1282, Forward time: 2.3214, Backward time: 3.2387, DDP time: 0.0038, Total iter time: 5.1627 [2020-11-08 12:08:45,001][root][INFO] - ===> Epoch[268](1339/5): Loss -0.6181, Sem 0.1222, dir -0.9487, norm 0.2085, swav 0.0000 LR: 7.554e-02 Score 95.883 Data time: 0.1983, Forward time: 2.3211, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 5.6307 [2020-11-08 12:08:50,992][root][INFO] - ===> Epoch[268](1340/5): Loss -0.6237, Sem 0.1273, dir -0.9488, norm 0.1978, swav 0.0000 LR: 7.552e-02 Score 95.841 Data time: 0.2211, Forward time: 2.3211, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 5.8740 [2020-11-08 12:08:56,282][root][INFO] - ===> Epoch[269](1341/5): Loss -0.5575, Sem 0.1558, dir -0.9434, norm 0.2301, swav 0.0000 LR: 7.551e-02 Score 95.135 Data time: 0.2728, Forward time: 2.3214, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 5.1886 [2020-11-08 12:09:02,342][root][INFO] - ===> Epoch[269](1342/5): Loss -0.5902, Sem 0.1421, dir -0.9487, norm 0.2164, swav 0.0000 LR: 7.549e-02 Score 95.326 Data time: 0.2742, Forward time: 2.3220, Backward time: 3.2375, DDP time: 0.0038, Total iter time: 5.9449 [2020-11-08 12:09:07,823][root][INFO] - ===> Epoch[269](1343/5): Loss -0.6085, Sem 0.1331, dir -0.9505, norm 0.2089, swav 0.0000 LR: 7.547e-02 Score 95.546 Data time: 0.2471, Forward time: 2.3222, Backward time: 3.2369, DDP time: 0.0038, Total iter time: 5.3696 [2020-11-08 12:09:15,333][root][INFO] - ===> Epoch[269](1344/5): Loss -0.6045, Sem 0.1385, dir -0.9527, norm 0.2097, swav 0.0000 LR: 7.545e-02 Score 95.616 Data time: 0.2681, Forward time: 2.3224, Backward time: 3.2378, DDP time: 0.0038, Total iter time: 7.4048 [2020-11-08 12:09:21,064][root][INFO] - ===> Epoch[269](1345/5): Loss -0.5735, Sem 0.1423, dir -0.9469, norm 0.2311, swav 0.0000 LR: 7.543e-02 Score 95.444 Data time: 0.2172, Forward time: 2.3221, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 5.6219 [2020-11-08 12:09:27,417][root][INFO] - ===> Epoch[270](1346/5): Loss -0.5812, Sem 0.1306, dir -0.9464, norm 0.2346, swav 0.0000 LR: 7.541e-02 Score 95.689 Data time: 0.2573, Forward time: 2.3226, Backward time: 3.2377, DDP time: 0.0038, Total iter time: 6.2424 [2020-11-08 12:09:33,493][root][INFO] - ===> Epoch[270](1347/5): Loss -0.5909, Sem 0.1325, dir -0.9453, norm 0.2220, swav 0.0000 LR: 7.539e-02 Score 95.653 Data time: 0.1478, Forward time: 2.3220, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 5.9562 [2020-11-08 12:09:39,438][root][INFO] - ===> Epoch[270](1348/5): Loss -0.5868, Sem 0.1602, dir -0.9509, norm 0.2039, swav 0.0000 LR: 7.538e-02 Score 94.741 Data time: 0.2746, Forward time: 2.3225, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 5.8266 [2020-11-08 12:09:44,934][root][INFO] - ===> Epoch[270](1349/5): Loss -0.5798, Sem 0.1318, dir -0.9531, norm 0.2415, swav 0.0000 LR: 7.536e-02 Score 95.647 Data time: 0.2359, Forward time: 2.3227, Backward time: 3.2373, DDP time: 0.0038, Total iter time: 5.3680 [2020-11-08 12:09:50,615][root][INFO] - ===> Epoch[270](1350/5): Loss -0.6136, Sem 0.1282, dir -0.9557, norm 0.2139, swav 0.0000 LR: 7.534e-02 Score 95.632 Data time: 0.2117, Forward time: 2.3226, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 5.5687 [2020-11-08 12:09:57,850][root][INFO] - ===> Epoch[271](1351/5): Loss -0.5942, Sem 0.1398, dir -0.9487, norm 0.2148, swav 0.0000 LR: 7.532e-02 Score 95.388 Data time: 0.1554, Forward time: 2.3222, Backward time: 3.2385, DDP time: 0.0038, Total iter time: 7.1144 [2020-11-08 12:10:02,797][root][INFO] - ===> Epoch[271](1352/5): Loss -0.5933, Sem 0.1296, dir -0.9447, norm 0.2218, swav 0.0000 LR: 7.530e-02 Score 95.731 Data time: 0.1694, Forward time: 2.3220, Backward time: 3.2381, DDP time: 0.0038, Total iter time: 4.8818 [2020-11-08 12:10:07,550][root][INFO] - ===> Epoch[271](1353/5): Loss -0.5924, Sem 0.1392, dir -0.9531, norm 0.2215, swav 0.0000 LR: 7.528e-02 Score 95.511 Data time: 0.1660, Forward time: 2.3216, Backward time: 3.2376, DDP time: 0.0038, Total iter time: 4.6381 [2020-11-08 12:10:14,110][root][INFO] - ===> Epoch[271](1354/5): Loss -0.6234, Sem 0.1151, dir -0.9542, norm 0.2156, swav 0.0000 LR: 7.526e-02 Score 96.244 Data time: 0.1217, Forward time: 2.3208, Backward time: 3.2389, DDP time: 0.0038, Total iter time: 6.4502 [2020-11-08 12:10:19,760][root][INFO] - ===> Epoch[271](1355/5): Loss -0.5924, Sem 0.1174, dir -0.9540, norm 0.2441, swav 0.0000 LR: 7.525e-02 Score 96.112 Data time: 0.1886, Forward time: 2.3206, Backward time: 3.2390, DDP time: 0.0038, Total iter time: 5.5951 [2020-11-08 12:10:25,373][root][INFO] - ===> Epoch[272](1356/5): Loss -0.6070, Sem 0.1343, dir -0.9480, norm 0.2067, swav 0.0000 LR: 7.523e-02 Score 95.753 Data time: 0.1219, Forward time: 2.3199, Backward time: 3.2394, DDP time: 0.0038, Total iter time: 5.4950 [2020-11-08 12:10:32,972][root][INFO] - ===> Epoch[272](1357/5): Loss -0.6106, Sem 0.1199, dir -0.9538, norm 0.2233, swav 0.0000 LR: 7.521e-02 Score 96.088 Data time: 0.1358, Forward time: 2.3193, Backward time: 3.2412, DDP time: 0.0038, Total iter time: 7.5281 [2020-11-08 12:10:38,795][root][INFO] - ===> Epoch[272](1358/5): Loss -0.5594, Sem 0.1513, dir -0.9471, norm 0.2364, swav 0.0000 LR: 7.519e-02 Score 95.029 Data time: 0.1751, Forward time: 2.3189, Backward time: 3.2415, DDP time: 0.0038, Total iter time: 5.7062 [2020-11-08 12:10:44,661][root][INFO] - ===> Epoch[272](1359/5): Loss -0.6075, Sem 0.1249, dir -0.9503, norm 0.2179, swav 0.0000 LR: 7.517e-02 Score 95.888 Data time: 0.1839, Forward time: 2.3187, Backward time: 3.2416, DDP time: 0.0038, Total iter time: 5.7411 [2020-11-08 12:10:49,805][root][INFO] - ===> Epoch[272](1360/5): Loss -0.5923, Sem 0.1317, dir -0.9486, norm 0.2247, swav 0.0000 LR: 7.515e-02 Score 95.735 Data time: 0.2326, Forward time: 2.3188, Backward time: 3.2409, DDP time: 0.0038, Total iter time: 5.0215 [2020-11-08 12:10:55,061][root][INFO] - ===> Epoch[273](1361/5): Loss -0.6080, Sem 0.1252, dir -0.9579, norm 0.2246, swav 0.0000 LR: 7.513e-02 Score 95.831 Data time: 0.2383, Forward time: 2.3190, Backward time: 3.2402, DDP time: 0.0038, Total iter time: 5.1408 [2020-11-08 12:11:00,892][root][INFO] - ===> Epoch[273](1362/5): Loss -0.6264, Sem 0.1241, dir -0.9538, norm 0.2033, swav 0.0000 LR: 7.512e-02 Score 95.997 Data time: 0.2425, Forward time: 2.3192, Backward time: 3.2399, DDP time: 0.0038, Total iter time: 5.7067 [2020-11-08 12:11:06,347][root][INFO] - ===> Epoch[273](1363/5): Loss -0.6116, Sem 0.1322, dir -0.9498, norm 0.2060, swav 0.0000 LR: 7.510e-02 Score 95.692 Data time: 0.2072, Forward time: 2.3193, Backward time: 3.2395, DDP time: 0.0038, Total iter time: 5.3254 [2020-11-08 12:11:12,957][root][INFO] - ===> Epoch[273](1364/5): Loss -0.5839, Sem 0.1407, dir -0.9472, norm 0.2226, swav 0.0000 LR: 7.508e-02 Score 95.654 Data time: 0.1899, Forward time: 2.3190, Backward time: 3.2402, DDP time: 0.0038, Total iter time: 6.4831 [2020-11-08 12:11:18,535][root][INFO] - ===> Epoch[273](1365/5): Loss -0.5731, Sem 0.1447, dir -0.9435, norm 0.2257, swav 0.0000 LR: 7.506e-02 Score 95.279 Data time: 0.2668, Forward time: 2.3193, Backward time: 3.2396, DDP time: 0.0038, Total iter time: 5.4686 [2020-11-08 12:11:26,189][root][INFO] - ===> Epoch[274](1366/5): Loss -0.6345, Sem 0.1142, dir -0.9534, norm 0.2047, swav 0.0000 LR: 7.504e-02 Score 96.200 Data time: 0.3584, Forward time: 2.3201, Backward time: 3.2400, DDP time: 0.0038, Total iter time: 7.5279 [2020-11-08 12:11:31,497][root][INFO] - ===> Epoch[274](1367/5): Loss -0.6094, Sem 0.1332, dir -0.9475, norm 0.2049, swav 0.0000 LR: 7.502e-02 Score 95.756 Data time: 0.2264, Forward time: 2.3200, Backward time: 3.2395, DDP time: 0.0038, Total iter time: 5.1758 [2020-11-08 12:11:36,392][root][INFO] - ===> Epoch[274](1368/5): Loss -0.5912, Sem 0.1567, dir -0.9512, norm 0.2033, swav 0.0000 LR: 7.500e-02 Score 94.946 Data time: 0.2041, Forward time: 2.3198, Backward time: 3.2389, DDP time: 0.0038, Total iter time: 4.7683 [2020-11-08 12:11:41,876][root][INFO] - ===> Epoch[274](1369/5): Loss -0.6011, Sem 0.1335, dir -0.9501, norm 0.2156, swav 0.0000 LR: 7.499e-02 Score 95.642 Data time: 0.2253, Forward time: 2.3199, Backward time: 3.2385, DDP time: 0.0038, Total iter time: 5.3797 [2020-11-08 12:11:48,237][root][INFO] - ===> Epoch[274](1370/5): Loss -0.5808, Sem 0.1206, dir -0.9513, norm 0.2499, swav 0.0000 LR: 7.497e-02 Score 95.997 Data time: 0.1682, Forward time: 2.3196, Backward time: 3.2391, DDP time: 0.0038, Total iter time: 6.2030 [2020-11-08 12:11:53,851][root][INFO] - ===> Epoch[275](1371/5): Loss -0.5929, Sem 0.1414, dir -0.9515, norm 0.2172, swav 0.0000 LR: 7.495e-02 Score 95.412 Data time: 0.2167, Forward time: 2.3192, Backward time: 3.2392, DDP time: 0.0038, Total iter time: 5.5257 [2020-11-08 12:11:59,970][root][INFO] - ===> Epoch[275](1372/5): Loss -0.6303, Sem 0.1183, dir -0.9506, norm 0.2019, swav 0.0000 LR: 7.493e-02 Score 95.989 Data time: 0.1941, Forward time: 2.3190, Backward time: 3.2395, DDP time: 0.0038, Total iter time: 6.0141 [2020-11-08 12:12:05,501][root][INFO] - ===> Epoch[275](1373/5): Loss -0.5931, Sem 0.1422, dir -0.9489, norm 0.2135, swav 0.0000 LR: 7.491e-02 Score 95.295 Data time: 0.2231, Forward time: 2.3191, Backward time: 3.2392, DDP time: 0.0038, Total iter time: 5.4112 [2020-11-08 12:12:10,925][root][INFO] - ===> Epoch[275](1374/5): Loss -0.6111, Sem 0.1112, dir -0.9531, norm 0.2307, swav 0.0000 LR: 7.489e-02 Score 96.364 Data time: 0.1864, Forward time: 2.3188, Backward time: 3.2391, DDP time: 0.0038, Total iter time: 5.3105 [2020-11-08 12:12:16,846][root][INFO] - ===> Epoch[275](1375/5): Loss -0.5732, Sem 0.1470, dir -0.9481, norm 0.2278, swav 0.0000 LR: 7.487e-02 Score 95.327 Data time: 0.1727, Forward time: 2.3184, Backward time: 3.2394, DDP time: 0.0038, Total iter time: 5.8119 [2020-11-08 12:12:23,395][root][INFO] - ===> Epoch[276](1376/5): Loss -0.5922, Sem 0.1372, dir -0.9485, norm 0.2191, swav 0.0000 LR: 7.486e-02 Score 95.435 Data time: 0.1949, Forward time: 2.3183, Backward time: 3.2400, DDP time: 0.0038, Total iter time: 6.4477 [2020-11-08 12:12:28,351][root][INFO] - ===> Epoch[276](1377/5): Loss -0.5928, Sem 0.1370, dir -0.9491, norm 0.2192, swav 0.0000 LR: 7.484e-02 Score 95.514 Data time: 0.1877, Forward time: 2.3181, Backward time: 3.2394, DDP time: 0.0038, Total iter time: 4.8407 [2020-11-08 12:12:33,589][root][INFO] - ===> Epoch[276](1378/5): Loss -0.6278, Sem 0.1255, dir -0.9549, norm 0.2016, swav 0.0000 LR: 7.482e-02 Score 95.797 Data time: 0.2433, Forward time: 2.3181, Backward time: 3.2389, DDP time: 0.0038, Total iter time: 5.1199 [2020-11-08 12:12:39,880][root][INFO] - ===> Epoch[276](1379/5): Loss -0.6080, Sem 0.1244, dir -0.9508, norm 0.2184, swav 0.0000 LR: 7.480e-02 Score 95.940 Data time: 0.2005, Forward time: 2.3179, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 6.1426 [2020-11-08 12:12:45,829][root][INFO] - ===> Epoch[276](1380/5): Loss -0.5625, Sem 0.1592, dir -0.9505, norm 0.2288, swav 0.0000 LR: 7.478e-02 Score 95.418 Data time: 0.2080, Forward time: 2.3178, Backward time: 3.2394, DDP time: 0.0038, Total iter time: 5.8264 [2020-11-08 12:12:51,514][root][INFO] - ===> Epoch[277](1381/5): Loss -0.6105, Sem 0.1124, dir -0.9490, norm 0.2261, swav 0.0000 LR: 7.476e-02 Score 96.407 Data time: 0.2648, Forward time: 2.3182, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 5.5489 [2020-11-08 12:12:57,856][root][INFO] - ===> Epoch[277](1382/5): Loss -0.5911, Sem 0.1357, dir -0.9500, norm 0.2231, swav 0.0000 LR: 7.474e-02 Score 95.571 Data time: 0.1613, Forward time: 2.3179, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 6.2141 [2020-11-08 12:13:03,659][root][INFO] - ===> Epoch[277](1383/5): Loss -0.6190, Sem 0.1227, dir -0.9533, norm 0.2116, swav 0.0000 LR: 7.473e-02 Score 95.985 Data time: 0.2109, Forward time: 2.3175, Backward time: 3.2396, DDP time: 0.0038, Total iter time: 5.6969 [2020-11-08 12:13:10,968][root][INFO] - ===> Epoch[277](1384/5): Loss -0.6085, Sem 0.1311, dir -0.9497, norm 0.2101, swav 0.0000 LR: 7.471e-02 Score 95.594 Data time: 0.3374, Forward time: 2.3184, Backward time: 3.2397, DDP time: 0.0038, Total iter time: 7.2076 [2020-11-08 12:13:16,344][root][INFO] - ===> Epoch[277](1385/5): Loss -0.5835, Sem 0.1442, dir -0.9496, norm 0.2219, swav 0.0000 LR: 7.469e-02 Score 95.353 Data time: 0.1711, Forward time: 2.3182, Backward time: 3.2394, DDP time: 0.0038, Total iter time: 5.2138 [2020-11-08 12:13:22,942][root][INFO] - ===> Epoch[278](1386/5): Loss -0.5928, Sem 0.1220, dir -0.9477, norm 0.2329, swav 0.0000 LR: 7.467e-02 Score 96.053 Data time: 0.1775, Forward time: 2.3179, Backward time: 3.2402, DDP time: 0.0038, Total iter time: 6.4767 [2020-11-08 12:13:28,835][root][INFO] - ===> Epoch[278](1387/5): Loss -0.5855, Sem 0.1307, dir -0.9495, norm 0.2333, swav 0.0000 LR: 7.465e-02 Score 95.807 Data time: 0.1911, Forward time: 2.3177, Backward time: 3.2404, DDP time: 0.0038, Total iter time: 5.8003 [2020-11-08 12:13:35,374][root][INFO] - ===> Epoch[278](1388/5): Loss -0.6028, Sem 0.1401, dir -0.9491, norm 0.2062, swav 0.0000 LR: 7.463e-02 Score 95.424 Data time: 0.1980, Forward time: 2.3176, Backward time: 3.2408, DDP time: 0.0038, Total iter time: 6.4276 [2020-11-08 12:13:40,778][root][INFO] - ===> Epoch[278](1389/5): Loss -0.6014, Sem 0.1207, dir -0.9448, norm 0.2226, swav 0.0000 LR: 7.461e-02 Score 95.966 Data time: 0.1883, Forward time: 2.3173, Backward time: 3.2407, DDP time: 0.0038, Total iter time: 5.2834 [2020-11-08 12:13:46,341][root][INFO] - ===> Epoch[278](1390/5): Loss -0.6051, Sem 0.1284, dir -0.9520, norm 0.2186, swav 0.0000 LR: 7.460e-02 Score 95.772 Data time: 0.1858, Forward time: 2.3170, Backward time: 3.2408, DDP time: 0.0038, Total iter time: 5.4754 [2020-11-08 12:13:52,944][root][INFO] - ===> Epoch[279](1391/5): Loss -0.6170, Sem 0.1222, dir -0.9527, norm 0.2135, swav 0.0000 LR: 7.458e-02 Score 95.935 Data time: 0.2571, Forward time: 2.3173, Backward time: 3.2409, DDP time: 0.0038, Total iter time: 6.5046 [2020-11-08 12:13:59,009][root][INFO] - ===> Epoch[279](1392/5): Loss -0.5407, Sem 0.1566, dir -0.9472, norm 0.2500, swav 0.0000 LR: 7.456e-02 Score 94.773 Data time: 0.1440, Forward time: 2.3169, Backward time: 3.2414, DDP time: 0.0038, Total iter time: 5.9483 [2020-11-08 12:14:05,565][root][INFO] - ===> Epoch[279](1393/5): Loss -0.5979, Sem 0.1250, dir -0.9467, norm 0.2238, swav 0.0000 LR: 7.454e-02 Score 95.799 Data time: 0.1343, Forward time: 2.3162, Backward time: 3.2427, DDP time: 0.0038, Total iter time: 6.4583 [2020-11-08 12:14:12,173][root][INFO] - ===> Epoch[279](1394/5): Loss -0.6069, Sem 0.1208, dir -0.9444, norm 0.2167, swav 0.0000 LR: 7.452e-02 Score 96.034 Data time: 0.2546, Forward time: 2.3165, Backward time: 3.2428, DDP time: 0.0038, Total iter time: 6.5388 [2020-11-08 12:14:17,613][root][INFO] - ===> Epoch[279](1395/5): Loss -0.6035, Sem 0.1444, dir -0.9550, norm 0.2070, swav 0.0000 LR: 7.450e-02 Score 95.412 Data time: 0.2587, Forward time: 2.3169, Backward time: 3.2421, DDP time: 0.0038, Total iter time: 5.3150 [2020-11-08 12:14:23,178][root][INFO] - ===> Epoch[280](1396/5): Loss -0.6216, Sem 0.1264, dir -0.9547, norm 0.2068, swav 0.0000 LR: 7.448e-02 Score 95.885 Data time: 0.1556, Forward time: 2.3163, Backward time: 3.2423, DDP time: 0.0038, Total iter time: 5.4492 [2020-11-08 12:14:30,235][root][INFO] - ===> Epoch[280](1397/5): Loss -0.5583, Sem 0.1529, dir -0.9461, norm 0.2349, swav 0.0000 LR: 7.447e-02 Score 95.039 Data time: 0.3511, Forward time: 2.3172, Backward time: 3.2422, DDP time: 0.0038, Total iter time: 6.9749 [2020-11-08 12:14:35,850][root][INFO] - ===> Epoch[280](1398/5): Loss -0.5953, Sem 0.1265, dir -0.9443, norm 0.2224, swav 0.0000 LR: 7.445e-02 Score 95.898 Data time: 0.2563, Forward time: 2.3176, Backward time: 3.2415, DDP time: 0.0038, Total iter time: 5.4772 [2020-11-08 12:14:42,148][root][INFO] - ===> Epoch[280](1399/5): Loss -0.5920, Sem 0.1299, dir -0.9523, norm 0.2303, swav 0.0000 LR: 7.443e-02 Score 95.848 Data time: 0.2193, Forward time: 2.3177, Backward time: 3.2416, DDP time: 0.0038, Total iter time: 6.1894 [2020-11-08 12:14:47,727][root][INFO] - ===> Epoch[280](1400/5): Loss -0.5936, Sem 0.1457, dir -0.9549, norm 0.2156, swav 0.0000 LR: 7.441e-02 Score 95.258 Data time: 0.1917, Forward time: 2.3177, Backward time: 3.2414, DDP time: 0.0038, Total iter time: 5.4485 [2020-11-08 12:14:54,525][root][INFO] - ===> Epoch[281](1401/5): Loss -0.5892, Sem 0.1349, dir -0.9492, norm 0.2250, swav 0.0000 LR: 7.439e-02 Score 95.633 Data time: 0.1538, Forward time: 2.3171, Backward time: 3.2426, DDP time: 0.0038, Total iter time: 6.6949 [2020-11-08 12:15:00,289][root][INFO] - ===> Epoch[281](1402/5): Loss -0.6049, Sem 0.1296, dir -0.9489, norm 0.2144, swav 0.0000 LR: 7.437e-02 Score 95.890 Data time: 0.2774, Forward time: 2.3175, Backward time: 3.2420, DDP time: 0.0038, Total iter time: 5.6944 [2020-11-08 12:15:05,974][root][INFO] - ===> Epoch[281](1403/5): Loss -0.5853, Sem 0.1462, dir -0.9501, norm 0.2186, swav 0.0000 LR: 7.435e-02 Score 95.193 Data time: 0.1836, Forward time: 2.3171, Backward time: 3.2421, DDP time: 0.0038, Total iter time: 5.5577 [2020-11-08 12:15:11,521][root][INFO] - ===> Epoch[281](1404/5): Loss -0.5677, Sem 0.1483, dir -0.9433, norm 0.2272, swav 0.0000 LR: 7.434e-02 Score 95.174 Data time: 0.2624, Forward time: 2.3175, Backward time: 3.2415, DDP time: 0.0038, Total iter time: 5.4312 [2020-11-08 12:15:17,167][root][INFO] - ===> Epoch[281](1405/5): Loss -0.6338, Sem 0.1138, dir -0.9498, norm 0.2023, swav 0.0000 LR: 7.432e-02 Score 96.105 Data time: 0.1751, Forward time: 2.3173, Backward time: 3.2415, DDP time: 0.0038, Total iter time: 5.5293 [2020-11-08 12:15:22,439][root][INFO] - ===> Epoch[282](1406/5): Loss -0.5765, Sem 0.1384, dir -0.9431, norm 0.2282, swav 0.0000 LR: 7.430e-02 Score 95.528 Data time: 0.1992, Forward time: 2.3172, Backward time: 3.2411, DDP time: 0.0038, Total iter time: 5.1701 [2020-11-08 12:15:28,313][root][INFO] - ===> Epoch[282](1407/5): Loss -0.6067, Sem 0.1346, dir -0.9527, norm 0.2115, swav 0.0000 LR: 7.428e-02 Score 95.687 Data time: 0.1745, Forward time: 2.3168, Backward time: 3.2414, DDP time: 0.0038, Total iter time: 5.7642 [2020-11-08 12:15:33,762][root][INFO] - ===> Epoch[282](1408/5): Loss -0.5889, Sem 0.1431, dir -0.9492, norm 0.2172, swav 0.0000 LR: 7.426e-02 Score 95.259 Data time: 0.2477, Forward time: 2.3171, Backward time: 3.2408, DDP time: 0.0038, Total iter time: 5.3526 [2020-11-08 12:15:39,512][root][INFO] - ===> Epoch[282](1409/5): Loss -0.5450, Sem 0.1504, dir -0.9423, norm 0.2469, swav 0.0000 LR: 7.424e-02 Score 95.031 Data time: 0.2135, Forward time: 2.3171, Backward time: 3.2407, DDP time: 0.0038, Total iter time: 5.6230 [2020-11-08 12:15:45,616][root][INFO] - ===> Epoch[282](1410/5): Loss -0.5986, Sem 0.1154, dir -0.9463, norm 0.2323, swav 0.0000 LR: 7.422e-02 Score 96.323 Data time: 0.2765, Forward time: 2.3175, Backward time: 3.2403, DDP time: 0.0038, Total iter time: 5.9948 [2020-11-08 12:15:50,508][root][INFO] - ===> Epoch[283](1411/5): Loss -0.5777, Sem 0.1434, dir -0.9485, norm 0.2273, swav 0.0000 LR: 7.421e-02 Score 95.329 Data time: 0.2216, Forward time: 2.3175, Backward time: 3.2396, DDP time: 0.0038, Total iter time: 4.7583 [2020-11-08 12:15:57,477][root][INFO] - ===> Epoch[283](1412/5): Loss -0.5904, Sem 0.1486, dir -0.9511, norm 0.2122, swav 0.0000 LR: 7.419e-02 Score 95.135 Data time: 0.2268, Forward time: 2.3176, Backward time: 3.2402, DDP time: 0.0038, Total iter time: 6.8627 [2020-11-08 12:16:02,355][root][INFO] - ===> Epoch[283](1413/5): Loss -0.6077, Sem 0.1252, dir -0.9579, norm 0.2250, swav 0.0000 LR: 7.417e-02 Score 95.927 Data time: 0.2469, Forward time: 2.3174, Backward time: 3.2396, DDP time: 0.0038, Total iter time: 4.7559 [2020-11-08 12:16:10,251][root][INFO] - ===> Epoch[283](1414/5): Loss -0.5709, Sem 0.1395, dir -0.9440, norm 0.2337, swav 0.0000 LR: 7.415e-02 Score 95.401 Data time: 0.3117, Forward time: 2.3180, Backward time: 3.2403, DDP time: 0.0038, Total iter time: 7.7806 [2020-11-08 12:16:15,794][root][INFO] - ===> Epoch[283](1415/5): Loss -0.6159, Sem 0.1271, dir -0.9523, norm 0.2093, swav 0.0000 LR: 7.413e-02 Score 95.971 Data time: 0.2130, Forward time: 2.3181, Backward time: 3.2399, DDP time: 0.0038, Total iter time: 5.4037 [2020-11-08 12:16:21,781][root][INFO] - ===> Epoch[284](1416/5): Loss -0.6022, Sem 0.1336, dir -0.9510, norm 0.2152, swav 0.0000 LR: 7.411e-02 Score 95.635 Data time: 0.2293, Forward time: 2.3181, Backward time: 3.2399, DDP time: 0.0038, Total iter time: 5.8732 [2020-11-08 12:16:27,046][root][INFO] - ===> Epoch[284](1417/5): Loss -0.6058, Sem 0.1357, dir -0.9522, norm 0.2107, swav 0.0000 LR: 7.409e-02 Score 95.431 Data time: 0.2657, Forward time: 2.3182, Backward time: 3.2392, DDP time: 0.0038, Total iter time: 5.1475 [2020-11-08 12:16:32,130][root][INFO] - ===> Epoch[284](1418/5): Loss -0.6235, Sem 0.1215, dir -0.9523, norm 0.2073, swav 0.0000 LR: 7.407e-02 Score 95.950 Data time: 0.2336, Forward time: 2.3183, Backward time: 3.2385, DDP time: 0.0038, Total iter time: 4.9640 [2020-11-08 12:16:38,670][root][INFO] - ===> Epoch[284](1419/5): Loss -0.5913, Sem 0.1371, dir -0.9521, norm 0.2237, swav 0.0000 LR: 7.406e-02 Score 95.645 Data time: 0.2363, Forward time: 2.3186, Backward time: 3.2387, DDP time: 0.0038, Total iter time: 6.4357 [2020-11-08 12:16:43,621][root][INFO] - ===> Epoch[284](1420/5): Loss -0.5641, Sem 0.1518, dir -0.9477, norm 0.2319, swav 0.0000 LR: 7.404e-02 Score 95.162 Data time: 0.1803, Forward time: 2.3183, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 4.8267 [2020-11-08 12:16:49,334][root][INFO] - ===> Epoch[285](1421/5): Loss -0.6041, Sem 0.1284, dir -0.9511, norm 0.2186, swav 0.0000 LR: 7.402e-02 Score 95.795 Data time: 0.3039, Forward time: 2.3187, Backward time: 3.2378, DDP time: 0.0038, Total iter time: 5.6268 [2020-11-08 12:16:55,028][root][INFO] - ===> Epoch[285](1422/5): Loss -0.5563, Sem 0.1548, dir -0.9488, norm 0.2377, swav 0.0000 LR: 7.400e-02 Score 95.022 Data time: 0.2143, Forward time: 2.3187, Backward time: 3.2375, DDP time: 0.0038, Total iter time: 5.5736 [2020-11-08 12:17:00,860][root][INFO] - ===> Epoch[285](1423/5): Loss -0.6065, Sem 0.1348, dir -0.9472, norm 0.2059, swav 0.0000 LR: 7.398e-02 Score 95.492 Data time: 0.2196, Forward time: 2.3188, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 5.7290 [2020-11-08 12:17:06,773][root][INFO] - ===> Epoch[285](1424/5): Loss -0.5874, Sem 0.1363, dir -0.9508, norm 0.2271, swav 0.0000 LR: 7.396e-02 Score 95.612 Data time: 0.2202, Forward time: 2.3184, Backward time: 3.2377, DDP time: 0.0038, Total iter time: 5.7930 [2020-11-08 12:17:12,409][root][INFO] - ===> Epoch[285](1425/5): Loss -0.5887, Sem 0.1407, dir -0.9508, norm 0.2215, swav 0.0000 LR: 7.394e-02 Score 95.564 Data time: 0.2687, Forward time: 2.3186, Backward time: 3.2373, DDP time: 0.0038, Total iter time: 5.5149 [2020-11-08 12:17:18,403][root][INFO] - ===> Epoch[286](1426/5): Loss -0.5487, Sem 0.1402, dir -0.9447, norm 0.2558, swav 0.0000 LR: 7.393e-02 Score 95.499 Data time: 0.1802, Forward time: 2.3184, Backward time: 3.2375, DDP time: 0.0038, Total iter time: 5.8795 [2020-11-08 12:17:23,473][root][INFO] - ===> Epoch[286](1427/5): Loss -0.6112, Sem 0.1400, dir -0.9539, norm 0.2027, swav 0.0000 LR: 7.391e-02 Score 95.378 Data time: 0.1857, Forward time: 2.3182, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 4.9619 [2020-11-08 12:17:28,829][root][INFO] - ===> Epoch[286](1428/5): Loss -0.6054, Sem 0.1328, dir -0.9488, norm 0.2106, swav 0.0000 LR: 7.389e-02 Score 95.665 Data time: 0.2553, Forward time: 2.3184, Backward time: 3.2365, DDP time: 0.0038, Total iter time: 5.2456 [2020-11-08 12:17:33,924][root][INFO] - ===> Epoch[286](1429/5): Loss -0.5872, Sem 0.1468, dir -0.9504, norm 0.2164, swav 0.0000 LR: 7.387e-02 Score 95.120 Data time: 0.2334, Forward time: 2.3186, Backward time: 3.2357, DDP time: 0.0038, Total iter time: 4.9671 [2020-11-08 12:17:39,858][root][INFO] - ===> Epoch[286](1430/5): Loss -0.5661, Sem 0.1453, dir -0.9477, norm 0.2363, swav 0.0000 LR: 7.385e-02 Score 95.365 Data time: 0.1992, Forward time: 2.3185, Backward time: 3.2358, DDP time: 0.0038, Total iter time: 5.8201 [2020-11-08 12:17:45,406][root][INFO] - ===> Epoch[287](1431/5): Loss -0.6042, Sem 0.1414, dir -0.9527, norm 0.2071, swav 0.0000 LR: 7.383e-02 Score 95.322 Data time: 0.2288, Forward time: 2.3187, Backward time: 3.2353, DDP time: 0.0038, Total iter time: 5.4374 [2020-11-08 12:17:51,306][root][INFO] - ===> Epoch[287](1432/5): Loss -0.6064, Sem 0.1343, dir -0.9547, norm 0.2139, swav 0.0000 LR: 7.381e-02 Score 95.639 Data time: 0.1990, Forward time: 2.3186, Backward time: 3.2353, DDP time: 0.0038, Total iter time: 5.7553 [2020-11-08 12:17:56,841][root][INFO] - ===> Epoch[287](1433/5): Loss -0.5863, Sem 0.1455, dir -0.9555, norm 0.2237, swav 0.0000 LR: 7.380e-02 Score 95.420 Data time: 0.1972, Forward time: 2.3184, Backward time: 3.2352, DDP time: 0.0038, Total iter time: 5.4295 [2020-11-08 12:18:02,300][root][INFO] - ===> Epoch[287](1434/5): Loss -0.5792, Sem 0.1456, dir -0.9495, norm 0.2247, swav 0.0000 LR: 7.378e-02 Score 95.262 Data time: 0.2731, Forward time: 2.3187, Backward time: 3.2346, DDP time: 0.0038, Total iter time: 5.3612 [2020-11-08 12:18:07,794][root][INFO] - ===> Epoch[287](1435/5): Loss -0.6099, Sem 0.1252, dir -0.9495, norm 0.2145, swav 0.0000 LR: 7.376e-02 Score 95.857 Data time: 0.1996, Forward time: 2.3187, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 5.3694 [2020-11-08 12:18:14,200][root][INFO] - ===> Epoch[288](1436/5): Loss -0.5903, Sem 0.1509, dir -0.9528, norm 0.2117, swav 0.0000 LR: 7.374e-02 Score 95.003 Data time: 0.2165, Forward time: 2.3185, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 6.2899 [2020-11-08 12:18:20,830][root][INFO] - ===> Epoch[288](1437/5): Loss -0.5974, Sem 0.1382, dir -0.9535, norm 0.2178, swav 0.0000 LR: 7.372e-02 Score 95.325 Data time: 0.2947, Forward time: 2.3192, Backward time: 3.2346, DDP time: 0.0038, Total iter time: 6.5398 [2020-11-08 12:18:26,858][root][INFO] - ===> Epoch[288](1438/5): Loss -0.5723, Sem 0.1423, dir -0.9479, norm 0.2333, swav 0.0000 LR: 7.370e-02 Score 95.366 Data time: 0.2222, Forward time: 2.3191, Backward time: 3.2346, DDP time: 0.0038, Total iter time: 5.8947 [2020-11-08 12:18:32,773][root][INFO] - ===> Epoch[288](1439/5): Loss -0.5862, Sem 0.1383, dir -0.9530, norm 0.2286, swav 0.0000 LR: 7.368e-02 Score 95.530 Data time: 0.2577, Forward time: 2.3195, Backward time: 3.2342, DDP time: 0.0038, Total iter time: 5.7991 [2020-11-08 12:18:38,242][root][INFO] - ===> Epoch[288](1440/5): Loss -0.6400, Sem 0.1166, dir -0.9543, norm 0.1977, swav 0.0000 LR: 7.367e-02 Score 96.151 Data time: 0.1766, Forward time: 2.3192, Backward time: 3.2342, DDP time: 0.0038, Total iter time: 5.3433 [2020-11-08 12:18:43,859][root][INFO] - ===> Epoch[289](1441/5): Loss -0.6209, Sem 0.1277, dir -0.9517, norm 0.2030, swav 0.0000 LR: 7.365e-02 Score 95.873 Data time: 0.2474, Forward time: 2.3195, Backward time: 3.2336, DDP time: 0.0038, Total iter time: 5.5041 [2020-11-08 12:18:49,106][root][INFO] - ===> Epoch[289](1442/5): Loss -0.6367, Sem 0.1218, dir -0.9581, norm 0.1995, swav 0.0000 LR: 7.363e-02 Score 95.909 Data time: 0.1337, Forward time: 2.3189, Backward time: 3.2339, DDP time: 0.0038, Total iter time: 5.1419 [2020-11-08 12:18:54,886][root][INFO] - ===> Epoch[289](1443/5): Loss -0.6097, Sem 0.1309, dir -0.9524, norm 0.2118, swav 0.0000 LR: 7.361e-02 Score 95.730 Data time: 0.2853, Forward time: 2.3193, Backward time: 3.2333, DDP time: 0.0038, Total iter time: 5.6798 [2020-11-08 12:19:01,876][root][INFO] - ===> Epoch[289](1444/5): Loss -0.5746, Sem 0.1462, dir -0.9477, norm 0.2269, swav 0.0000 LR: 7.359e-02 Score 95.224 Data time: 0.2332, Forward time: 2.3194, Backward time: 3.2338, DDP time: 0.0038, Total iter time: 6.8734 [2020-11-08 12:19:07,866][root][INFO] - ===> Epoch[289](1445/5): Loss -0.6011, Sem 0.1254, dir -0.9492, norm 0.2227, swav 0.0000 LR: 7.357e-02 Score 95.835 Data time: 0.2060, Forward time: 2.3194, Backward time: 3.2339, DDP time: 0.0038, Total iter time: 5.8640 [2020-11-08 12:19:14,984][root][INFO] - ===> Epoch[290](1446/5): Loss -0.5992, Sem 0.1317, dir -0.9507, norm 0.2198, swav 0.0000 LR: 7.355e-02 Score 95.636 Data time: 0.1998, Forward time: 2.3193, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 7.0150 [2020-11-08 12:19:20,855][root][INFO] - ===> Epoch[290](1447/5): Loss -0.6254, Sem 0.1234, dir -0.9546, norm 0.2058, swav 0.0000 LR: 7.354e-02 Score 95.839 Data time: 0.2122, Forward time: 2.3193, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 5.7385 [2020-11-08 12:19:26,842][root][INFO] - ===> Epoch[290](1448/5): Loss -0.5960, Sem 0.1237, dir -0.9504, norm 0.2308, swav 0.0000 LR: 7.352e-02 Score 95.955 Data time: 0.1603, Forward time: 2.3190, Backward time: 3.2351, DDP time: 0.0038, Total iter time: 5.8595 [2020-11-08 12:19:31,946][root][INFO] - ===> Epoch[290](1449/5): Loss -0.5881, Sem 0.1244, dir -0.9469, norm 0.2344, swav 0.0000 LR: 7.350e-02 Score 95.829 Data time: 0.1666, Forward time: 2.3186, Backward time: 3.2349, DDP time: 0.0038, Total iter time: 5.0179 [2020-11-08 12:19:37,675][root][INFO] - ===> Epoch[290](1450/5): Loss -0.6149, Sem 0.1343, dir -0.9510, norm 0.2018, swav 0.0000 LR: 7.348e-02 Score 95.562 Data time: 0.2517, Forward time: 2.3188, Backward time: 3.2345, DDP time: 0.0038, Total iter time: 5.6224 [2020-11-08 12:19:44,346][root][INFO] - ===> Epoch[291](1451/5): Loss -0.6166, Sem 0.1108, dir -0.9514, norm 0.2241, swav 0.0000 LR: 7.346e-02 Score 96.445 Data time: 0.2175, Forward time: 2.3188, Backward time: 3.2349, DDP time: 0.0038, Total iter time: 6.5643 [2020-11-08 12:19:50,755][root][INFO] - ===> Epoch[291](1452/5): Loss -0.6052, Sem 0.1270, dir -0.9541, norm 0.2219, swav 0.0000 LR: 7.344e-02 Score 95.817 Data time: 0.1914, Forward time: 2.3187, Backward time: 3.2353, DDP time: 0.0038, Total iter time: 6.3039 [2020-11-08 12:19:56,063][root][INFO] - ===> Epoch[291](1453/5): Loss -0.5899, Sem 0.1426, dir -0.9485, norm 0.2160, swav 0.0000 LR: 7.342e-02 Score 95.376 Data time: 0.2054, Forward time: 2.3187, Backward time: 3.2350, DDP time: 0.0038, Total iter time: 5.2145 [2020-11-08 12:20:02,579][root][INFO] - ===> Epoch[291](1454/5): Loss -0.5814, Sem 0.1374, dir -0.9492, norm 0.2304, swav 0.0000 LR: 7.340e-02 Score 95.371 Data time: 0.2194, Forward time: 2.3183, Backward time: 3.2356, DDP time: 0.0038, Total iter time: 6.3936 [2020-11-08 12:20:07,513][root][INFO] - ===> Epoch[291](1455/5): Loss -0.6219, Sem 0.1227, dir -0.9510, norm 0.2064, swav 0.0000 LR: 7.339e-02 Score 96.070 Data time: 0.1705, Forward time: 2.3180, Backward time: 3.2353, DDP time: 0.0038, Total iter time: 4.8322 [2020-11-08 12:20:13,988][root][INFO] - ===> Epoch[292](1456/5): Loss -0.6095, Sem 0.1252, dir -0.9475, norm 0.2128, swav 0.0000 LR: 7.337e-02 Score 95.830 Data time: 0.2260, Forward time: 2.3180, Backward time: 3.2356, DDP time: 0.0038, Total iter time: 6.3867 [2020-11-08 12:20:21,325][root][INFO] - ===> Epoch[292](1457/5): Loss -0.6000, Sem 0.1249, dir -0.9489, norm 0.2240, swav 0.0000 LR: 7.335e-02 Score 96.064 Data time: 0.1953, Forward time: 2.3178, Backward time: 3.2367, DDP time: 0.0038, Total iter time: 7.2038 [2020-11-08 12:20:28,173][root][INFO] - ===> Epoch[292](1458/5): Loss -0.6596, Sem 0.1163, dir -0.9607, norm 0.1849, swav 0.0000 LR: 7.333e-02 Score 96.108 Data time: 0.2229, Forward time: 2.3178, Backward time: 3.2373, DDP time: 0.0038, Total iter time: 6.7412 [2020-11-08 12:20:34,612][root][INFO] - ===> Epoch[292](1459/5): Loss -0.6139, Sem 0.1395, dir -0.9569, norm 0.2036, swav 0.0000 LR: 7.331e-02 Score 95.349 Data time: 0.2048, Forward time: 2.3178, Backward time: 3.2376, DDP time: 0.0038, Total iter time: 6.3218 [2020-11-08 12:20:40,136][root][INFO] - ===> Epoch[292](1460/5): Loss -0.6256, Sem 0.1221, dir -0.9569, norm 0.2093, swav 0.0000 LR: 7.329e-02 Score 96.075 Data time: 0.1659, Forward time: 2.3174, Backward time: 3.2377, DDP time: 0.0038, Total iter time: 5.4054 [2020-11-08 12:20:46,085][root][INFO] - ===> Epoch[293](1461/5): Loss -0.6304, Sem 0.1247, dir -0.9574, norm 0.2023, swav 0.0000 LR: 7.327e-02 Score 95.890 Data time: 0.2936, Forward time: 2.3179, Backward time: 3.2372, DDP time: 0.0038, Total iter time: 5.8701 [2020-11-08 12:20:51,037][root][INFO] - ===> Epoch[293](1462/5): Loss -0.6060, Sem 0.1134, dir -0.9469, norm 0.2275, swav 0.0000 LR: 7.326e-02 Score 96.220 Data time: 0.2051, Forward time: 2.3178, Backward time: 3.2366, DDP time: 0.0038, Total iter time: 4.8244 [2020-11-08 12:20:57,942][root][INFO] - ===> Epoch[293](1463/5): Loss -0.6035, Sem 0.1351, dir -0.9543, norm 0.2157, swav 0.0000 LR: 7.324e-02 Score 95.651 Data time: 0.2134, Forward time: 2.3179, Backward time: 3.2372, DDP time: 0.0038, Total iter time: 6.7923 [2020-11-08 12:21:03,420][root][INFO] - ===> Epoch[293](1464/5): Loss -0.6246, Sem 0.1287, dir -0.9549, norm 0.2016, swav 0.0000 LR: 7.322e-02 Score 95.722 Data time: 0.1680, Forward time: 2.3175, Backward time: 3.2373, DDP time: 0.0038, Total iter time: 5.3471 [2020-11-08 12:21:08,249][root][INFO] - ===> Epoch[293](1465/5): Loss -0.6300, Sem 0.1204, dir -0.9535, norm 0.2031, swav 0.0000 LR: 7.320e-02 Score 96.072 Data time: 0.1787, Forward time: 2.3172, Backward time: 3.2368, DDP time: 0.0038, Total iter time: 4.7296 [2020-11-08 12:21:12,868][root][INFO] - ===> Epoch[294](1466/5): Loss -0.6215, Sem 0.1274, dir -0.9550, norm 0.2061, swav 0.0000 LR: 7.318e-02 Score 95.904 Data time: 0.1559, Forward time: 2.3168, Backward time: 3.2363, DDP time: 0.0038, Total iter time: 4.5099 [2020-11-08 12:21:19,516][root][INFO] - ===> Epoch[294](1467/5): Loss -0.6535, Sem 0.1149, dir -0.9550, norm 0.1866, swav 0.0000 LR: 7.316e-02 Score 96.182 Data time: 0.1692, Forward time: 2.3164, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 6.5511 [2020-11-08 12:21:25,454][root][INFO] - ===> Epoch[294](1468/5): Loss -0.5982, Sem 0.1431, dir -0.9542, norm 0.2129, swav 0.0000 LR: 7.314e-02 Score 95.314 Data time: 0.2399, Forward time: 2.3163, Backward time: 3.2373, DDP time: 0.0038, Total iter time: 5.8198 [2020-11-08 12:21:31,738][root][INFO] - ===> Epoch[294](1469/5): Loss -0.6464, Sem 0.1089, dir -0.9561, norm 0.2008, swav 0.0000 LR: 7.313e-02 Score 96.432 Data time: 0.1901, Forward time: 2.3161, Backward time: 3.2376, DDP time: 0.0038, Total iter time: 6.1746 [2020-11-08 12:21:38,589][root][INFO] - ===> Epoch[294](1470/5): Loss -0.6002, Sem 0.1135, dir -0.9522, norm 0.2385, swav 0.0000 LR: 7.311e-02 Score 96.270 Data time: 0.1795, Forward time: 2.3160, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 6.7401 [2020-11-08 12:21:44,688][root][INFO] - ===> Epoch[295](1471/5): Loss -0.6037, Sem 0.1263, dir -0.9538, norm 0.2238, swav 0.0000 LR: 7.309e-02 Score 95.861 Data time: 0.1662, Forward time: 2.3156, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 5.9753 [2020-11-08 12:21:51,589][root][INFO] - ===> Epoch[295](1472/5): Loss -0.6375, Sem 0.1106, dir -0.9558, norm 0.2078, swav 0.0000 LR: 7.307e-02 Score 96.430 Data time: 0.2059, Forward time: 2.3156, Backward time: 3.2395, DDP time: 0.0038, Total iter time: 6.7984 [2020-11-08 12:21:57,257][root][INFO] - ===> Epoch[295](1473/5): Loss -0.6283, Sem 0.1182, dir -0.9496, norm 0.2031, swav 0.0000 LR: 7.305e-02 Score 96.195 Data time: 0.2650, Forward time: 2.3155, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 5.5345 [2020-11-08 12:22:02,863][root][INFO] - ===> Epoch[295](1474/5): Loss -0.6515, Sem 0.1128, dir -0.9590, norm 0.1947, swav 0.0000 LR: 7.303e-02 Score 96.293 Data time: 0.2485, Forward time: 2.3158, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 5.4921 [2020-11-08 12:22:07,855][root][INFO] - ===> Epoch[295](1475/5): Loss -0.6115, Sem 0.1225, dir -0.9506, norm 0.2165, swav 0.0000 LR: 7.301e-02 Score 95.964 Data time: 0.1840, Forward time: 2.3156, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 4.8802 [2020-11-08 12:22:14,509][root][INFO] - ===> Epoch[296](1476/5): Loss -0.6380, Sem 0.1107, dir -0.9517, norm 0.2030, swav 0.0000 LR: 7.299e-02 Score 96.289 Data time: 0.1815, Forward time: 2.3152, Backward time: 3.2391, DDP time: 0.0038, Total iter time: 6.5320 [2020-11-08 12:22:19,718][root][INFO] - ===> Epoch[296](1477/5): Loss -0.6315, Sem 0.1127, dir -0.9496, norm 0.2053, swav 0.0000 LR: 7.298e-02 Score 96.319 Data time: 0.1979, Forward time: 2.3152, Backward time: 3.2387, DDP time: 0.0038, Total iter time: 5.1157 [2020-11-08 12:22:25,482][root][INFO] - ===> Epoch[296](1478/5): Loss -0.6462, Sem 0.0990, dir -0.9594, norm 0.2142, swav 0.0000 LR: 7.296e-02 Score 96.831 Data time: 0.1591, Forward time: 2.3147, Backward time: 3.2391, DDP time: 0.0038, Total iter time: 5.6537 [2020-11-08 12:22:34,133][root][INFO] - ===> Epoch[296](1479/5): Loss -0.5848, Sem 0.1419, dir -0.9500, norm 0.2233, swav 0.0000 LR: 7.294e-02 Score 95.409 Data time: 0.2453, Forward time: 2.3151, Backward time: 3.2405, DDP time: 0.0038, Total iter time: 8.5640 [2020-11-08 12:22:40,937][root][INFO] - ===> Epoch[296](1480/5): Loss -0.6257, Sem 0.1172, dir -0.9518, norm 0.2088, swav 0.0000 LR: 7.292e-02 Score 96.089 Data time: 0.2048, Forward time: 2.3150, Backward time: 3.2411, DDP time: 0.0038, Total iter time: 6.6765 [2020-11-08 12:22:46,063][root][INFO] - ===> Epoch[297](1481/5): Loss -0.6270, Sem 0.1180, dir -0.9523, norm 0.2072, swav 0.0000 LR: 7.290e-02 Score 96.090 Data time: 0.1923, Forward time: 2.3148, Backward time: 3.2407, DDP time: 0.0038, Total iter time: 5.0128 [2020-11-08 12:22:52,175][root][INFO] - ===> Epoch[297](1482/5): Loss -0.6042, Sem 0.1147, dir -0.9504, norm 0.2315, swav 0.0000 LR: 7.288e-02 Score 96.190 Data time: 0.3417, Forward time: 2.3154, Backward time: 3.2402, DDP time: 0.0038, Total iter time: 5.9995 [2020-11-08 12:22:57,050][root][INFO] - ===> Epoch[297](1483/5): Loss -0.6299, Sem 0.1186, dir -0.9532, norm 0.2047, swav 0.0000 LR: 7.286e-02 Score 96.151 Data time: 0.2291, Forward time: 2.3155, Backward time: 3.2394, DDP time: 0.0038, Total iter time: 4.7396 [2020-11-08 12:23:02,322][root][INFO] - ===> Epoch[297](1484/5): Loss -0.6331, Sem 0.1101, dir -0.9507, norm 0.2075, swav 0.0000 LR: 7.285e-02 Score 96.292 Data time: 0.2049, Forward time: 2.3152, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 5.1513 [2020-11-08 12:23:09,275][root][INFO] - ===> Epoch[297](1485/5): Loss -0.6261, Sem 0.1089, dir -0.9534, norm 0.2184, swav 0.0000 LR: 7.283e-02 Score 96.426 Data time: 0.3212, Forward time: 2.3158, Backward time: 3.2392, DDP time: 0.0038, Total iter time: 6.8403 [2020-11-08 12:23:14,891][root][INFO] - ===> Epoch[298](1486/5): Loss -0.6543, Sem 0.1104, dir -0.9565, norm 0.1919, swav 0.0000 LR: 7.281e-02 Score 96.252 Data time: 0.1335, Forward time: 2.3155, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 5.4638 [2020-11-08 12:23:19,869][root][INFO] - ===> Epoch[298](1487/5): Loss -0.6221, Sem 0.1171, dir -0.9516, norm 0.2124, swav 0.0000 LR: 7.279e-02 Score 96.237 Data time: 0.1073, Forward time: 2.3147, Backward time: 3.2396, DDP time: 0.0038, Total iter time: 4.8802 [2020-11-08 12:23:26,193][root][INFO] - ===> Epoch[298](1488/5): Loss -0.6574, Sem 0.1082, dir -0.9571, norm 0.1915, swav 0.0000 LR: 7.277e-02 Score 96.372 Data time: 0.2105, Forward time: 2.3143, Backward time: 3.2402, DDP time: 0.0038, Total iter time: 6.2454 [2020-11-08 12:23:32,898][root][INFO] - ===> Epoch[298](1489/5): Loss -0.6277, Sem 0.1099, dir -0.9597, norm 0.2220, swav 0.0000 LR: 7.275e-02 Score 96.409 Data time: 0.2528, Forward time: 2.3145, Backward time: 3.2405, DDP time: 0.0038, Total iter time: 6.6054 [2020-11-08 12:23:39,572][root][INFO] - ===> Epoch[298](1490/5): Loss -0.6262, Sem 0.1206, dir -0.9516, norm 0.2049, swav 0.0000 LR: 7.273e-02 Score 96.026 Data time: 0.3022, Forward time: 2.3151, Backward time: 3.2404, DDP time: 0.0038, Total iter time: 6.5442 [2020-11-08 12:23:45,256][root][INFO] - ===> Epoch[299](1491/5): Loss -0.6419, Sem 0.1238, dir -0.9571, norm 0.1914, swav 0.0000 LR: 7.272e-02 Score 95.908 Data time: 0.2183, Forward time: 2.3151, Backward time: 3.2401, DDP time: 0.0038, Total iter time: 5.5204 [2020-11-08 12:23:50,472][root][INFO] - ===> Epoch[299](1492/5): Loss -0.6445, Sem 0.0944, dir -0.9543, norm 0.2153, swav 0.0000 LR: 7.270e-02 Score 96.869 Data time: 0.2210, Forward time: 2.3150, Backward time: 3.2396, DDP time: 0.0038, Total iter time: 5.1037 [2020-11-08 12:23:56,173][root][INFO] - ===> Epoch[299](1493/5): Loss -0.6037, Sem 0.1184, dir -0.9473, norm 0.2252, swav 0.0000 LR: 7.268e-02 Score 96.070 Data time: 0.2214, Forward time: 2.3152, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 5.5930 [2020-11-08 12:24:01,953][root][INFO] - ===> Epoch[299](1494/5): Loss -0.6274, Sem 0.1232, dir -0.9571, norm 0.2066, swav 0.0000 LR: 7.266e-02 Score 95.784 Data time: 0.2239, Forward time: 2.3151, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 5.6521 [2020-11-08 12:24:07,697][root][INFO] - ===> Epoch[299](1495/5): Loss -0.6203, Sem 0.1147, dir -0.9521, norm 0.2171, swav 0.0000 LR: 7.264e-02 Score 96.231 Data time: 0.2378, Forward time: 2.3152, Backward time: 3.2390, DDP time: 0.0038, Total iter time: 5.6423 [2020-11-08 12:24:15,334][root][INFO] - ===> Epoch[300](1496/5): Loss -0.6159, Sem 0.1200, dir -0.9537, norm 0.2177, swav 0.0000 LR: 7.262e-02 Score 96.016 Data time: 0.2212, Forward time: 2.3152, Backward time: 3.2401, DDP time: 0.0038, Total iter time: 7.4964 [2020-11-08 12:24:20,811][root][INFO] - ===> Epoch[300](1497/5): Loss -0.6598, Sem 0.1129, dir -0.9589, norm 0.1862, swav 0.0000 LR: 7.260e-02 Score 96.215 Data time: 0.2129, Forward time: 2.3153, Backward time: 3.2397, DDP time: 0.0038, Total iter time: 5.3663 [2020-11-08 12:24:25,831][root][INFO] - ===> Epoch[300](1498/5): Loss -0.6307, Sem 0.1180, dir -0.9549, norm 0.2062, swav 0.0000 LR: 7.258e-02 Score 96.092 Data time: 0.2427, Forward time: 2.3154, Backward time: 3.2389, DDP time: 0.0038, Total iter time: 4.8939 [2020-11-08 12:24:31,851][root][INFO] - ===> Epoch[300](1499/5): Loss -0.6270, Sem 0.1145, dir -0.9494, norm 0.2079, swav 0.0000 LR: 7.257e-02 Score 96.173 Data time: 0.1626, Forward time: 2.3151, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 5.9087 [2020-11-08 12:24:37,894][root][INFO] - ===> Epoch[300](1500/5): Loss -0.6578, Sem 0.1038, dir -0.9573, norm 0.1957, swav 0.0000 LR: 7.255e-02 Score 96.577 Data time: 0.2243, Forward time: 2.3152, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 5.9427 [2020-11-08 12:24:40,528][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 12:24:40,738][root][INFO] - ===> Start testing [2020-11-08 12:26:03,988][root][INFO] - 101/312: Data time: 0.0104, Iter time: 0.3090 Loss 0.028 (AVG: 0.745) Score 99.179 (AVG: 85.060) mIOU 64.527 mAP 70.471 mAcc 73.262 IOU: 78.815 95.766 50.233 66.787 87.171 74.929 65.699 48.279 57.538 67.260 29.196 59.868 57.213 46.130 59.756 70.454 92.620 60.349 92.326 30.146 mAP: 78.829 96.202 61.009 58.822 87.869 78.107 72.076 64.673 62.082 72.739 48.320 51.003 63.447 57.606 50.150 84.919 92.810 84.628 84.850 59.273 mAcc: 95.211 98.013 62.593 71.387 92.803 92.390 82.046 59.176 66.768 74.573 33.242 69.509 76.300 52.831 64.527 82.889 93.995 63.650 96.069 37.274 [2020-11-08 12:27:34,129][root][INFO] - 201/312: Data time: 0.0073, Iter time: 0.4051 Loss 0.710 (AVG: 0.811) Score 90.825 (AVG: 84.375) mIOU 60.951 mAP 68.174 mAcc 69.660 IOU: 78.700 95.955 52.493 67.217 85.422 73.614 66.009 48.602 53.771 64.138 23.245 54.016 50.384 46.699 44.400 46.136 91.108 59.130 88.885 29.106 mAP: 80.019 94.743 60.894 60.945 87.089 78.935 69.323 63.178 59.827 64.309 46.958 48.319 60.884 57.299 44.964 78.715 93.628 79.027 82.355 52.062 mAcc: 95.526 98.255 65.756 71.691 91.987 89.586 80.634 59.748 62.955 72.792 26.612 65.582 74.588 50.560 48.548 52.151 93.515 62.535 93.726 36.464 [2020-11-08 12:29:00,696][root][INFO] - 301/312: Data time: 0.0089, Iter time: 0.1683 Loss 0.078 (AVG: 0.758) Score 97.008 (AVG: 85.075) mIOU 61.178 mAP 69.234 mAcc 69.953 IOU: 79.567 96.231 53.437 71.909 84.712 72.327 66.062 50.618 49.831 65.849 26.591 56.385 48.776 48.432 35.321 49.676 89.022 60.011 88.322 30.489 mAP: 80.323 95.408 62.325 68.864 87.455 78.366 69.762 64.795 57.562 65.100 48.949 52.297 61.547 59.787 40.324 83.874 92.729 82.380 79.761 53.068 mAcc: 95.795 98.322 67.309 76.207 90.870 90.134 81.298 60.761 57.832 74.207 31.653 66.392 74.248 56.236 38.084 54.308 91.309 63.894 92.421 37.781 [2020-11-08 12:29:09,958][root][INFO] - 312/312: Data time: 0.0036, Iter time: 0.3036 Loss 0.496 (AVG: 0.755) Score 86.489 (AVG: 85.144) mIOU 61.189 mAP 68.978 mAcc 69.896 IOU: 79.643 96.195 53.125 72.604 84.997 72.308 66.139 50.307 51.061 65.758 26.383 55.577 49.511 49.079 36.116 49.415 87.255 59.695 88.322 30.294 mAP: 80.321 95.495 61.123 68.715 87.663 78.366 69.689 64.359 57.777 65.100 48.760 51.585 61.025 60.441 41.462 82.417 91.448 81.656 79.761 52.395 mAcc: 95.843 98.289 66.504 76.858 91.155 90.134 81.400 60.569 58.896 74.207 31.361 65.303 74.379 56.949 38.949 53.746 89.432 63.849 92.421 37.677 [2020-11-08 12:29:09,959][root][INFO] - Finished test. Elapsed time: 269.2192 [2020-11-08 12:29:21,402][root][INFO] - [2020-11-08 12:29:21,403][root][INFO] - ################################################################ [2020-11-08 12:29:21,403][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 12:29:21,403][root][INFO] - ################################################################ [2020-11-08 12:29:21,403][root][INFO] - cabinet : 0.178 0.413 0.614 [2020-11-08 12:29:21,403][root][INFO] - bed : 0.339 0.662 0.748 [2020-11-08 12:29:21,403][root][INFO] - chair : 0.656 0.804 0.870 [2020-11-08 12:29:21,403][root][INFO] - sofa : 0.343 0.555 0.756 [2020-11-08 12:29:21,403][root][INFO] - table : 0.392 0.590 0.695 [2020-11-08 12:29:21,403][root][INFO] - door : 0.194 0.369 0.480 [2020-11-08 12:29:21,403][root][INFO] - window : 0.089 0.195 0.404 [2020-11-08 12:29:21,403][root][INFO] - bookshelf : 0.203 0.509 0.694 [2020-11-08 12:29:21,403][root][INFO] - picture : 0.129 0.267 0.340 [2020-11-08 12:29:21,403][root][INFO] - counter : 0.020 0.073 0.418 [2020-11-08 12:29:21,403][root][INFO] - desk : 0.047 0.201 0.568 [2020-11-08 12:29:21,403][root][INFO] - curtain : 0.123 0.224 0.419 [2020-11-08 12:29:21,403][root][INFO] - refrigerator : 0.234 0.293 0.307 [2020-11-08 12:29:21,403][root][INFO] - shower curtain : 0.354 0.569 0.591 [2020-11-08 12:29:21,403][root][INFO] - toilet : 0.753 0.913 0.964 [2020-11-08 12:29:21,403][root][INFO] - sink : 0.211 0.484 0.759 [2020-11-08 12:29:21,404][root][INFO] - bathtub : 0.636 0.769 0.871 [2020-11-08 12:29:21,404][root][INFO] - otherfurniture : 0.266 0.377 0.511 [2020-11-08 12:29:21,404][root][INFO] - ---------------------------------------------------------------- [2020-11-08 12:29:21,404][root][INFO] - average : 0.287 0.459 0.612 [2020-11-08 12:29:21,404][root][INFO] - [2020-11-08 12:29:21,634][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 12:29:22,409][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 12:29:22,613][root][INFO] - Current best mIoU: 61.189 at iter 1500 [2020-11-08 12:29:26,923][root][INFO] - ===> Epoch[301](1501/5): Loss -0.6163, Sem 0.1172, dir -0.9508, norm 0.2172, swav 0.0000 LR: 7.253e-02 Score 96.206 Data time: 0.1762, Forward time: 2.3149, Backward time: 3.2385, DDP time: 0.0038, Total iter time: 4.3043 [2020-11-08 12:29:32,076][root][INFO] - ===> Epoch[301](1502/5): Loss -0.6498, Sem 0.1178, dir -0.9624, norm 0.1948, swav 0.0000 LR: 7.251e-02 Score 96.099 Data time: 0.2232, Forward time: 2.3150, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 5.0328 [2020-11-08 12:29:36,746][root][INFO] - ===> Epoch[301](1503/5): Loss -0.6323, Sem 0.1047, dir -0.9501, norm 0.2130, swav 0.0000 LR: 7.249e-02 Score 96.475 Data time: 0.2093, Forward time: 2.3148, Backward time: 3.2373, DDP time: 0.0038, Total iter time: 4.5649 [2020-11-08 12:29:42,636][root][INFO] - ===> Epoch[301](1504/5): Loss -0.6463, Sem 0.1039, dir -0.9539, norm 0.2037, swav 0.0000 LR: 7.247e-02 Score 96.501 Data time: 0.2418, Forward time: 2.3150, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 5.8038 [2020-11-08 12:29:49,505][root][INFO] - ===> Epoch[301](1505/5): Loss -0.6107, Sem 0.1213, dir -0.9516, norm 0.2196, swav 0.0000 LR: 7.245e-02 Score 96.001 Data time: 0.1718, Forward time: 2.3147, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 6.7248 [2020-11-08 12:29:55,293][root][INFO] - ===> Epoch[302](1506/5): Loss -0.6166, Sem 0.1164, dir -0.9491, norm 0.2161, swav 0.0000 LR: 7.244e-02 Score 96.052 Data time: 0.2110, Forward time: 2.3146, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 5.7023 [2020-11-08 12:30:02,482][root][INFO] - ===> Epoch[302](1507/5): Loss -0.6438, Sem 0.1100, dir -0.9571, norm 0.2033, swav 0.0000 LR: 7.242e-02 Score 96.365 Data time: 0.2219, Forward time: 2.3145, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 7.0924 [2020-11-08 12:30:08,370][root][INFO] - ===> Epoch[302](1508/5): Loss -0.6290, Sem 0.1109, dir -0.9560, norm 0.2161, swav 0.0000 LR: 7.240e-02 Score 96.306 Data time: 0.2392, Forward time: 2.3146, Backward time: 3.2387, DDP time: 0.0038, Total iter time: 5.7732 [2020-11-08 12:30:13,426][root][INFO] - ===> Epoch[302](1509/5): Loss -0.6097, Sem 0.1204, dir -0.9505, norm 0.2204, swav 0.0000 LR: 7.238e-02 Score 96.123 Data time: 0.2137, Forward time: 2.3146, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 4.9125 [2020-11-08 12:30:19,079][root][INFO] - ===> Epoch[302](1510/5): Loss -0.6401, Sem 0.1185, dir -0.9545, norm 0.1959, swav 0.0000 LR: 7.236e-02 Score 96.142 Data time: 0.1761, Forward time: 2.3143, Backward time: 3.2381, DDP time: 0.0038, Total iter time: 5.5355 [2020-11-08 12:30:24,901][root][INFO] - ===> Epoch[303](1511/5): Loss -0.6803, Sem 0.1100, dir -0.9631, norm 0.1728, swav 0.0000 LR: 7.234e-02 Score 96.391 Data time: 0.1664, Forward time: 2.3139, Backward time: 3.2385, DDP time: 0.0038, Total iter time: 5.7113 [2020-11-08 12:30:29,834][root][INFO] - ===> Epoch[303](1512/5): Loss -0.6623, Sem 0.1077, dir -0.9577, norm 0.1876, swav 0.0000 LR: 7.232e-02 Score 96.310 Data time: 0.2118, Forward time: 2.3138, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 4.8636 [2020-11-08 12:30:34,702][root][INFO] - ===> Epoch[303](1513/5): Loss -0.6010, Sem 0.1208, dir -0.9522, norm 0.2304, swav 0.0000 LR: 7.230e-02 Score 95.959 Data time: 0.2085, Forward time: 2.3138, Backward time: 3.2373, DDP time: 0.0038, Total iter time: 4.7520 [2020-11-08 12:30:39,849][root][INFO] - ===> Epoch[303](1514/5): Loss -0.6189, Sem 0.1259, dir -0.9540, norm 0.2093, swav 0.0000 LR: 7.229e-02 Score 95.903 Data time: 0.1740, Forward time: 2.3135, Backward time: 3.2370, DDP time: 0.0038, Total iter time: 5.0327 [2020-11-08 12:30:45,083][root][INFO] - ===> Epoch[303](1515/5): Loss -0.6560, Sem 0.1043, dir -0.9567, norm 0.1964, swav 0.0000 LR: 7.227e-02 Score 96.623 Data time: 0.1910, Forward time: 2.3133, Backward time: 3.2368, DDP time: 0.0038, Total iter time: 5.1347 [2020-11-08 12:30:51,591][root][INFO] - ===> Epoch[304](1516/5): Loss -0.6206, Sem 0.1163, dir -0.9482, norm 0.2113, swav 0.0000 LR: 7.225e-02 Score 96.045 Data time: 0.2482, Forward time: 2.3134, Backward time: 3.2370, DDP time: 0.0038, Total iter time: 6.3912 [2020-11-08 12:30:56,778][root][INFO] - ===> Epoch[304](1517/5): Loss -0.6520, Sem 0.1217, dir -0.9594, norm 0.1857, swav 0.0000 LR: 7.223e-02 Score 95.904 Data time: 0.1987, Forward time: 2.3133, Backward time: 3.2367, DDP time: 0.0038, Total iter time: 5.0653 [2020-11-08 12:31:02,894][root][INFO] - ===> Epoch[304](1518/5): Loss -0.6050, Sem 0.1229, dir -0.9509, norm 0.2230, swav 0.0000 LR: 7.221e-02 Score 95.912 Data time: 0.2221, Forward time: 2.3132, Backward time: 3.2368, DDP time: 0.0038, Total iter time: 5.9910 [2020-11-08 12:31:10,851][root][INFO] - ===> Epoch[304](1519/5): Loss -0.6341, Sem 0.1038, dir -0.9543, norm 0.2164, swav 0.0000 LR: 7.219e-02 Score 96.514 Data time: 0.2324, Forward time: 2.3133, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 7.8211 [2020-11-08 12:31:17,345][root][INFO] - ===> Epoch[304](1520/5): Loss -0.6361, Sem 0.1198, dir -0.9613, norm 0.2055, swav 0.0000 LR: 7.217e-02 Score 95.935 Data time: 0.2400, Forward time: 2.3134, Backward time: 3.2382, DDP time: 0.0038, Total iter time: 6.3842 [2020-11-08 12:31:23,762][root][INFO] - ===> Epoch[305](1521/5): Loss -0.6251, Sem 0.1170, dir -0.9522, norm 0.2100, swav 0.0000 LR: 7.216e-02 Score 96.091 Data time: 0.1579, Forward time: 2.3130, Backward time: 3.2389, DDP time: 0.0038, Total iter time: 6.2897 [2020-11-08 12:31:28,709][root][INFO] - ===> Epoch[305](1522/5): Loss -0.6417, Sem 0.1202, dir -0.9517, norm 0.1898, swav 0.0000 LR: 7.214e-02 Score 96.000 Data time: 0.2256, Forward time: 2.3132, Backward time: 3.2381, DDP time: 0.0038, Total iter time: 4.8401 [2020-11-08 12:31:35,285][root][INFO] - ===> Epoch[305](1523/5): Loss -0.6565, Sem 0.1016, dir -0.9587, norm 0.2006, swav 0.0000 LR: 7.212e-02 Score 96.586 Data time: 0.1109, Forward time: 2.3125, Backward time: 3.2393, DDP time: 0.0038, Total iter time: 6.4729 [2020-11-08 12:31:41,597][root][INFO] - ===> Epoch[305](1524/5): Loss -0.6263, Sem 0.1254, dir -0.9560, norm 0.2043, swav 0.0000 LR: 7.210e-02 Score 95.767 Data time: 0.1971, Forward time: 2.3122, Backward time: 3.2398, DDP time: 0.0038, Total iter time: 6.2127 [2020-11-08 12:31:47,277][root][INFO] - ===> Epoch[305](1525/5): Loss -0.6385, Sem 0.1220, dir -0.9595, norm 0.1989, swav 0.0000 LR: 7.208e-02 Score 96.125 Data time: 0.1944, Forward time: 2.3121, Backward time: 3.2398, DDP time: 0.0038, Total iter time: 5.5688 [2020-11-08 12:31:53,470][root][INFO] - ===> Epoch[306](1526/5): Loss -0.6166, Sem 0.1198, dir -0.9551, norm 0.2187, swav 0.0000 LR: 7.206e-02 Score 96.136 Data time: 0.1936, Forward time: 2.3120, Backward time: 3.2400, DDP time: 0.0038, Total iter time: 6.0717 [2020-11-08 12:31:59,247][root][INFO] - ===> Epoch[306](1527/5): Loss -0.6357, Sem 0.1283, dir -0.9501, norm 0.1861, swav 0.0000 LR: 7.204e-02 Score 95.878 Data time: 0.1794, Forward time: 2.3116, Backward time: 3.2402, DDP time: 0.0038, Total iter time: 5.6454 [2020-11-08 12:32:05,070][root][INFO] - ===> Epoch[306](1528/5): Loss -0.5876, Sem 0.1257, dir -0.9516, norm 0.2382, swav 0.0000 LR: 7.202e-02 Score 95.924 Data time: 0.2210, Forward time: 2.3116, Backward time: 3.2402, DDP time: 0.0038, Total iter time: 5.7197 [2020-11-08 12:32:12,284][root][INFO] - ===> Epoch[306](1529/5): Loss -0.6506, Sem 0.1166, dir -0.9577, norm 0.1904, swav 0.0000 LR: 7.201e-02 Score 96.144 Data time: 0.2125, Forward time: 2.3117, Backward time: 3.2408, DDP time: 0.0038, Total iter time: 7.0642 [2020-11-08 12:32:19,047][root][INFO] - ===> Epoch[306](1530/5): Loss -0.6416, Sem 0.1134, dir -0.9575, norm 0.2024, swav 0.0000 LR: 7.199e-02 Score 96.295 Data time: 0.1721, Forward time: 2.3114, Backward time: 3.2416, DDP time: 0.0038, Total iter time: 6.6332 [2020-11-08 12:32:25,201][root][INFO] - ===> Epoch[307](1531/5): Loss -0.6097, Sem 0.1238, dir -0.9553, norm 0.2218, swav 0.0000 LR: 7.197e-02 Score 95.926 Data time: 0.2152, Forward time: 2.3113, Backward time: 3.2419, DDP time: 0.0038, Total iter time: 6.0509 [2020-11-08 12:32:30,728][root][INFO] - ===> Epoch[307](1532/5): Loss -0.6182, Sem 0.1177, dir -0.9534, norm 0.2175, swav 0.0000 LR: 7.195e-02 Score 96.231 Data time: 0.2812, Forward time: 2.3116, Backward time: 3.2413, DDP time: 0.0038, Total iter time: 5.4143 [2020-11-08 12:32:36,460][root][INFO] - ===> Epoch[307](1533/5): Loss -0.6483, Sem 0.1062, dir -0.9558, norm 0.2013, swav 0.0000 LR: 7.193e-02 Score 96.466 Data time: 0.2062, Forward time: 2.3115, Backward time: 3.2412, DDP time: 0.0038, Total iter time: 5.5938 [2020-11-08 12:32:42,722][root][INFO] - ===> Epoch[307](1534/5): Loss -0.5828, Sem 0.1368, dir -0.9473, norm 0.2277, swav 0.0000 LR: 7.191e-02 Score 95.592 Data time: 0.2288, Forward time: 2.3116, Backward time: 3.2413, DDP time: 0.0038, Total iter time: 6.1581 [2020-11-08 12:32:48,684][root][INFO] - ===> Epoch[307](1535/5): Loss -0.6452, Sem 0.1110, dir -0.9588, norm 0.2026, swav 0.0000 LR: 7.189e-02 Score 96.331 Data time: 0.2294, Forward time: 2.3116, Backward time: 3.2413, DDP time: 0.0038, Total iter time: 5.8381 [2020-11-08 12:32:54,794][root][INFO] - ===> Epoch[308](1536/5): Loss -0.6404, Sem 0.1027, dir -0.9520, norm 0.2088, swav 0.0000 LR: 7.188e-02 Score 96.709 Data time: 0.2058, Forward time: 2.3114, Backward time: 3.2415, DDP time: 0.0038, Total iter time: 5.9745 [2020-11-08 12:32:59,801][root][INFO] - ===> Epoch[308](1537/5): Loss -0.6433, Sem 0.1107, dir -0.9565, norm 0.2025, swav 0.0000 LR: 7.186e-02 Score 96.363 Data time: 0.2029, Forward time: 2.3113, Backward time: 3.2410, DDP time: 0.0038, Total iter time: 4.9104 [2020-11-08 12:33:06,478][root][INFO] - ===> Epoch[308](1538/5): Loss -0.6459, Sem 0.1188, dir -0.9571, norm 0.1924, swav 0.0000 LR: 7.184e-02 Score 96.000 Data time: 0.1713, Forward time: 2.3110, Backward time: 3.2417, DDP time: 0.0038, Total iter time: 6.5788 [2020-11-08 12:33:11,922][root][INFO] - ===> Epoch[308](1539/5): Loss -0.6291, Sem 0.1090, dir -0.9473, norm 0.2092, swav 0.0000 LR: 7.182e-02 Score 96.311 Data time: 0.2013, Forward time: 2.3109, Backward time: 3.2415, DDP time: 0.0038, Total iter time: 5.3482 [2020-11-08 12:33:17,252][root][INFO] - ===> Epoch[308](1540/5): Loss -0.5970, Sem 0.1313, dir -0.9542, norm 0.2259, swav 0.0000 LR: 7.180e-02 Score 95.626 Data time: 0.2331, Forward time: 2.3110, Backward time: 3.2411, DDP time: 0.0038, Total iter time: 5.2170 [2020-11-08 12:33:22,619][root][INFO] - ===> Epoch[309](1541/5): Loss -0.6537, Sem 0.1085, dir -0.9576, norm 0.1954, swav 0.0000 LR: 7.178e-02 Score 96.319 Data time: 0.2365, Forward time: 2.3112, Backward time: 3.2405, DDP time: 0.0038, Total iter time: 5.2407 [2020-11-08 12:33:27,845][root][INFO] - ===> Epoch[309](1542/5): Loss -0.6568, Sem 0.1083, dir -0.9555, norm 0.1904, swav 0.0000 LR: 7.176e-02 Score 96.309 Data time: 0.1847, Forward time: 2.3110, Backward time: 3.2402, DDP time: 0.0038, Total iter time: 5.0977 [2020-11-08 12:33:35,340][root][INFO] - ===> Epoch[309](1543/5): Loss -0.6217, Sem 0.1224, dir -0.9523, norm 0.2083, swav 0.0000 LR: 7.174e-02 Score 95.928 Data time: 0.1687, Forward time: 2.3107, Backward time: 3.2415, DDP time: 0.0038, Total iter time: 7.3903 [2020-11-08 12:33:40,374][root][INFO] - ===> Epoch[309](1544/5): Loss -0.6530, Sem 0.1118, dir -0.9596, norm 0.1948, swav 0.0000 LR: 7.173e-02 Score 96.279 Data time: 0.2028, Forward time: 2.3104, Backward time: 3.2412, DDP time: 0.0038, Total iter time: 4.9528 [2020-11-08 12:33:46,322][root][INFO] - ===> Epoch[309](1545/5): Loss -0.6390, Sem 0.1147, dir -0.9580, norm 0.2042, swav 0.0000 LR: 7.171e-02 Score 96.250 Data time: 0.2660, Forward time: 2.3108, Backward time: 3.2408, DDP time: 0.0038, Total iter time: 5.8475 [2020-11-08 12:33:51,855][root][INFO] - ===> Epoch[310](1546/5): Loss -0.6386, Sem 0.1133, dir -0.9586, norm 0.2067, swav 0.0000 LR: 7.169e-02 Score 96.330 Data time: 0.1818, Forward time: 2.3106, Backward time: 3.2407, DDP time: 0.0038, Total iter time: 5.4052 [2020-11-08 12:33:57,685][root][INFO] - ===> Epoch[310](1547/5): Loss -0.6320, Sem 0.1091, dir -0.9557, norm 0.2146, swav 0.0000 LR: 7.167e-02 Score 96.328 Data time: 0.1887, Forward time: 2.3104, Backward time: 3.2409, DDP time: 0.0038, Total iter time: 5.7325 [2020-11-08 12:34:03,524][root][INFO] - ===> Epoch[310](1548/5): Loss -0.6207, Sem 0.1272, dir -0.9548, norm 0.2069, swav 0.0000 LR: 7.165e-02 Score 95.800 Data time: 0.1946, Forward time: 2.3102, Backward time: 3.2410, DDP time: 0.0038, Total iter time: 5.7305 [2020-11-08 12:34:09,967][root][INFO] - ===> Epoch[310](1549/5): Loss -0.6620, Sem 0.1127, dir -0.9577, norm 0.1830, swav 0.0000 LR: 7.163e-02 Score 96.282 Data time: 0.1980, Forward time: 2.3101, Backward time: 3.2414, DDP time: 0.0038, Total iter time: 6.3101 [2020-11-08 12:34:16,242][root][INFO] - ===> Epoch[310](1550/5): Loss -0.6440, Sem 0.1163, dir -0.9532, norm 0.1929, swav 0.0000 LR: 7.161e-02 Score 96.095 Data time: 0.2013, Forward time: 2.3099, Backward time: 3.2418, DDP time: 0.0038, Total iter time: 6.1496 [2020-11-08 12:34:21,736][root][INFO] - ===> Epoch[311](1551/5): Loss -0.6279, Sem 0.1254, dir -0.9546, norm 0.2013, swav 0.0000 LR: 7.160e-02 Score 95.858 Data time: 0.2538, Forward time: 2.3103, Backward time: 3.2412, DDP time: 0.0038, Total iter time: 5.3955 [2020-11-08 12:34:28,683][root][INFO] - ===> Epoch[311](1552/5): Loss -0.6286, Sem 0.1110, dir -0.9582, norm 0.2187, swav 0.0000 LR: 7.158e-02 Score 96.294 Data time: 0.1390, Forward time: 2.3098, Backward time: 3.2422, DDP time: 0.0038, Total iter time: 6.8353 [2020-11-08 12:34:35,138][root][INFO] - ===> Epoch[311](1553/5): Loss -0.6432, Sem 0.1238, dir -0.9541, norm 0.1871, swav 0.0000 LR: 7.156e-02 Score 95.934 Data time: 0.2373, Forward time: 2.3098, Backward time: 3.2426, DDP time: 0.0038, Total iter time: 6.3633 [2020-11-08 12:34:41,044][root][INFO] - ===> Epoch[311](1554/5): Loss -0.6625, Sem 0.1084, dir -0.9597, norm 0.1888, swav 0.0000 LR: 7.154e-02 Score 96.498 Data time: 0.2967, Forward time: 2.3102, Backward time: 3.2421, DDP time: 0.0038, Total iter time: 5.7787 [2020-11-08 12:34:47,765][root][INFO] - ===> Epoch[311](1555/5): Loss -0.6381, Sem 0.1174, dir -0.9549, norm 0.1994, swav 0.0000 LR: 7.152e-02 Score 96.119 Data time: 0.2221, Forward time: 2.3102, Backward time: 3.2425, DDP time: 0.0038, Total iter time: 6.5577 [2020-11-08 12:34:53,520][root][INFO] - ===> Epoch[312](1556/5): Loss -0.6460, Sem 0.1146, dir -0.9516, norm 0.1910, swav 0.0000 LR: 7.150e-02 Score 96.056 Data time: 0.2717, Forward time: 2.3107, Backward time: 3.2419, DDP time: 0.0038, Total iter time: 5.6414 [2020-11-08 12:34:59,419][root][INFO] - ===> Epoch[312](1557/5): Loss -0.6331, Sem 0.1226, dir -0.9594, norm 0.2037, swav 0.0000 LR: 7.148e-02 Score 96.218 Data time: 0.1894, Forward time: 2.3105, Backward time: 3.2421, DDP time: 0.0038, Total iter time: 5.7625 [2020-11-08 12:35:05,280][root][INFO] - ===> Epoch[312](1558/5): Loss -0.6461, Sem 0.1174, dir -0.9536, norm 0.1900, swav 0.0000 LR: 7.146e-02 Score 96.222 Data time: 0.2175, Forward time: 2.3105, Backward time: 3.2420, DDP time: 0.0038, Total iter time: 5.7573 [2020-11-08 12:35:10,921][root][INFO] - ===> Epoch[312](1559/5): Loss -0.6638, Sem 0.1106, dir -0.9618, norm 0.1874, swav 0.0000 LR: 7.145e-02 Score 96.281 Data time: 0.2215, Forward time: 2.3105, Backward time: 3.2417, DDP time: 0.0038, Total iter time: 5.5117 [2020-11-08 12:35:16,895][root][INFO] - ===> Epoch[312](1560/5): Loss -0.6348, Sem 0.1165, dir -0.9587, norm 0.2074, swav 0.0000 LR: 7.143e-02 Score 96.145 Data time: 0.1953, Forward time: 2.3103, Backward time: 3.2419, DDP time: 0.0038, Total iter time: 5.8641 [2020-11-08 12:35:23,370][root][INFO] - ===> Epoch[313](1561/5): Loss -0.6385, Sem 0.1206, dir -0.9572, norm 0.1981, swav 0.0000 LR: 7.141e-02 Score 96.060 Data time: 0.3463, Forward time: 2.3109, Backward time: 3.2416, DDP time: 0.0038, Total iter time: 6.3702 [2020-11-08 12:35:29,177][root][INFO] - ===> Epoch[313](1562/5): Loss -0.6531, Sem 0.1192, dir -0.9574, norm 0.1852, swav 0.0000 LR: 7.139e-02 Score 96.169 Data time: 0.2764, Forward time: 2.3114, Backward time: 3.2411, DDP time: 0.0038, Total iter time: 5.6649 [2020-11-08 12:35:34,675][root][INFO] - ===> Epoch[313](1563/5): Loss -0.6228, Sem 0.1134, dir -0.9568, norm 0.2205, swav 0.0000 LR: 7.137e-02 Score 96.133 Data time: 0.2258, Forward time: 2.3114, Backward time: 3.2407, DDP time: 0.0038, Total iter time: 5.3795 [2020-11-08 12:35:40,334][root][INFO] - ===> Epoch[313](1564/5): Loss -0.6652, Sem 0.1087, dir -0.9585, norm 0.1846, swav 0.0000 LR: 7.135e-02 Score 96.441 Data time: 0.2388, Forward time: 2.3114, Backward time: 3.2405, DDP time: 0.0038, Total iter time: 5.5221 [2020-11-08 12:35:47,237][root][INFO] - ===> Epoch[313](1565/5): Loss -0.6141, Sem 0.1174, dir -0.9491, norm 0.2176, swav 0.0000 LR: 7.133e-02 Score 96.139 Data time: 0.2327, Forward time: 2.3116, Backward time: 3.2410, DDP time: 0.0038, Total iter time: 6.7936 [2020-11-08 12:35:53,720][root][INFO] - ===> Epoch[314](1566/5): Loss -0.6397, Sem 0.1086, dir -0.9546, norm 0.2063, swav 0.0000 LR: 7.132e-02 Score 96.460 Data time: 0.2051, Forward time: 2.3112, Backward time: 3.2416, DDP time: 0.0038, Total iter time: 6.3527 [2020-11-08 12:35:59,383][root][INFO] - ===> Epoch[314](1567/5): Loss -0.6446, Sem 0.1145, dir -0.9586, norm 0.1995, swav 0.0000 LR: 7.130e-02 Score 96.184 Data time: 0.2461, Forward time: 2.3114, Backward time: 3.2412, DDP time: 0.0038, Total iter time: 5.5681 [2020-11-08 12:36:05,219][root][INFO] - ===> Epoch[314](1568/5): Loss -0.6644, Sem 0.0985, dir -0.9592, norm 0.1963, swav 0.0000 LR: 7.128e-02 Score 96.783 Data time: 0.2953, Forward time: 2.3118, Backward time: 3.2407, DDP time: 0.0038, Total iter time: 5.7044 [2020-11-08 12:36:11,018][root][INFO] - ===> Epoch[314](1569/5): Loss -0.6349, Sem 0.1176, dir -0.9559, norm 0.2033, swav 0.0000 LR: 7.126e-02 Score 95.950 Data time: 0.1972, Forward time: 2.3118, Backward time: 3.2407, DDP time: 0.0038, Total iter time: 5.6836 [2020-11-08 12:36:15,640][root][INFO] - ===> Epoch[314](1570/5): Loss -0.6373, Sem 0.1248, dir -0.9582, norm 0.1962, swav 0.0000 LR: 7.124e-02 Score 95.946 Data time: 0.1342, Forward time: 2.3112, Backward time: 3.2404, DDP time: 0.0038, Total iter time: 4.4963 [2020-11-08 12:36:21,091][root][INFO] - ===> Epoch[315](1571/5): Loss -0.6265, Sem 0.1188, dir -0.9554, norm 0.2102, swav 0.0000 LR: 7.122e-02 Score 96.158 Data time: 0.2293, Forward time: 2.3112, Backward time: 3.2401, DDP time: 0.0038, Total iter time: 5.3795 [2020-11-08 12:36:27,706][root][INFO] - ===> Epoch[315](1572/5): Loss -0.6506, Sem 0.1082, dir -0.9584, norm 0.1996, swav 0.0000 LR: 7.120e-02 Score 96.416 Data time: 0.2670, Forward time: 2.3115, Backward time: 3.2402, DDP time: 0.0038, Total iter time: 6.4710 [2020-11-08 12:36:33,718][root][INFO] - ===> Epoch[315](1573/5): Loss -0.6630, Sem 0.1090, dir -0.9561, norm 0.1841, swav 0.0000 LR: 7.118e-02 Score 96.301 Data time: 0.2953, Forward time: 2.3119, Backward time: 3.2398, DDP time: 0.0038, Total iter time: 5.8740 [2020-11-08 12:36:39,756][root][INFO] - ===> Epoch[315](1574/5): Loss -0.6451, Sem 0.1154, dir -0.9575, norm 0.1970, swav 0.0000 LR: 7.117e-02 Score 96.150 Data time: 0.2444, Forward time: 2.3120, Backward time: 3.2397, DDP time: 0.0038, Total iter time: 5.9113 [2020-11-08 12:36:44,922][root][INFO] - ===> Epoch[315](1575/5): Loss -0.6426, Sem 0.1133, dir -0.9557, norm 0.1998, swav 0.0000 LR: 7.115e-02 Score 96.321 Data time: 0.2533, Forward time: 2.3122, Backward time: 3.2390, DDP time: 0.0038, Total iter time: 5.0545 [2020-11-08 12:36:50,756][root][INFO] - ===> Epoch[316](1576/5): Loss -0.6329, Sem 0.1056, dir -0.9570, norm 0.2186, swav 0.0000 LR: 7.113e-02 Score 96.593 Data time: 0.1994, Forward time: 2.3121, Backward time: 3.2391, DDP time: 0.0038, Total iter time: 5.7283 [2020-11-08 12:36:57,105][root][INFO] - ===> Epoch[316](1577/5): Loss -0.6771, Sem 0.1049, dir -0.9631, norm 0.1811, swav 0.0000 LR: 7.111e-02 Score 96.586 Data time: 0.1920, Forward time: 2.3119, Backward time: 3.2395, DDP time: 0.0038, Total iter time: 6.2381 [2020-11-08 12:37:02,335][root][INFO] - ===> Epoch[316](1578/5): Loss -0.6228, Sem 0.1234, dir -0.9501, norm 0.2039, swav 0.0000 LR: 7.109e-02 Score 95.874 Data time: 0.2600, Forward time: 2.3122, Backward time: 3.2388, DDP time: 0.0038, Total iter time: 5.1465 [2020-11-08 12:37:07,312][root][INFO] - ===> Epoch[316](1579/5): Loss -0.6460, Sem 0.1189, dir -0.9596, norm 0.1947, swav 0.0000 LR: 7.107e-02 Score 96.053 Data time: 0.2151, Forward time: 2.3123, Backward time: 3.2381, DDP time: 0.0038, Total iter time: 4.8559 [2020-11-08 12:37:13,347][root][INFO] - ===> Epoch[316](1580/5): Loss -0.6315, Sem 0.1205, dir -0.9538, norm 0.2018, swav 0.0000 LR: 7.105e-02 Score 95.933 Data time: 0.2398, Forward time: 2.3124, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 5.9144 [2020-11-08 12:37:19,109][root][INFO] - ===> Epoch[317](1581/5): Loss -0.6242, Sem 0.1145, dir -0.9526, norm 0.2140, swav 0.0000 LR: 7.103e-02 Score 96.201 Data time: 0.2576, Forward time: 2.3127, Backward time: 3.2376, DDP time: 0.0038, Total iter time: 5.6216 [2020-11-08 12:37:23,797][root][INFO] - ===> Epoch[317](1582/5): Loss -0.6458, Sem 0.1097, dir -0.9573, norm 0.2017, swav 0.0000 LR: 7.102e-02 Score 96.354 Data time: 0.1922, Forward time: 2.3125, Backward time: 3.2370, DDP time: 0.0038, Total iter time: 4.5603 [2020-11-08 12:37:29,883][root][INFO] - ===> Epoch[317](1583/5): Loss -0.6394, Sem 0.1127, dir -0.9554, norm 0.2032, swav 0.0000 LR: 7.100e-02 Score 96.304 Data time: 0.2078, Forward time: 2.3124, Backward time: 3.2372, DDP time: 0.0038, Total iter time: 6.0204 [2020-11-08 12:37:35,857][root][INFO] - ===> Epoch[317](1584/5): Loss -0.6321, Sem 0.1203, dir -0.9561, norm 0.2036, swav 0.0000 LR: 7.098e-02 Score 95.982 Data time: 0.2219, Forward time: 2.3124, Backward time: 3.2372, DDP time: 0.0038, Total iter time: 5.8559 [2020-11-08 12:37:42,262][root][INFO] - ===> Epoch[317](1585/5): Loss -0.6411, Sem 0.1177, dir -0.9563, norm 0.1975, swav 0.0000 LR: 7.096e-02 Score 96.078 Data time: 0.2153, Forward time: 2.3121, Backward time: 3.2377, DDP time: 0.0038, Total iter time: 6.2708 [2020-11-08 12:37:48,344][root][INFO] - ===> Epoch[318](1586/5): Loss -0.6648, Sem 0.1080, dir -0.9611, norm 0.1883, swav 0.0000 LR: 7.094e-02 Score 96.441 Data time: 0.2287, Forward time: 2.3119, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 6.0021 [2020-11-08 12:37:53,938][root][INFO] - ===> Epoch[318](1587/5): Loss -0.6269, Sem 0.1070, dir -0.9544, norm 0.2205, swav 0.0000 LR: 7.092e-02 Score 96.516 Data time: 0.1977, Forward time: 2.3117, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 5.4756 [2020-11-08 12:38:00,055][root][INFO] - ===> Epoch[318](1588/5): Loss -0.6188, Sem 0.1122, dir -0.9519, norm 0.2209, swav 0.0000 LR: 7.090e-02 Score 96.214 Data time: 0.2073, Forward time: 2.3117, Backward time: 3.2381, DDP time: 0.0038, Total iter time: 5.9897 [2020-11-08 12:38:06,406][root][INFO] - ===> Epoch[318](1589/5): Loss -0.6241, Sem 0.1332, dir -0.9513, norm 0.1940, swav 0.0000 LR: 7.089e-02 Score 95.565 Data time: 0.1298, Forward time: 2.3111, Backward time: 3.2390, DDP time: 0.0038, Total iter time: 6.1978 [2020-11-08 12:38:11,279][root][INFO] - ===> Epoch[318](1590/5): Loss -0.6294, Sem 0.1204, dir -0.9494, norm 0.1996, swav 0.0000 LR: 7.087e-02 Score 95.957 Data time: 0.2317, Forward time: 2.3112, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 4.8037 [2020-11-08 12:38:17,655][root][INFO] - ===> Epoch[319](1591/5): Loss -0.6539, Sem 0.1197, dir -0.9592, norm 0.1856, swav 0.0000 LR: 7.085e-02 Score 95.998 Data time: 0.3128, Forward time: 2.3115, Backward time: 3.2382, DDP time: 0.0038, Total iter time: 6.2538 [2020-11-08 12:38:24,246][root][INFO] - ===> Epoch[319](1592/5): Loss -0.6196, Sem 0.1216, dir -0.9534, norm 0.2122, swav 0.0000 LR: 7.083e-02 Score 95.994 Data time: 0.3029, Forward time: 2.3119, Backward time: 3.2381, DDP time: 0.0038, Total iter time: 6.4729 [2020-11-08 12:38:30,189][root][INFO] - ===> Epoch[319](1593/5): Loss -0.6175, Sem 0.1168, dir -0.9559, norm 0.2216, swav 0.0000 LR: 7.081e-02 Score 96.229 Data time: 0.1856, Forward time: 2.3117, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 5.7932 [2020-11-08 12:38:35,355][root][INFO] - ===> Epoch[319](1594/5): Loss -0.6597, Sem 0.1073, dir -0.9562, norm 0.1892, swav 0.0000 LR: 7.079e-02 Score 96.454 Data time: 0.1995, Forward time: 2.3116, Backward time: 3.2379, DDP time: 0.0038, Total iter time: 5.0720 [2020-11-08 12:38:41,387][root][INFO] - ===> Epoch[319](1595/5): Loss -0.6295, Sem 0.1260, dir -0.9565, norm 0.2010, swav 0.0000 LR: 7.077e-02 Score 96.004 Data time: 0.2284, Forward time: 2.3115, Backward time: 3.2380, DDP time: 0.0038, Total iter time: 5.9051 [2020-11-08 12:38:46,810][root][INFO] - ===> Epoch[320](1596/5): Loss -0.6255, Sem 0.1210, dir -0.9555, norm 0.2091, swav 0.0000 LR: 7.075e-02 Score 96.075 Data time: 0.2499, Forward time: 2.3117, Backward time: 3.2375, DDP time: 0.0038, Total iter time: 5.3083 [2020-11-08 12:38:52,910][root][INFO] - ===> Epoch[320](1597/5): Loss -0.6090, Sem 0.1154, dir -0.9529, norm 0.2285, swav 0.0000 LR: 7.074e-02 Score 96.122 Data time: 0.2451, Forward time: 2.3119, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 5.9634 [2020-11-08 12:38:58,256][root][INFO] - ===> Epoch[320](1598/5): Loss -0.6418, Sem 0.1217, dir -0.9553, norm 0.1918, swav 0.0000 LR: 7.072e-02 Score 96.097 Data time: 0.1488, Forward time: 2.3115, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 5.2062 [2020-11-08 12:39:04,312][root][INFO] - ===> Epoch[320](1599/5): Loss -0.6279, Sem 0.1224, dir -0.9526, norm 0.2023, swav 0.0000 LR: 7.070e-02 Score 95.862 Data time: 0.2268, Forward time: 2.3115, Backward time: 3.2374, DDP time: 0.0038, Total iter time: 5.9596 [2020-11-08 12:39:09,674][root][INFO] - ===> Epoch[320](1600/5): Loss -0.6512, Sem 0.1098, dir -0.9589, norm 0.1980, swav 0.0000 LR: 7.068e-02 Score 96.436 Data time: 0.2266, Forward time: 2.3117, Backward time: 3.2370, DDP time: 0.0038, Total iter time: 5.2213 [2020-11-08 12:39:14,699][root][INFO] - ===> Epoch[321](1601/5): Loss -0.6467, Sem 0.1112, dir -0.9578, norm 0.1999, swav 0.0000 LR: 7.066e-02 Score 96.352 Data time: 0.1819, Forward time: 2.3115, Backward time: 3.2366, DDP time: 0.0038, Total iter time: 4.8757 [2020-11-08 12:39:20,222][root][INFO] - ===> Epoch[321](1602/5): Loss -0.6224, Sem 0.1230, dir -0.9520, norm 0.2067, swav 0.0000 LR: 7.064e-02 Score 95.833 Data time: 0.1929, Forward time: 2.3113, Backward time: 3.2365, DDP time: 0.0038, Total iter time: 5.4039 [2020-11-08 12:39:25,593][root][INFO] - ===> Epoch[321](1603/5): Loss -0.6403, Sem 0.1115, dir -0.9532, norm 0.2014, swav 0.0000 LR: 7.062e-02 Score 96.471 Data time: 0.2538, Forward time: 2.3115, Backward time: 3.2359, DDP time: 0.0038, Total iter time: 5.2491 [2020-11-08 12:39:32,011][root][INFO] - ===> Epoch[321](1604/5): Loss -0.6204, Sem 0.1231, dir -0.9533, norm 0.2098, swav 0.0000 LR: 7.060e-02 Score 95.943 Data time: 0.2306, Forward time: 2.3117, Backward time: 3.2360, DDP time: 0.0038, Total iter time: 6.2776 [2020-11-08 12:39:37,591][root][INFO] - ===> Epoch[321](1605/5): Loss -0.6374, Sem 0.1143, dir -0.9572, norm 0.2054, swav 0.0000 LR: 7.059e-02 Score 96.183 Data time: 0.1509, Forward time: 2.3113, Backward time: 3.2362, DDP time: 0.0038, Total iter time: 5.4457 [2020-11-08 12:39:42,959][root][INFO] - ===> Epoch[322](1606/5): Loss -0.6339, Sem 0.1168, dir -0.9585, norm 0.2078, swav 0.0000 LR: 7.057e-02 Score 96.142 Data time: 0.1428, Forward time: 2.3108, Backward time: 3.2363, DDP time: 0.0038, Total iter time: 5.2550 [2020-11-08 12:39:49,074][root][INFO] - ===> Epoch[322](1607/5): Loss -0.6179, Sem 0.1184, dir -0.9544, norm 0.2181, swav 0.0000 LR: 7.055e-02 Score 96.176 Data time: 0.2357, Forward time: 2.3108, Backward time: 3.2365, DDP time: 0.0038, Total iter time: 6.0153 [2020-11-08 12:39:55,924][root][INFO] - ===> Epoch[322](1608/5): Loss -0.6396, Sem 0.1189, dir -0.9559, norm 0.1974, swav 0.0000 LR: 7.053e-02 Score 96.007 Data time: 0.2354, Forward time: 2.3106, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 6.7123 [2020-11-08 12:40:01,331][root][INFO] - ===> Epoch[322](1609/5): Loss -0.6175, Sem 0.1157, dir -0.9456, norm 0.2124, swav 0.0000 LR: 7.051e-02 Score 96.230 Data time: 0.2213, Forward time: 2.3106, Backward time: 3.2367, DDP time: 0.0038, Total iter time: 5.2846 [2020-11-08 12:40:09,000][root][INFO] - ===> Epoch[322](1610/5): Loss -0.5896, Sem 0.1322, dir -0.9524, norm 0.2306, swav 0.0000 LR: 7.049e-02 Score 95.682 Data time: 0.2294, Forward time: 2.3107, Backward time: 3.2376, DDP time: 0.0038, Total iter time: 7.5501 [2020-11-08 12:40:15,880][root][INFO] - ===> Epoch[323](1611/5): Loss -0.6502, Sem 0.1059, dir -0.9547, norm 0.1986, swav 0.0000 LR: 7.047e-02 Score 96.442 Data time: 0.1814, Forward time: 2.3106, Backward time: 3.2383, DDP time: 0.0038, Total iter time: 6.7153 [2020-11-08 12:40:20,779][root][INFO] - ===> Epoch[323](1612/5): Loss -0.6264, Sem 0.1143, dir -0.9553, norm 0.2146, swav 0.0000 LR: 7.046e-02 Score 96.261 Data time: 0.1842, Forward time: 2.3104, Backward time: 3.2378, DDP time: 0.0038, Total iter time: 4.7718 [2020-11-08 12:40:25,544][root][INFO] - ===> Epoch[323](1613/5): Loss -0.6392, Sem 0.1197, dir -0.9582, norm 0.1992, swav 0.0000 LR: 7.044e-02 Score 96.185 Data time: 0.2220, Forward time: 2.3102, Backward time: 3.2373, DDP time: 0.0038, Total iter time: 4.6480 [2020-11-08 12:40:30,740][root][INFO] - ===> Epoch[323](1614/5): Loss -0.6345, Sem 0.1173, dir -0.9534, norm 0.2016, swav 0.0000 LR: 7.042e-02 Score 96.033 Data time: 0.2882, Forward time: 2.3104, Backward time: 3.2366, DDP time: 0.0038, Total iter time: 5.0985 [2020-11-08 12:40:37,417][root][INFO] - ===> Epoch[323](1615/5): Loss -0.6147, Sem 0.1176, dir -0.9560, norm 0.2237, swav 0.0000 LR: 7.040e-02 Score 96.090 Data time: 0.2132, Forward time: 2.3104, Backward time: 3.2371, DDP time: 0.0038, Total iter time: 6.5224 [2020-11-08 12:40:42,990][root][INFO] - ===> Epoch[324](1616/5): Loss -0.6340, Sem 0.1233, dir -0.9543, norm 0.1970, swav 0.0000 LR: 7.038e-02 Score 95.924 Data time: 0.2274, Forward time: 2.3104, Backward time: 3.2368, DDP time: 0.0038, Total iter time: 5.4412 [2020-11-08 12:40:48,602][root][INFO] - ===> Epoch[324](1617/5): Loss -0.6282, Sem 0.1172, dir -0.9555, norm 0.2101, swav 0.0000 LR: 7.036e-02 Score 96.094 Data time: 0.2238, Forward time: 2.3106, Backward time: 3.2365, DDP time: 0.0038, Total iter time: 5.4965 [2020-11-08 12:40:53,854][root][INFO] - ===> Epoch[324](1618/5): Loss -0.6216, Sem 0.1212, dir -0.9552, norm 0.2125, swav 0.0000 LR: 7.034e-02 Score 95.981 Data time: 0.2205, Forward time: 2.3104, Backward time: 3.2362, DDP time: 0.0038, Total iter time: 5.1271 [2020-11-08 12:40:58,736][root][INFO] - ===> Epoch[324](1619/5): Loss -0.6553, Sem 0.0985, dir -0.9569, norm 0.2032, swav 0.0000 LR: 7.032e-02 Score 96.698 Data time: 0.2198, Forward time: 2.3103, Backward time: 3.2356, DDP time: 0.0038, Total iter time: 4.7703 [2020-11-08 12:41:05,818][root][INFO] - ===> Epoch[324](1620/5): Loss -0.6469, Sem 0.1061, dir -0.9516, norm 0.1986, swav 0.0000 LR: 7.031e-02 Score 96.462 Data time: 0.2387, Forward time: 2.3103, Backward time: 3.2363, DDP time: 0.0038, Total iter time: 6.9474 [2020-11-08 12:41:12,719][root][INFO] - ===> Epoch[325](1621/5): Loss -0.6447, Sem 0.1059, dir -0.9555, norm 0.2049, swav 0.0000 LR: 7.029e-02 Score 96.502 Data time: 0.1491, Forward time: 2.3099, Backward time: 3.2372, DDP time: 0.0038, Total iter time: 6.7678 [2020-11-08 12:41:17,816][root][INFO] - ===> Epoch[325](1622/5): Loss -0.6146, Sem 0.1186, dir -0.9572, norm 0.2240, swav 0.0000 LR: 7.027e-02 Score 96.054 Data time: 0.1819, Forward time: 2.3097, Backward time: 3.2369, DDP time: 0.0038, Total iter time: 4.9917 [2020-11-08 12:41:22,639][root][INFO] - ===> Epoch[325](1623/5): Loss -0.6381, Sem 0.1182, dir -0.9558, norm 0.1995, swav 0.0000 LR: 7.025e-02 Score 95.953 Data time: 0.1527, Forward time: 2.3093, Backward time: 3.2367, DDP time: 0.0038, Total iter time: 4.7050 [2020-11-08 12:41:27,577][root][INFO] - ===> Epoch[325](1624/5): Loss -0.6305, Sem 0.1113, dir -0.9510, norm 0.2093, swav 0.0000 LR: 7.023e-02 Score 96.386 Data time: 0.1953, Forward time: 2.3090, Backward time: 3.2363, DDP time: 0.0038, Total iter time: 4.8445 [2020-11-08 12:41:34,138][root][INFO] - ===> Epoch[325](1625/5): Loss -0.6430, Sem 0.1076, dir -0.9565, norm 0.2059, swav 0.0000 LR: 7.021e-02 Score 96.356 Data time: 0.2659, Forward time: 2.3092, Backward time: 3.2364, DDP time: 0.0038, Total iter time: 6.4343 [2020-11-08 12:41:39,629][root][INFO] - ===> Epoch[326](1626/5): Loss -0.6442, Sem 0.1144, dir -0.9575, norm 0.1989, swav 0.0000 LR: 7.019e-02 Score 96.206 Data time: 0.2191, Forward time: 2.3093, Backward time: 3.2361, DDP time: 0.0038, Total iter time: 5.3419 [2020-11-08 12:41:45,113][root][INFO] - ===> Epoch[326](1627/5): Loss -0.6518, Sem 0.1238, dir -0.9594, norm 0.1837, swav 0.0000 LR: 7.017e-02 Score 95.888 Data time: 0.1406, Forward time: 2.3089, Backward time: 3.2362, DDP time: 0.0038, Total iter time: 5.3649 [2020-11-08 12:41:50,684][root][INFO] - ===> Epoch[326](1628/5): Loss -0.6192, Sem 0.1030, dir -0.9562, norm 0.2340, swav 0.0000 LR: 7.016e-02 Score 96.612 Data time: 0.1889, Forward time: 2.3086, Backward time: 3.2363, DDP time: 0.0038, Total iter time: 5.4596 [2020-11-08 12:41:56,708][root][INFO] - ===> Epoch[326](1629/5): Loss -0.6429, Sem 0.1104, dir -0.9568, norm 0.2035, swav 0.0000 LR: 7.014e-02 Score 96.351 Data time: 0.2700, Forward time: 2.3088, Backward time: 3.2361, DDP time: 0.0038, Total iter time: 5.9078 [2020-11-08 12:42:02,405][root][INFO] - ===> Epoch[326](1630/5): Loss -0.6375, Sem 0.1216, dir -0.9575, norm 0.1984, swav 0.0000 LR: 7.012e-02 Score 95.982 Data time: 0.2537, Forward time: 2.3092, Backward time: 3.2356, DDP time: 0.0038, Total iter time: 5.5633 [2020-11-08 12:42:08,131][root][INFO] - ===> Epoch[327](1631/5): Loss -0.6411, Sem 0.1172, dir -0.9563, norm 0.1980, swav 0.0000 LR: 7.010e-02 Score 96.136 Data time: 0.1905, Forward time: 2.3090, Backward time: 3.2356, DDP time: 0.0038, Total iter time: 5.5996 [2020-11-08 12:42:13,540][root][INFO] - ===> Epoch[327](1632/5): Loss -0.6630, Sem 0.1040, dir -0.9618, norm 0.1948, swav 0.0000 LR: 7.008e-02 Score 96.602 Data time: 0.2371, Forward time: 2.3091, Backward time: 3.2352, DDP time: 0.0038, Total iter time: 5.3057 [2020-11-08 12:42:20,344][root][INFO] - ===> Epoch[327](1633/5): Loss -0.6297, Sem 0.1145, dir -0.9511, norm 0.2068, swav 0.0000 LR: 7.006e-02 Score 96.150 Data time: 0.3247, Forward time: 2.3096, Backward time: 3.2352, DDP time: 0.0038, Total iter time: 6.6505 [2020-11-08 12:42:25,613][root][INFO] - ===> Epoch[327](1634/5): Loss -0.6500, Sem 0.1175, dir -0.9611, norm 0.1937, swav 0.0000 LR: 7.004e-02 Score 96.229 Data time: 0.2521, Forward time: 2.3098, Backward time: 3.2345, DDP time: 0.0038, Total iter time: 5.1397 [2020-11-08 12:42:31,271][root][INFO] - ===> Epoch[327](1635/5): Loss -0.6496, Sem 0.1118, dir -0.9557, norm 0.1943, swav 0.0000 LR: 7.002e-02 Score 96.333 Data time: 0.2606, Forward time: 2.3101, Backward time: 3.2340, DDP time: 0.0038, Total iter time: 5.5450 [2020-11-08 12:42:36,535][root][INFO] - ===> Epoch[328](1636/5): Loss -0.6655, Sem 0.1045, dir -0.9604, norm 0.1904, swav 0.0000 LR: 7.001e-02 Score 96.451 Data time: 0.2330, Forward time: 2.3103, Backward time: 3.2335, DDP time: 0.0038, Total iter time: 5.1511 [2020-11-08 12:42:42,622][root][INFO] - ===> Epoch[328](1637/5): Loss -0.6305, Sem 0.1186, dir -0.9541, norm 0.2050, swav 0.0000 LR: 6.999e-02 Score 96.117 Data time: 0.2998, Forward time: 2.3107, Backward time: 3.2331, DDP time: 0.0038, Total iter time: 5.9690 [2020-11-08 12:42:47,570][root][INFO] - ===> Epoch[328](1638/5): Loss -0.6344, Sem 0.1197, dir -0.9568, norm 0.2027, swav 0.0000 LR: 6.997e-02 Score 95.941 Data time: 0.1708, Forward time: 2.3104, Backward time: 3.2328, DDP time: 0.0038, Total iter time: 4.8109 [2020-11-08 12:42:53,279][root][INFO] - ===> Epoch[328](1639/5): Loss -0.6527, Sem 0.1119, dir -0.9638, norm 0.1992, swav 0.0000 LR: 6.995e-02 Score 96.317 Data time: 0.2043, Forward time: 2.3103, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 5.6205 [2020-11-08 12:42:58,100][root][INFO] - ===> Epoch[328](1640/5): Loss -0.6291, Sem 0.1098, dir -0.9516, norm 0.2127, swav 0.0000 LR: 6.993e-02 Score 96.416 Data time: 0.1969, Forward time: 2.3101, Backward time: 3.2323, DDP time: 0.0038, Total iter time: 4.7066 [2020-11-08 12:43:03,527][root][INFO] - ===> Epoch[329](1641/5): Loss -0.6785, Sem 0.1034, dir -0.9625, norm 0.1806, swav 0.0000 LR: 6.991e-02 Score 96.524 Data time: 0.2452, Forward time: 2.3103, Backward time: 3.2318, DDP time: 0.0038, Total iter time: 5.3134 [2020-11-08 12:43:10,424][root][INFO] - ===> Epoch[329](1642/5): Loss -0.6371, Sem 0.1134, dir -0.9529, norm 0.2023, swav 0.0000 LR: 6.989e-02 Score 96.229 Data time: 0.1742, Forward time: 2.3100, Backward time: 3.2326, DDP time: 0.0038, Total iter time: 6.7777 [2020-11-08 12:43:15,631][root][INFO] - ===> Epoch[329](1643/5): Loss -0.6186, Sem 0.1160, dir -0.9567, norm 0.2221, swav 0.0000 LR: 6.987e-02 Score 96.228 Data time: 0.2029, Forward time: 2.3098, Backward time: 3.2324, DDP time: 0.0038, Total iter time: 5.1160 [2020-11-08 12:43:21,577][root][INFO] - ===> Epoch[329](1644/5): Loss -0.6514, Sem 0.1079, dir -0.9583, norm 0.1990, swav 0.0000 LR: 6.986e-02 Score 96.411 Data time: 0.2898, Forward time: 2.3102, Backward time: 3.2320, DDP time: 0.0038, Total iter time: 5.8544 [2020-11-08 12:43:28,859][root][INFO] - ===> Epoch[329](1645/5): Loss -0.6654, Sem 0.1169, dir -0.9597, norm 0.1774, swav 0.0000 LR: 6.984e-02 Score 96.150 Data time: 0.2133, Forward time: 2.3101, Backward time: 3.2329, DDP time: 0.0038, Total iter time: 7.1474 [2020-11-08 12:43:34,797][root][INFO] - ===> Epoch[330](1646/5): Loss -0.6503, Sem 0.1096, dir -0.9565, norm 0.1967, swav 0.0000 LR: 6.982e-02 Score 96.371 Data time: 0.2540, Forward time: 2.3102, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 5.8393 [2020-11-08 12:43:40,823][root][INFO] - ===> Epoch[330](1647/5): Loss -0.6357, Sem 0.1227, dir -0.9578, norm 0.1993, swav 0.0000 LR: 6.980e-02 Score 95.937 Data time: 0.2153, Forward time: 2.3102, Backward time: 3.2328, DDP time: 0.0038, Total iter time: 5.9188 [2020-11-08 12:43:45,588][root][INFO] - ===> Epoch[330](1648/5): Loss -0.6555, Sem 0.1143, dir -0.9618, norm 0.1920, swav 0.0000 LR: 6.978e-02 Score 96.202 Data time: 0.1861, Forward time: 2.3100, Backward time: 3.2323, DDP time: 0.0038, Total iter time: 4.6414 [2020-11-08 12:43:52,148][root][INFO] - ===> Epoch[330](1649/5): Loss -0.6612, Sem 0.1109, dir -0.9565, norm 0.1844, swav 0.0000 LR: 6.976e-02 Score 96.284 Data time: 0.2154, Forward time: 2.3100, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 6.4608 [2020-11-08 12:43:59,386][root][INFO] - ===> Epoch[330](1650/5): Loss -0.6517, Sem 0.1058, dir -0.9587, norm 0.2011, swav 0.0000 LR: 6.974e-02 Score 96.476 Data time: 0.1877, Forward time: 2.3098, Backward time: 3.2337, DDP time: 0.0038, Total iter time: 7.1209 [2020-11-08 12:44:04,406][root][INFO] - ===> Epoch[331](1651/5): Loss -0.6618, Sem 0.1036, dir -0.9630, norm 0.1977, swav 0.0000 LR: 6.973e-02 Score 96.546 Data time: 0.1295, Forward time: 2.3093, Backward time: 3.2336, DDP time: 0.0038, Total iter time: 4.9003 [2020-11-08 12:44:10,458][root][INFO] - ===> Epoch[331](1652/5): Loss -0.6737, Sem 0.0995, dir -0.9602, norm 0.1870, swav 0.0000 LR: 6.971e-02 Score 96.741 Data time: 0.1566, Forward time: 2.3089, Backward time: 3.2341, DDP time: 0.0038, Total iter time: 5.9540 [2020-11-08 12:44:15,359][root][INFO] - ===> Epoch[331](1653/5): Loss -0.6599, Sem 0.1023, dir -0.9564, norm 0.1942, swav 0.0000 LR: 6.969e-02 Score 96.566 Data time: 0.2601, Forward time: 2.3090, Backward time: 3.2334, DDP time: 0.0038, Total iter time: 4.7913 [2020-11-08 12:44:22,765][root][INFO] - ===> Epoch[331](1654/5): Loss -0.6488, Sem 0.1043, dir -0.9514, norm 0.1983, swav 0.0000 LR: 6.967e-02 Score 96.502 Data time: 0.3642, Forward time: 2.3098, Backward time: 3.2334, DDP time: 0.0038, Total iter time: 7.2928 [2020-11-08 12:44:28,963][root][INFO] - ===> Epoch[331](1655/5): Loss -0.6340, Sem 0.1185, dir -0.9581, norm 0.2056, swav 0.0000 LR: 6.965e-02 Score 96.015 Data time: 0.2685, Forward time: 2.3103, Backward time: 3.2330, DDP time: 0.0038, Total iter time: 6.0730 [2020-11-08 12:44:34,459][root][INFO] - ===> Epoch[332](1656/5): Loss -0.6489, Sem 0.1132, dir -0.9583, norm 0.1962, swav 0.0000 LR: 6.963e-02 Score 96.215 Data time: 0.1952, Forward time: 2.3101, Backward time: 3.2329, DDP time: 0.0038, Total iter time: 5.3410 [2020-11-08 12:44:40,384][root][INFO] - ===> Epoch[332](1657/5): Loss -0.6512, Sem 0.1047, dir -0.9601, norm 0.2041, swav 0.0000 LR: 6.961e-02 Score 96.641 Data time: 0.1826, Forward time: 2.3098, Backward time: 3.2332, DDP time: 0.0038, Total iter time: 5.8222 [2020-11-08 12:44:46,563][root][INFO] - ===> Epoch[332](1658/5): Loss -0.6762, Sem 0.0987, dir -0.9640, norm 0.1891, swav 0.0000 LR: 6.959e-02 Score 96.661 Data time: 0.2205, Forward time: 2.3098, Backward time: 3.2333, DDP time: 0.0038, Total iter time: 6.0615 [2020-11-08 12:44:54,471][root][INFO] - ===> Epoch[332](1659/5): Loss -0.6395, Sem 0.1143, dir -0.9549, norm 0.2011, swav 0.0000 LR: 6.958e-02 Score 96.333 Data time: 0.2372, Forward time: 2.3100, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 7.7818 [2020-11-08 12:44:59,153][root][INFO] - ===> Epoch[332](1660/5): Loss -0.6580, Sem 0.1057, dir -0.9535, norm 0.1897, swav 0.0000 LR: 6.956e-02 Score 96.434 Data time: 0.1942, Forward time: 2.3098, Backward time: 3.2337, DDP time: 0.0038, Total iter time: 4.5407 [2020-11-08 12:45:04,129][root][INFO] - ===> Epoch[333](1661/5): Loss -0.6804, Sem 0.0978, dir -0.9598, norm 0.1817, swav 0.0000 LR: 6.954e-02 Score 96.801 Data time: 0.2158, Forward time: 2.3097, Backward time: 3.2332, DDP time: 0.0038, Total iter time: 4.8616 [2020-11-08 12:45:09,767][root][INFO] - ===> Epoch[333](1662/5): Loss -0.6241, Sem 0.1080, dir -0.9506, norm 0.2186, swav 0.0000 LR: 6.952e-02 Score 96.442 Data time: 0.1690, Forward time: 2.3095, Backward time: 3.2333, DDP time: 0.0038, Total iter time: 5.5277 [2020-11-08 12:45:15,676][root][INFO] - ===> Epoch[333](1663/5): Loss -0.6707, Sem 0.0992, dir -0.9639, norm 0.1941, swav 0.0000 LR: 6.950e-02 Score 96.731 Data time: 0.1676, Forward time: 2.3092, Backward time: 3.2336, DDP time: 0.0038, Total iter time: 5.8018 [2020-11-08 12:45:22,418][root][INFO] - ===> Epoch[333](1664/5): Loss -0.6475, Sem 0.1089, dir -0.9602, norm 0.2038, swav 0.0000 LR: 6.948e-02 Score 96.281 Data time: 0.1897, Forward time: 2.3090, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 6.6416 [2020-11-08 12:45:28,207][root][INFO] - ===> Epoch[333](1665/5): Loss -0.6501, Sem 0.1086, dir -0.9528, norm 0.1941, swav 0.0000 LR: 6.946e-02 Score 96.313 Data time: 0.2093, Forward time: 2.3090, Backward time: 3.2342, DDP time: 0.0038, Total iter time: 5.6791 [2020-11-08 12:45:35,265][root][INFO] - ===> Epoch[334](1666/5): Loss -0.6477, Sem 0.0997, dir -0.9569, norm 0.2095, swav 0.0000 LR: 6.944e-02 Score 96.592 Data time: 0.2128, Forward time: 2.3091, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 6.9377 [2020-11-08 12:45:40,519][root][INFO] - ===> Epoch[334](1667/5): Loss -0.6405, Sem 0.1089, dir -0.9526, norm 0.2032, swav 0.0000 LR: 6.943e-02 Score 96.362 Data time: 0.2165, Forward time: 2.3090, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 5.1084 [2020-11-08 12:45:45,362][root][INFO] - ===> Epoch[334](1668/5): Loss -0.6734, Sem 0.0958, dir -0.9594, norm 0.1902, swav 0.0000 LR: 6.941e-02 Score 96.803 Data time: 0.2547, Forward time: 2.3091, Backward time: 3.2336, DDP time: 0.0038, Total iter time: 4.7208 [2020-11-08 12:45:51,197][root][INFO] - ===> Epoch[334](1669/5): Loss -0.6476, Sem 0.1096, dir -0.9613, norm 0.2041, swav 0.0000 LR: 6.939e-02 Score 96.477 Data time: 0.2460, Forward time: 2.3093, Backward time: 3.2334, DDP time: 0.0038, Total iter time: 5.7272 [2020-11-08 12:45:56,583][root][INFO] - ===> Epoch[334](1670/5): Loss -0.6603, Sem 0.0991, dir -0.9527, norm 0.1933, swav 0.0000 LR: 6.937e-02 Score 96.629 Data time: 0.2639, Forward time: 2.3096, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 5.2548 [2020-11-08 12:46:01,831][root][INFO] - ===> Epoch[335](1671/5): Loss -0.6523, Sem 0.0944, dir -0.9586, norm 0.2119, swav 0.0000 LR: 6.935e-02 Score 96.902 Data time: 0.2538, Forward time: 2.3098, Backward time: 3.2321, DDP time: 0.0038, Total iter time: 5.1219 [2020-11-08 12:46:08,064][root][INFO] - ===> Epoch[335](1672/5): Loss -0.6560, Sem 0.1048, dir -0.9612, norm 0.2004, swav 0.0000 LR: 6.933e-02 Score 96.626 Data time: 0.2539, Forward time: 2.3101, Backward time: 3.2320, DDP time: 0.0038, Total iter time: 6.1188 [2020-11-08 12:46:13,126][root][INFO] - ===> Epoch[335](1673/5): Loss -0.6941, Sem 0.0951, dir -0.9609, norm 0.1718, swav 0.0000 LR: 6.931e-02 Score 96.768 Data time: 0.1871, Forward time: 2.3101, Backward time: 3.2315, DDP time: 0.0038, Total iter time: 4.9339 [2020-11-08 12:46:18,881][root][INFO] - ===> Epoch[335](1674/5): Loss -0.6600, Sem 0.1117, dir -0.9597, norm 0.1880, swav 0.0000 LR: 6.929e-02 Score 96.229 Data time: 0.1920, Forward time: 2.3099, Backward time: 3.2316, DDP time: 0.0038, Total iter time: 5.6490 [2020-11-08 12:46:26,017][root][INFO] - ===> Epoch[335](1675/5): Loss -0.6724, Sem 0.1073, dir -0.9596, norm 0.1799, swav 0.0000 LR: 6.928e-02 Score 96.481 Data time: 0.1764, Forward time: 2.3096, Backward time: 3.2326, DDP time: 0.0038, Total iter time: 7.0336 [2020-11-08 12:46:32,351][root][INFO] - ===> Epoch[336](1676/5): Loss -0.6295, Sem 0.1091, dir -0.9592, norm 0.2206, swav 0.0000 LR: 6.926e-02 Score 96.278 Data time: 0.2320, Forward time: 2.3095, Backward time: 3.2328, DDP time: 0.0038, Total iter time: 6.2478 [2020-11-08 12:46:38,715][root][INFO] - ===> Epoch[336](1677/5): Loss -0.6750, Sem 0.0958, dir -0.9576, norm 0.1868, swav 0.0000 LR: 6.924e-02 Score 96.810 Data time: 0.1302, Forward time: 2.3090, Backward time: 3.2337, DDP time: 0.0038, Total iter time: 6.2507 [2020-11-08 12:46:45,203][root][INFO] - ===> Epoch[336](1678/5): Loss -0.6674, Sem 0.1077, dir -0.9596, norm 0.1845, swav 0.0000 LR: 6.922e-02 Score 96.424 Data time: 0.2142, Forward time: 2.3090, Backward time: 3.2340, DDP time: 0.0038, Total iter time: 6.4102 [2020-11-08 12:46:50,675][root][INFO] - ===> Epoch[336](1679/5): Loss -0.6671, Sem 0.1027, dir -0.9600, norm 0.1903, swav 0.0000 LR: 6.920e-02 Score 96.583 Data time: 0.1702, Forward time: 2.3087, Backward time: 3.2340, DDP time: 0.0038, Total iter time: 5.3654 [2020-11-08 12:46:56,794][root][INFO] - ===> Epoch[336](1680/5): Loss -0.6804, Sem 0.1073, dir -0.9620, norm 0.1743, swav 0.0000 LR: 6.918e-02 Score 96.449 Data time: 0.1943, Forward time: 2.3084, Backward time: 3.2344, DDP time: 0.0038, Total iter time: 6.0251 [2020-11-08 12:47:02,897][root][INFO] - ===> Epoch[337](1681/5): Loss -0.6672, Sem 0.0976, dir -0.9617, norm 0.1969, swav 0.0000 LR: 6.916e-02 Score 96.814 Data time: 0.1550, Forward time: 2.3080, Backward time: 3.2350, DDP time: 0.0038, Total iter time: 6.0233 [2020-11-08 12:47:09,088][root][INFO] - ===> Epoch[337](1682/5): Loss -0.6676, Sem 0.1201, dir -0.9626, norm 0.1749, swav 0.0000 LR: 6.914e-02 Score 96.137 Data time: 0.2226, Forward time: 2.3081, Backward time: 3.2350, DDP time: 0.0038, Total iter time: 6.1212 [2020-11-08 12:47:14,313][root][INFO] - ===> Epoch[337](1683/5): Loss -0.6726, Sem 0.1028, dir -0.9609, norm 0.1854, swav 0.0000 LR: 6.913e-02 Score 96.624 Data time: 0.2268, Forward time: 2.3081, Backward time: 3.2346, DDP time: 0.0038, Total iter time: 5.1095 [2020-11-08 12:47:20,626][root][INFO] - ===> Epoch[337](1684/5): Loss -0.6720, Sem 0.1065, dir -0.9597, norm 0.1812, swav 0.0000 LR: 6.911e-02 Score 96.446 Data time: 0.1306, Forward time: 2.3076, Backward time: 3.2353, DDP time: 0.0038, Total iter time: 6.1933 [2020-11-08 12:47:27,196][root][INFO] - ===> Epoch[337](1685/5): Loss -0.6389, Sem 0.1098, dir -0.9580, norm 0.2093, swav 0.0000 LR: 6.909e-02 Score 96.399 Data time: 0.1343, Forward time: 2.3071, Backward time: 3.2362, DDP time: 0.0038, Total iter time: 6.5065 [2020-11-08 12:47:34,209][root][INFO] - ===> Epoch[338](1686/5): Loss -0.6859, Sem 0.1016, dir -0.9610, norm 0.1735, swav 0.0000 LR: 6.907e-02 Score 96.516 Data time: 0.2765, Forward time: 2.3074, Backward time: 3.2365, DDP time: 0.0038, Total iter time: 6.9548 [2020-11-08 12:47:40,210][root][INFO] - ===> Epoch[338](1687/5): Loss -0.6545, Sem 0.1136, dir -0.9619, norm 0.1938, swav 0.0000 LR: 6.905e-02 Score 96.130 Data time: 0.1975, Forward time: 2.3073, Backward time: 3.2366, DDP time: 0.0038, Total iter time: 5.8693 [2020-11-08 12:47:46,231][root][INFO] - ===> Epoch[338](1688/5): Loss -0.6741, Sem 0.1028, dir -0.9621, norm 0.1851, swav 0.0000 LR: 6.903e-02 Score 96.569 Data time: 0.2671, Forward time: 2.3076, Backward time: 3.2363, DDP time: 0.0038, Total iter time: 5.8946 [2020-11-08 12:47:51,879][root][INFO] - ===> Epoch[338](1689/5): Loss -0.6465, Sem 0.1025, dir -0.9566, norm 0.2076, swav 0.0000 LR: 6.901e-02 Score 96.711 Data time: 0.2696, Forward time: 2.3078, Backward time: 3.2359, DDP time: 0.0038, Total iter time: 5.5148 [2020-11-08 12:47:58,479][root][INFO] - ===> Epoch[338](1690/5): Loss -0.6817, Sem 0.0995, dir -0.9643, norm 0.1831, swav 0.0000 LR: 6.899e-02 Score 96.718 Data time: 0.3267, Forward time: 2.3084, Backward time: 3.2357, DDP time: 0.0038, Total iter time: 6.4661 [2020-11-08 12:48:03,883][root][INFO] - ===> Epoch[339](1691/5): Loss -0.6334, Sem 0.1081, dir -0.9590, norm 0.2174, swav 0.0000 LR: 6.898e-02 Score 96.301 Data time: 0.2571, Forward time: 2.3087, Backward time: 3.2351, DDP time: 0.0038, Total iter time: 5.2880 [2020-11-08 12:48:09,646][root][INFO] - ===> Epoch[339](1692/5): Loss -0.6541, Sem 0.1264, dir -0.9605, norm 0.1800, swav 0.0000 LR: 6.896e-02 Score 95.816 Data time: 0.2311, Forward time: 2.3088, Backward time: 3.2348, DDP time: 0.0038, Total iter time: 5.6440 [2020-11-08 12:48:16,318][root][INFO] - ===> Epoch[339](1693/5): Loss -0.6496, Sem 0.1134, dir -0.9557, norm 0.1927, swav 0.0000 LR: 6.894e-02 Score 96.268 Data time: 0.1954, Forward time: 2.3087, Backward time: 3.2353, DDP time: 0.0038, Total iter time: 6.5664 [2020-11-08 12:48:21,200][root][INFO] - ===> Epoch[339](1694/5): Loss -0.6990, Sem 0.0927, dir -0.9674, norm 0.1756, swav 0.0000 LR: 6.892e-02 Score 96.982 Data time: 0.1844, Forward time: 2.3085, Backward time: 3.2350, DDP time: 0.0038, Total iter time: 4.7542 [2020-11-08 12:48:27,111][root][INFO] - ===> Epoch[339](1695/5): Loss -0.6681, Sem 0.1044, dir -0.9617, norm 0.1892, swav 0.0000 LR: 6.890e-02 Score 96.543 Data time: 0.2538, Forward time: 2.3086, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 5.8181 [2020-11-08 12:48:32,187][root][INFO] - ===> Epoch[340](1696/5): Loss -0.6526, Sem 0.1095, dir -0.9613, norm 0.1991, swav 0.0000 LR: 6.888e-02 Score 96.339 Data time: 0.2396, Forward time: 2.3087, Backward time: 3.2341, DDP time: 0.0038, Total iter time: 4.9478 [2020-11-08 12:48:38,530][root][INFO] - ===> Epoch[340](1697/5): Loss -0.6489, Sem 0.1070, dir -0.9528, norm 0.1969, swav 0.0000 LR: 6.886e-02 Score 96.563 Data time: 0.1762, Forward time: 2.3084, Backward time: 3.2346, DDP time: 0.0038, Total iter time: 6.2282 [2020-11-08 12:48:44,176][root][INFO] - ===> Epoch[340](1698/5): Loss -0.6645, Sem 0.1155, dir -0.9616, norm 0.1816, swav 0.0000 LR: 6.884e-02 Score 96.067 Data time: 0.2752, Forward time: 2.3085, Backward time: 3.2344, DDP time: 0.0038, Total iter time: 5.5712 [2020-11-08 12:48:49,956][root][INFO] - ===> Epoch[340](1699/5): Loss -0.6712, Sem 0.1057, dir -0.9575, norm 0.1805, swav 0.0000 LR: 6.883e-02 Score 96.501 Data time: 0.2692, Forward time: 2.3089, Backward time: 3.2339, DDP time: 0.0038, Total iter time: 5.6595 [2020-11-08 12:48:56,672][root][INFO] - ===> Epoch[340](1700/5): Loss -0.6169, Sem 0.1257, dir -0.9546, norm 0.2120, swav 0.0000 LR: 6.881e-02 Score 95.874 Data time: 0.1660, Forward time: 2.3087, Backward time: 3.2346, DDP time: 0.0038, Total iter time: 6.5998 [2020-11-08 12:49:01,510][root][INFO] - ===> Epoch[341](1701/5): Loss -0.6909, Sem 0.1001, dir -0.9633, norm 0.1723, swav 0.0000 LR: 6.879e-02 Score 96.541 Data time: 0.1896, Forward time: 2.3084, Backward time: 3.2342, DDP time: 0.0038, Total iter time: 4.7485 [2020-11-08 12:49:07,682][root][INFO] - ===> Epoch[341](1702/5): Loss -0.6593, Sem 0.1067, dir -0.9554, norm 0.1894, swav 0.0000 LR: 6.877e-02 Score 96.507 Data time: 0.2300, Forward time: 2.3084, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 6.0582 [2020-11-08 12:49:13,645][root][INFO] - ===> Epoch[341](1703/5): Loss -0.6723, Sem 0.1033, dir -0.9620, norm 0.1863, swav 0.0000 LR: 6.875e-02 Score 96.461 Data time: 0.2304, Forward time: 2.3086, Backward time: 3.2342, DDP time: 0.0038, Total iter time: 5.8492 [2020-11-08 12:49:18,965][root][INFO] - ===> Epoch[341](1704/5): Loss -0.6569, Sem 0.1060, dir -0.9594, norm 0.1965, swav 0.0000 LR: 6.873e-02 Score 96.532 Data time: 0.2400, Forward time: 2.3087, Backward time: 3.2336, DDP time: 0.0038, Total iter time: 5.2076 [2020-11-08 12:49:25,609][root][INFO] - ===> Epoch[341](1705/5): Loss -0.6447, Sem 0.1122, dir -0.9552, norm 0.1983, swav 0.0000 LR: 6.871e-02 Score 96.272 Data time: 0.2695, Forward time: 2.3091, Backward time: 3.2337, DDP time: 0.0038, Total iter time: 6.5198 [2020-11-08 12:49:30,942][root][INFO] - ===> Epoch[342](1706/5): Loss -0.6397, Sem 0.1155, dir -0.9587, norm 0.2036, swav 0.0000 LR: 6.869e-02 Score 96.108 Data time: 0.2427, Forward time: 2.3093, Backward time: 3.2331, DDP time: 0.0038, Total iter time: 5.2072 [2020-11-08 12:49:39,179][root][INFO] - ===> Epoch[342](1707/5): Loss -0.6369, Sem 0.1117, dir -0.9501, norm 0.2014, swav 0.0000 LR: 6.868e-02 Score 96.221 Data time: 0.2382, Forward time: 2.3093, Backward time: 3.2344, DDP time: 0.0038, Total iter time: 8.1243 [2020-11-08 12:49:46,453][root][INFO] - ===> Epoch[342](1708/5): Loss -0.6413, Sem 0.1096, dir -0.9576, norm 0.2067, swav 0.0000 LR: 6.866e-02 Score 96.414 Data time: 0.2402, Forward time: 2.3094, Backward time: 3.2350, DDP time: 0.0038, Total iter time: 7.1628 [2020-11-08 12:49:51,587][root][INFO] - ===> Epoch[342](1709/5): Loss -0.6805, Sem 0.0951, dir -0.9646, norm 0.1890, swav 0.0000 LR: 6.864e-02 Score 96.784 Data time: 0.1815, Forward time: 2.3092, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 5.0225 [2020-11-08 12:49:56,459][root][INFO] - ===> Epoch[342](1710/5): Loss -0.6626, Sem 0.0978, dir -0.9542, norm 0.1938, swav 0.0000 LR: 6.862e-02 Score 96.785 Data time: 0.2758, Forward time: 2.3093, Backward time: 3.2340, DDP time: 0.0038, Total iter time: 4.7845 [2020-11-08 12:50:01,996][root][INFO] - ===> Epoch[343](1711/5): Loss -0.6727, Sem 0.0936, dir -0.9612, norm 0.1950, swav 0.0000 LR: 6.860e-02 Score 96.840 Data time: 0.1864, Forward time: 2.3091, Backward time: 3.2339, DDP time: 0.0038, Total iter time: 5.4413 [2020-11-08 12:50:08,471][root][INFO] - ===> Epoch[343](1712/5): Loss -0.6589, Sem 0.1034, dir -0.9612, norm 0.1989, swav 0.0000 LR: 6.858e-02 Score 96.598 Data time: 0.2498, Forward time: 2.3093, Backward time: 3.2341, DDP time: 0.0038, Total iter time: 6.3901 [2020-11-08 12:50:14,220][root][INFO] - ===> Epoch[343](1713/5): Loss -0.6214, Sem 0.1214, dir -0.9560, norm 0.2132, swav 0.0000 LR: 6.856e-02 Score 95.947 Data time: 0.2510, Forward time: 2.3094, Backward time: 3.2338, DDP time: 0.0038, Total iter time: 5.6228 [2020-11-08 12:50:22,626][root][INFO] - ===> Epoch[343](1714/5): Loss -0.6583, Sem 0.1067, dir -0.9626, norm 0.1976, swav 0.0000 LR: 6.854e-02 Score 96.499 Data time: 0.2167, Forward time: 2.3094, Backward time: 3.2352, DDP time: 0.0038, Total iter time: 8.2971 [2020-11-08 12:50:28,177][root][INFO] - ===> Epoch[343](1715/5): Loss -0.6670, Sem 0.1032, dir -0.9552, norm 0.1850, swav 0.0000 LR: 6.853e-02 Score 96.666 Data time: 0.2219, Forward time: 2.3095, Backward time: 3.2350, DDP time: 0.0038, Total iter time: 5.4504 [2020-11-08 12:50:34,553][root][INFO] - ===> Epoch[344](1716/5): Loss -0.6459, Sem 0.1163, dir -0.9604, norm 0.1982, swav 0.0000 LR: 6.851e-02 Score 96.312 Data time: 0.2312, Forward time: 2.3095, Backward time: 3.2351, DDP time: 0.0038, Total iter time: 6.2658 [2020-11-08 12:50:40,903][root][INFO] - ===> Epoch[344](1717/5): Loss -0.6389, Sem 0.1063, dir -0.9523, norm 0.2071, swav 0.0000 LR: 6.849e-02 Score 96.405 Data time: 0.1926, Forward time: 2.3095, Backward time: 3.2354, DDP time: 0.0038, Total iter time: 6.2403 [2020-11-08 12:50:46,330][root][INFO] - ===> Epoch[344](1718/5): Loss -0.6553, Sem 0.1067, dir -0.9587, norm 0.1967, swav 0.0000 LR: 6.847e-02 Score 96.432 Data time: 0.1948, Forward time: 2.3093, Backward time: 3.2353, DDP time: 0.0038, Total iter time: 5.3309 [2020-11-08 12:50:52,031][root][INFO] - ===> Epoch[344](1719/5): Loss -0.6420, Sem 0.1105, dir -0.9596, norm 0.2071, swav 0.0000 LR: 6.845e-02 Score 96.364 Data time: 0.2658, Forward time: 2.3096, Backward time: 3.2349, DDP time: 0.0038, Total iter time: 5.6175 [2020-11-08 12:50:57,479][root][INFO] - ===> Epoch[344](1720/5): Loss -0.6480, Sem 0.1120, dir -0.9592, norm 0.1993, swav 0.0000 LR: 6.843e-02 Score 96.374 Data time: 0.2834, Forward time: 2.3098, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 5.3116 [2020-11-08 12:51:03,310][root][INFO] - ===> Epoch[345](1721/5): Loss -0.6831, Sem 0.0905, dir -0.9571, norm 0.1835, swav 0.0000 LR: 6.841e-02 Score 96.978 Data time: 0.2022, Forward time: 2.3097, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 5.7068 [2020-11-08 12:51:08,275][root][INFO] - ===> Epoch[345](1722/5): Loss -0.6466, Sem 0.1083, dir -0.9596, norm 0.2047, swav 0.0000 LR: 6.839e-02 Score 96.456 Data time: 0.1769, Forward time: 2.3096, Backward time: 3.2339, DDP time: 0.0038, Total iter time: 4.8635 [2020-11-08 12:51:14,490][root][INFO] - ===> Epoch[345](1723/5): Loss -0.6794, Sem 0.1082, dir -0.9613, norm 0.1737, swav 0.0000 LR: 6.837e-02 Score 96.410 Data time: 0.1502, Forward time: 2.3092, Backward time: 3.2345, DDP time: 0.0038, Total iter time: 6.1134 [2020-11-08 12:51:20,057][root][INFO] - ===> Epoch[345](1724/5): Loss -0.6819, Sem 0.1022, dir -0.9589, norm 0.1748, swav 0.0000 LR: 6.836e-02 Score 96.499 Data time: 0.1830, Forward time: 2.3090, Backward time: 3.2344, DDP time: 0.0038, Total iter time: 5.4476 [2020-11-08 12:51:26,888][root][INFO] - ===> Epoch[345](1725/5): Loss -0.6525, Sem 0.1061, dir -0.9631, norm 0.2045, swav 0.0000 LR: 6.834e-02 Score 96.527 Data time: 0.1825, Forward time: 2.3088, Backward time: 3.2351, DDP time: 0.0038, Total iter time: 6.7080 [2020-11-08 12:51:32,110][root][INFO] - ===> Epoch[346](1726/5): Loss -0.6412, Sem 0.1102, dir -0.9572, norm 0.2057, swav 0.0000 LR: 6.832e-02 Score 96.329 Data time: 0.2056, Forward time: 2.3089, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 5.1237 [2020-11-08 12:51:39,268][root][INFO] - ===> Epoch[346](1727/5): Loss -0.6921, Sem 0.0930, dir -0.9616, norm 0.1766, swav 0.0000 LR: 6.830e-02 Score 96.890 Data time: 0.1465, Forward time: 2.3085, Backward time: 3.2358, DDP time: 0.0038, Total iter time: 7.0266 [2020-11-08 12:51:45,210][root][INFO] - ===> Epoch[346](1728/5): Loss -0.6320, Sem 0.1099, dir -0.9565, norm 0.2146, swav 0.0000 LR: 6.828e-02 Score 96.313 Data time: 0.2297, Forward time: 2.3084, Backward time: 3.2357, DDP time: 0.0038, Total iter time: 5.8337 [2020-11-08 12:51:51,714][root][INFO] - ===> Epoch[346](1729/5): Loss -0.6947, Sem 0.0932, dir -0.9629, norm 0.1750, swav 0.0000 LR: 6.826e-02 Score 96.864 Data time: 0.3128, Forward time: 2.3090, Backward time: 3.2355, DDP time: 0.0038, Total iter time: 6.3577 [2020-11-08 12:51:57,067][root][INFO] - ===> Epoch[346](1730/5): Loss -0.6729, Sem 0.1145, dir -0.9617, norm 0.1743, swav 0.0000 LR: 6.824e-02 Score 96.114 Data time: 0.2235, Forward time: 2.3090, Backward time: 3.2351, DDP time: 0.0038, Total iter time: 5.2217 [2020-11-08 12:52:02,637][root][INFO] - ===> Epoch[347](1731/5): Loss -0.6595, Sem 0.1071, dir -0.9600, norm 0.1934, swav 0.0000 LR: 6.822e-02 Score 96.456 Data time: 0.2808, Forward time: 2.3093, Backward time: 3.2346, DDP time: 0.0038, Total iter time: 5.4302 [2020-11-08 12:52:08,807][root][INFO] - ===> Epoch[347](1732/5): Loss -0.6650, Sem 0.1111, dir -0.9607, norm 0.1847, swav 0.0000 LR: 6.821e-02 Score 96.302 Data time: 0.2381, Forward time: 2.3095, Backward time: 3.2345, DDP time: 0.0038, Total iter time: 6.0519 [2020-11-08 12:52:15,067][root][INFO] - ===> Epoch[347](1733/5): Loss -0.6915, Sem 0.0976, dir -0.9593, norm 0.1702, swav 0.0000 LR: 6.819e-02 Score 96.762 Data time: 0.1446, Forward time: 2.3092, Backward time: 3.2350, DDP time: 0.0038, Total iter time: 6.1337 [2020-11-08 12:52:20,602][root][INFO] - ===> Epoch[347](1734/5): Loss -0.6637, Sem 0.1072, dir -0.9595, norm 0.1887, swav 0.0000 LR: 6.817e-02 Score 96.412 Data time: 0.1399, Forward time: 2.3086, Backward time: 3.2353, DDP time: 0.0038, Total iter time: 5.4387 [2020-11-08 12:52:25,707][root][INFO] - ===> Epoch[347](1735/5): Loss -0.6715, Sem 0.0972, dir -0.9606, norm 0.1919, swav 0.0000 LR: 6.815e-02 Score 96.789 Data time: 0.2296, Forward time: 2.3087, Backward time: 3.2349, DDP time: 0.0038, Total iter time: 5.0429 [2020-11-08 12:52:32,005][root][INFO] - ===> Epoch[348](1736/5): Loss -0.7014, Sem 0.0962, dir -0.9666, norm 0.1690, swav 0.0000 LR: 6.813e-02 Score 96.736 Data time: 0.3222, Forward time: 2.3092, Backward time: 3.2345, DDP time: 0.0038, Total iter time: 6.1698 [2020-11-08 12:52:37,320][root][INFO] - ===> Epoch[348](1737/5): Loss -0.6448, Sem 0.1158, dir -0.9594, norm 0.1988, swav 0.0000 LR: 6.811e-02 Score 96.223 Data time: 0.2634, Forward time: 2.3092, Backward time: 3.2341, DDP time: 0.0038, Total iter time: 5.1902 [2020-11-08 12:52:43,937][root][INFO] - ===> Epoch[348](1738/5): Loss -0.6720, Sem 0.1028, dir -0.9620, norm 0.1873, swav 0.0000 LR: 6.809e-02 Score 96.546 Data time: 0.3046, Forward time: 2.3096, Backward time: 3.2341, DDP time: 0.0038, Total iter time: 6.5081 [2020-11-08 12:52:50,658][root][INFO] - ===> Epoch[348](1739/5): Loss -0.6917, Sem 0.0994, dir -0.9642, norm 0.1732, swav 0.0000 LR: 6.807e-02 Score 96.669 Data time: 0.2798, Forward time: 2.3099, Backward time: 3.2342, DDP time: 0.0038, Total iter time: 6.6054 [2020-11-08 12:52:56,524][root][INFO] - ===> Epoch[348](1740/5): Loss -0.6385, Sem 0.1082, dir -0.9540, norm 0.2072, swav 0.0000 LR: 6.806e-02 Score 96.447 Data time: 0.2327, Forward time: 2.3100, Backward time: 3.2340, DDP time: 0.0038, Total iter time: 5.7286 [2020-11-08 12:53:01,785][root][INFO] - ===> Epoch[349](1741/5): Loss -0.6777, Sem 0.1067, dir -0.9627, norm 0.1783, swav 0.0000 LR: 6.804e-02 Score 96.505 Data time: 0.1823, Forward time: 2.3098, Backward time: 3.2338, DDP time: 0.0038, Total iter time: 5.1273 [2020-11-08 12:53:09,299][root][INFO] - ===> Epoch[349](1742/5): Loss -0.6704, Sem 0.0929, dir -0.9612, norm 0.1979, swav 0.0000 LR: 6.802e-02 Score 96.937 Data time: 0.1816, Forward time: 2.3096, Backward time: 3.2349, DDP time: 0.0038, Total iter time: 7.4102 [2020-11-08 12:53:14,836][root][INFO] - ===> Epoch[349](1743/5): Loss -0.6791, Sem 0.1092, dir -0.9642, norm 0.1760, swav 0.0000 LR: 6.800e-02 Score 96.311 Data time: 0.2094, Forward time: 2.3096, Backward time: 3.2347, DDP time: 0.0038, Total iter time: 5.4440 [2020-11-08 12:53:20,262][root][INFO] - ===> Epoch[349](1744/5): Loss -0.6663, Sem 0.1171, dir -0.9641, norm 0.1808, swav 0.0000 LR: 6.798e-02 Score 96.130 Data time: 0.1848, Forward time: 2.3094, Backward time: 3.2346, DDP time: 0.0038, Total iter time: 5.3033 [2020-11-08 12:53:25,443][root][INFO] - ===> Epoch[349](1745/5): Loss -0.6340, Sem 0.1235, dir -0.9568, norm 0.1992, swav 0.0000 LR: 6.796e-02 Score 95.822 Data time: 0.2210, Forward time: 2.3093, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 5.0616 [2020-11-08 12:53:31,020][root][INFO] - ===> Epoch[350](1746/5): Loss -0.6451, Sem 0.1131, dir -0.9574, norm 0.1992, swav 0.0000 LR: 6.794e-02 Score 96.258 Data time: 0.2375, Forward time: 2.3094, Backward time: 3.2339, DDP time: 0.0038, Total iter time: 5.4607 [2020-11-08 12:53:37,542][root][INFO] - ===> Epoch[350](1747/5): Loss -0.6667, Sem 0.1010, dir -0.9554, norm 0.1878, swav 0.0000 LR: 6.792e-02 Score 96.732 Data time: 0.2379, Forward time: 2.3093, Backward time: 3.2344, DDP time: 0.0038, Total iter time: 6.4184 [2020-11-08 12:53:43,672][root][INFO] - ===> Epoch[350](1748/5): Loss -0.6515, Sem 0.1183, dir -0.9590, norm 0.1891, swav 0.0000 LR: 6.791e-02 Score 95.993 Data time: 0.2261, Forward time: 2.3093, Backward time: 3.2344, DDP time: 0.0038, Total iter time: 6.0018 [2020-11-08 12:53:50,122][root][INFO] - ===> Epoch[350](1749/5): Loss -0.6485, Sem 0.1082, dir -0.9552, norm 0.1985, swav 0.0000 LR: 6.789e-02 Score 96.463 Data time: 0.1771, Forward time: 2.3092, Backward time: 3.2349, DDP time: 0.0038, Total iter time: 6.3228 [2020-11-08 12:53:55,292][root][INFO] - ===> Epoch[350](1750/5): Loss -0.6611, Sem 0.0975, dir -0.9644, norm 0.2057, swav 0.0000 LR: 6.787e-02 Score 96.767 Data time: 0.2147, Forward time: 2.3091, Backward time: 3.2345, DDP time: 0.0038, Total iter time: 5.0536 [2020-11-08 12:54:01,733][root][INFO] - ===> Epoch[351](1751/5): Loss -0.6682, Sem 0.1044, dir -0.9608, norm 0.1882, swav 0.0000 LR: 6.785e-02 Score 96.487 Data time: 0.2131, Forward time: 2.3090, Backward time: 3.2348, DDP time: 0.0038, Total iter time: 6.3161 [2020-11-08 12:54:08,734][root][INFO] - ===> Epoch[351](1752/5): Loss -0.6647, Sem 0.1072, dir -0.9596, norm 0.1877, swav 0.0000 LR: 6.783e-02 Score 96.539 Data time: 0.1935, Forward time: 2.3088, Backward time: 3.2356, DDP time: 0.0038, Total iter time: 6.8597 [2020-11-08 12:54:14,383][root][INFO] - ===> Epoch[351](1753/5): Loss -0.6603, Sem 0.0935, dir -0.9547, norm 0.2009, swav 0.0000 LR: 6.781e-02 Score 96.879 Data time: 0.2156, Forward time: 2.3089, Backward time: 3.2353, DDP time: 0.0038, Total iter time: 5.5325 [2020-11-08 12:54:19,367][root][INFO] - ===> Epoch[351](1754/5): Loss -0.6481, Sem 0.1129, dir -0.9562, norm 0.1952, swav 0.0000 LR: 6.779e-02 Score 96.230 Data time: 0.1969, Forward time: 2.3087, Backward time: 3.2349, DDP time: 0.0038, Total iter time: 4.8761 [2020-11-08 12:54:25,023][root][INFO] - ===> Epoch[351](1755/5): Loss -0.6626, Sem 0.1026, dir -0.9608, norm 0.1956, swav 0.0000 LR: 6.777e-02 Score 96.547 Data time: 0.2146, Forward time: 2.3087, Backward time: 3.2348, DDP time: 0.0038, Total iter time: 5.5575 [2020-11-08 12:54:30,849][root][INFO] - ===> Epoch[352](1756/5): Loss -0.6534, Sem 0.1101, dir -0.9593, norm 0.1958, swav 0.0000 LR: 6.776e-02 Score 96.404 Data time: 0.2372, Forward time: 2.3090, Backward time: 3.2345, DDP time: 0.0038, Total iter time: 5.6858 [2020-11-08 12:54:37,410][root][INFO] - ===> Epoch[352](1757/5): Loss -0.6378, Sem 0.1107, dir -0.9607, norm 0.2122, swav 0.0000 LR: 6.774e-02 Score 96.203 Data time: 0.2010, Forward time: 2.3090, Backward time: 3.2348, DDP time: 0.0038, Total iter time: 6.4394 [2020-11-08 12:54:43,514][root][INFO] - ===> Epoch[352](1758/5): Loss -0.6826, Sem 0.0955, dir -0.9617, norm 0.1836, swav 0.0000 LR: 6.772e-02 Score 96.768 Data time: 0.2294, Forward time: 2.3090, Backward time: 3.2348, DDP time: 0.0038, Total iter time: 5.9569 [2020-11-08 12:54:48,782][root][INFO] - ===> Epoch[352](1759/5): Loss -0.6790, Sem 0.0985, dir -0.9589, norm 0.1814, swav 0.0000 LR: 6.770e-02 Score 96.690 Data time: 0.2283, Forward time: 2.3092, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 5.1463 [2020-11-08 12:54:53,665][root][INFO] - ===> Epoch[352](1760/5): Loss -0.6724, Sem 0.0993, dir -0.9577, norm 0.1861, swav 0.0000 LR: 6.768e-02 Score 96.758 Data time: 0.2063, Forward time: 2.3091, Backward time: 3.2338, DDP time: 0.0038, Total iter time: 4.7405 [2020-11-08 12:55:00,340][root][INFO] - ===> Epoch[353](1761/5): Loss -0.6592, Sem 0.1022, dir -0.9577, norm 0.1962, swav 0.0000 LR: 6.766e-02 Score 96.681 Data time: 0.1915, Forward time: 2.3090, Backward time: 3.2343, DDP time: 0.0038, Total iter time: 6.5553 [2020-11-08 12:55:06,522][root][INFO] - ===> Epoch[353](1762/5): Loss -0.6510, Sem 0.1163, dir -0.9576, norm 0.1903, swav 0.0000 LR: 6.764e-02 Score 96.173 Data time: 0.2644, Forward time: 2.3092, Backward time: 3.2342, DDP time: 0.0038, Total iter time: 6.0763 [2020-11-08 12:55:12,022][root][INFO] - ===> Epoch[353](1763/5): Loss -0.6864, Sem 0.1085, dir -0.9592, norm 0.1643, swav 0.0000 LR: 6.762e-02 Score 96.424 Data time: 0.2257, Forward time: 2.3092, Backward time: 3.2339, DDP time: 0.0038, Total iter time: 5.3914 [2020-11-08 12:55:17,639][root][INFO] - ===> Epoch[353](1764/5): Loss -0.6565, Sem 0.1020, dir -0.9594, norm 0.2009, swav 0.0000 LR: 6.760e-02 Score 96.621 Data time: 0.2233, Forward time: 2.3093, Backward time: 3.2337, DDP time: 0.0038, Total iter time: 5.5037 [2020-11-08 12:55:23,436][root][INFO] - ===> Epoch[353](1765/5): Loss -0.6845, Sem 0.0965, dir -0.9591, norm 0.1781, swav 0.0000 LR: 6.759e-02 Score 96.727 Data time: 0.2312, Forward time: 2.3093, Backward time: 3.2336, DDP time: 0.0038, Total iter time: 5.6911 [2020-11-08 12:55:29,180][root][INFO] - ===> Epoch[354](1766/5): Loss -0.6645, Sem 0.1124, dir -0.9584, norm 0.1815, swav 0.0000 LR: 6.757e-02 Score 96.364 Data time: 0.2315, Forward time: 2.3094, Backward time: 3.2334, DDP time: 0.0038, Total iter time: 5.6269 [2020-11-08 12:55:34,547][root][INFO] - ===> Epoch[354](1767/5): Loss -0.6686, Sem 0.0998, dir -0.9608, norm 0.1924, swav 0.0000 LR: 6.755e-02 Score 96.619 Data time: 0.2143, Forward time: 2.3094, Backward time: 3.2331, DDP time: 0.0038, Total iter time: 5.2601 [2020-11-08 12:55:39,852][root][INFO] - ===> Epoch[354](1768/5): Loss -0.6653, Sem 0.0956, dir -0.9538, norm 0.1929, swav 0.0000 LR: 6.753e-02 Score 96.783 Data time: 0.2640, Forward time: 2.3094, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 5.1881 [2020-11-08 12:55:45,926][root][INFO] - ===> Epoch[354](1769/5): Loss -0.6667, Sem 0.1115, dir -0.9637, norm 0.1855, swav 0.0000 LR: 6.751e-02 Score 96.349 Data time: 0.2133, Forward time: 2.3094, Backward time: 3.2328, DDP time: 0.0038, Total iter time: 5.9638 [2020-11-08 12:55:51,315][root][INFO] - ===> Epoch[354](1770/5): Loss -0.6336, Sem 0.1130, dir -0.9554, norm 0.2089, swav 0.0000 LR: 6.749e-02 Score 96.283 Data time: 0.2385, Forward time: 2.3094, Backward time: 3.2325, DDP time: 0.0038, Total iter time: 5.2810 [2020-11-08 12:55:56,737][root][INFO] - ===> Epoch[355](1771/5): Loss -0.6636, Sem 0.1081, dir -0.9618, norm 0.1902, swav 0.0000 LR: 6.747e-02 Score 96.471 Data time: 0.2634, Forward time: 2.3096, Backward time: 3.2319, DDP time: 0.0038, Total iter time: 5.2880 [2020-11-08 12:56:03,426][root][INFO] - ===> Epoch[355](1772/5): Loss -0.6518, Sem 0.0957, dir -0.9535, norm 0.2061, swav 0.0000 LR: 6.745e-02 Score 96.830 Data time: 0.2110, Forward time: 2.3096, Backward time: 3.2324, DDP time: 0.0038, Total iter time: 6.5623 [2020-11-08 12:56:09,840][root][INFO] - ===> Epoch[355](1773/5): Loss -0.6277, Sem 0.1307, dir -0.9574, norm 0.1990, swav 0.0000 LR: 6.744e-02 Score 95.680 Data time: 0.1829, Forward time: 2.3094, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 6.2774 [2020-11-08 12:56:14,955][root][INFO] - ===> Epoch[355](1774/5): Loss -0.6625, Sem 0.1061, dir -0.9534, norm 0.1848, swav 0.0000 LR: 6.742e-02 Score 96.411 Data time: 0.1480, Forward time: 2.3090, Backward time: 3.2327, DDP time: 0.0038, Total iter time: 5.0088 [2020-11-08 12:56:20,421][root][INFO] - ===> Epoch[355](1775/5): Loss -0.6026, Sem 0.1098, dir -0.9546, norm 0.2421, swav 0.0000 LR: 6.740e-02 Score 96.402 Data time: 0.2246, Forward time: 2.3090, Backward time: 3.2324, DDP time: 0.0038, Total iter time: 5.3705 [2020-11-08 12:56:26,493][root][INFO] - ===> Epoch[356](1776/5): Loss -0.6612, Sem 0.1075, dir -0.9590, norm 0.1903, swav 0.0000 LR: 6.738e-02 Score 96.439 Data time: 0.2560, Forward time: 2.3092, Backward time: 3.2323, DDP time: 0.0038, Total iter time: 5.9566 [2020-11-08 12:56:31,550][root][INFO] - ===> Epoch[356](1777/5): Loss -0.6901, Sem 0.0979, dir -0.9619, norm 0.1739, swav 0.0000 LR: 6.736e-02 Score 96.749 Data time: 0.1957, Forward time: 2.3092, Backward time: 3.2319, DDP time: 0.0038, Total iter time: 4.9276 [2020-11-08 12:56:37,172][root][INFO] - ===> Epoch[356](1778/5): Loss -0.6389, Sem 0.1022, dir -0.9566, norm 0.2155, swav 0.0000 LR: 6.734e-02 Score 96.571 Data time: 0.1760, Forward time: 2.3089, Backward time: 3.2319, DDP time: 0.0038, Total iter time: 5.5042 [2020-11-08 12:56:43,697][root][INFO] - ===> Epoch[356](1779/5): Loss -0.6479, Sem 0.1149, dir -0.9554, norm 0.1925, swav 0.0000 LR: 6.732e-02 Score 96.107 Data time: 0.1700, Forward time: 2.3086, Backward time: 3.2326, DDP time: 0.0038, Total iter time: 6.4215 [2020-11-08 12:56:49,853][root][INFO] - ===> Epoch[356](1780/5): Loss -0.6323, Sem 0.1100, dir -0.9562, norm 0.2138, swav 0.0000 LR: 6.730e-02 Score 96.372 Data time: 0.2869, Forward time: 2.3089, Backward time: 3.2323, DDP time: 0.0038, Total iter time: 6.0552 [2020-11-08 12:56:55,356][root][INFO] - ===> Epoch[357](1781/5): Loss -0.6839, Sem 0.1079, dir -0.9631, norm 0.1713, swav 0.0000 LR: 6.729e-02 Score 96.479 Data time: 0.2232, Forward time: 2.3089, Backward time: 3.2321, DDP time: 0.0038, Total iter time: 5.3676 [2020-11-08 12:57:02,206][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,229][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,235][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,250][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,260][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,277][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,298][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,376][submitit][WARNING] - Bypassing signal 15 [2020-11-08 12:57:02,389][root][INFO] - ===> Epoch[357](1782/5): Loss -0.6266, Sem 0.1022, dir -0.9539, norm 0.2251, swav 0.0000 LR: 6.727e-02 Score 96.681 Data time: 0.3364, Forward time: 2.3096, Backward time: 3.2320, DDP time: 0.0038, Total iter time: 6.8802 [2020-11-08 12:57:07,530][root][INFO] - ===> Epoch[357](1783/5): Loss -0.6404, Sem 0.1111, dir -0.9563, norm 0.2048, swav 0.0000 LR: 6.725e-02 Score 96.198 Data time: 0.2519, Forward time: 2.3096, Backward time: 3.2315, DDP time: 0.0038, Total iter time: 4.9939 [2020-11-08 12:57:13,094][root][INFO] - ===> Epoch[357](1784/5): Loss -0.6547, Sem 0.1014, dir -0.9533, norm 0.1972, swav 0.0000 LR: 6.723e-02 Score 96.557 Data time: 0.1439, Forward time: 2.3092, Backward time: 3.2317, DDP time: 0.0038, Total iter time: 5.4552 [2020-11-08 12:57:18,910][root][INFO] - ===> Epoch[357](1785/5): Loss -0.6625, Sem 0.1077, dir -0.9628, norm 0.1926, swav 0.0000 LR: 6.721e-02 Score 96.320 Data time: 0.2217, Forward time: 2.3093, Backward time: 3.2316, DDP time: 0.0038, Total iter time: 5.7240 [2020-11-08 12:57:25,669][root][INFO] - ===> Epoch[358](1786/5): Loss -0.6555, Sem 0.0925, dir -0.9582, norm 0.2103, swav 0.0000 LR: 6.719e-02 Score 96.990 Data time: 0.2257, Forward time: 2.3093, Backward time: 3.2320, DDP time: 0.0038, Total iter time: 6.6431 [2020-11-08 12:57:30,180][root][INFO] - ===> Epoch[358](1787/5): Loss -0.6607, Sem 0.1052, dir -0.9592, norm 0.1933, swav 0.0000 LR: 6.717e-02 Score 96.500 Data time: 0.2091, Forward time: 2.3093, Backward time: 3.2312, DDP time: 0.0038, Total iter time: 4.3978 [2020-11-08 13:20:20,680][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:20:20,680][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:20:20,681][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:20:20,682][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:20:20,699][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:20:20,706][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:20:20,709][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:20:20,710][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:20:20,717][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:20:20,718][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:20:20,720][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:20:20,721][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:20:20,735][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:20:20,742][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:20:20,746][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:20:20,746][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:20:30,767][root][INFO] - ===> Configurations [2020-11-08 13:20:30,780][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth 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: 5000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: ScannetVoxelization2cmDataset train_file: data_efficient_by_scenes/20/0.txt voxel_size: 0.05 data_dir: data sampled_inds: null 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: /checkpoint/jihou/data/scannet/pointcloud/ stanford3d_path: /home/chrischoy/datasets/Stanford3D train: is_train: true stat_freq: 1 save_freq: 500 val_freq: 500 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://learnfair2373:10100 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: 0.1 data_aug_color_jitter_std: 0.05 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 save_features: false save_feat_dir: outputs/feat save_prediction: false save_pred_dir: outputs/pred test_temporal_average: false visualize_path: outputs/visualize 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: /checkpoint/jihou/insseglessscenes_ load_bn: all_bn resume_config: null instance: true swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-08 13:20:30,781][root][INFO] - ===> Initializing dataloader [2020-11-08 13:20:30,785][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 13:20:30,789][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 13:20:30,789][root][INFO] - ===> Building model [2020-11-08 13:20:31,090][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 13:20:31,090][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=20, 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]) ) [2020-11-08 13:20:31,094][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 13:20:32,058][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, block2.0.norm1.bn.bias, block2.0.norm1.bn.running_mean, block2.0.norm1.bn.running_var, block2.0.norm1.bn.num_batches_tracked, block2.0.conv2.kernel, block2.0.norm2.bn.weight, block2.0.norm2.bn.bias, block2.0.norm2.bn.running_mean, block2.0.norm2.bn.running_var, block2.0.norm2.bn.num_batches_tracked, block2.0.downsample.0.kernel, block2.0.downsample.1.bn.weight, 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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 [2020-11-08 13:20:32,232][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 13:20:32,232][root][INFO] - => loading checkpoint 'weights/weights.pth' [2020-11-08 13:20:32,864][root][INFO] - => loaded checkpoint 'weights/weights.pth' (epoch 300) [2020-11-08 13:20:44,293][root][INFO] - ===> Epoch[300](1501/5): Loss -0.6346, Sem 0.1077, dir -0.9491, norm 0.2068, swav 0.0000 LR: 7.249e-02 Score 96.430 Data time: 3.6376, Forward time: 3.2756, Backward time: 4.3749, DDP time: 0.0042, Total iter time: 11.3707 [2020-11-08 13:20:49,924][root][INFO] - ===> Epoch[300](1502/5): Loss -0.6210, Sem 0.1155, dir -0.9513, norm 0.2149, swav 0.0000 LR: 7.247e-02 Score 96.085 Data time: 0.2141, Forward time: 2.7978, Backward time: 3.5776, DDP time: 0.0041, Total iter time: 5.3754 [2020-11-08 13:20:55,215][root][INFO] - ===> Epoch[300](1503/5): Loss -0.6416, Sem 0.1102, dir -0.9564, norm 0.2046, swav 0.0000 LR: 7.245e-02 Score 96.228 Data time: 0.2413, Forward time: 2.6486, Backward time: 3.1510, DDP time: 0.0040, Total iter time: 4.9289 [2020-11-08 13:21:00,976][root][INFO] - ===> Epoch[300](1504/5): Loss -0.6454, Sem 0.1102, dir -0.9600, norm 0.2043, swav 0.0000 LR: 7.244e-02 Score 96.306 Data time: 0.2518, Forward time: 2.6639, Backward time: 2.9793, DDP time: 0.0040, Total iter time: 5.4550 [2020-11-08 13:21:06,953][root][INFO] - ===> Epoch[300](1505/5): Loss -0.6320, Sem 0.1203, dir -0.9572, norm 0.2048, swav 0.0000 LR: 7.242e-02 Score 96.005 Data time: 0.1881, Forward time: 2.5631, Backward time: 3.0322, DDP time: 0.0041, Total iter time: 5.6818 [2020-11-08 13:21:14,118][root][INFO] - ===> Epoch[301](1506/5): Loss -0.6392, Sem 0.1132, dir -0.9561, norm 0.2038, swav 0.0000 LR: 7.240e-02 Score 96.223 Data time: 0.2720, Forward time: 2.6135, Backward time: 3.1397, DDP time: 0.0041, Total iter time: 6.8953 [2020-11-08 13:21:21,468][root][INFO] - ===> Epoch[301](1507/5): Loss -0.6578, Sem 0.1127, dir -0.9605, norm 0.1899, swav 0.0000 LR: 7.238e-02 Score 96.333 Data time: 0.2368, Forward time: 2.5686, Backward time: 3.3238, DDP time: 0.0041, Total iter time: 7.1179 [2020-11-08 13:21:27,440][root][INFO] - ===> Epoch[301](1508/5): Loss -0.6349, Sem 0.1087, dir -0.9552, norm 0.2116, swav 0.0000 LR: 7.236e-02 Score 96.330 Data time: 0.2643, Forward time: 2.5944, Backward time: 3.2437, DDP time: 0.0041, Total iter time: 5.7594 [2020-11-08 13:21:32,472][root][INFO] - ===> Epoch[301](1509/5): Loss -0.6343, Sem 0.1085, dir -0.9527, norm 0.2099, swav 0.0000 LR: 7.234e-02 Score 96.475 Data time: 0.2000, Forward time: 2.5579, Backward time: 3.1419, DDP time: 0.0041, Total iter time: 4.8415 [2020-11-08 13:21:38,531][root][INFO] - ===> Epoch[301](1510/5): Loss -0.6443, Sem 0.1181, dir -0.9551, norm 0.1928, swav 0.0000 LR: 7.232e-02 Score 96.194 Data time: 0.1799, Forward time: 2.5079, Backward time: 3.1832, DDP time: 0.0040, Total iter time: 5.9085 [2020-11-08 13:21:44,475][root][INFO] - ===> Epoch[302](1511/5): Loss -0.6642, Sem 0.1055, dir -0.9599, norm 0.1902, swav 0.0000 LR: 7.230e-02 Score 96.542 Data time: 0.1627, Forward time: 2.4480, Backward time: 3.2287, DDP time: 0.0040, Total iter time: 5.8150 [2020-11-08 13:21:49,919][root][INFO] - ===> Epoch[302](1512/5): Loss -0.6466, Sem 0.1138, dir -0.9561, norm 0.1956, swav 0.0000 LR: 7.229e-02 Score 96.172 Data time: 0.1981, Forward time: 2.4315, Backward time: 3.1941, DDP time: 0.0040, Total iter time: 5.3287 [2020-11-08 13:21:55,632][root][INFO] - ===> Epoch[302](1513/5): Loss -0.6231, Sem 0.1143, dir -0.9568, norm 0.2195, swav 0.0000 LR: 7.227e-02 Score 96.285 Data time: 0.3137, Forward time: 2.4667, Backward time: 3.1215, DDP time: 0.0039, Total iter time: 5.5723 [2020-11-08 13:22:01,435][root][INFO] - ===> Epoch[302](1514/5): Loss -0.6253, Sem 0.1170, dir -0.9510, norm 0.2087, swav 0.0000 LR: 7.225e-02 Score 96.021 Data time: 0.1998, Forward time: 2.4458, Backward time: 3.1255, DDP time: 0.0039, Total iter time: 5.6647 [2020-11-08 13:22:07,118][root][INFO] - ===> Epoch[302](1515/5): Loss -0.6634, Sem 0.1016, dir -0.9589, norm 0.1938, swav 0.0000 LR: 7.223e-02 Score 96.626 Data time: 0.1884, Forward time: 2.4320, Backward time: 3.1235, DDP time: 0.0039, Total iter time: 5.5752 [2020-11-08 13:22:14,534][root][INFO] - ===> Epoch[303](1516/5): Loss -0.6517, Sem 0.1032, dir -0.9534, norm 0.1985, swav 0.0000 LR: 7.221e-02 Score 96.588 Data time: 0.2595, Forward time: 2.4442, Backward time: 3.1965, DDP time: 0.0039, Total iter time: 7.2960 [2020-11-08 13:22:20,255][root][INFO] - ===> Epoch[303](1517/5): Loss -0.6579, Sem 0.1060, dir -0.9575, norm 0.1936, swav 0.0000 LR: 7.219e-02 Score 96.402 Data time: 0.2049, Forward time: 2.4302, Backward time: 3.1913, DDP time: 0.0039, Total iter time: 5.5903 [2020-11-08 13:22:26,438][root][INFO] - ===> Epoch[303](1518/5): Loss -0.6222, Sem 0.1253, dir -0.9559, norm 0.2084, swav 0.0000 LR: 7.217e-02 Score 95.924 Data time: 0.2361, Forward time: 2.4209, Backward time: 3.2076, DDP time: 0.0039, Total iter time: 6.0690 [2020-11-08 13:22:33,721][root][INFO] - ===> Epoch[303](1519/5): Loss -0.6533, Sem 0.1041, dir -0.9561, norm 0.1987, swav 0.0000 LR: 7.216e-02 Score 96.517 Data time: 0.2246, Forward time: 2.4191, Backward time: 3.2709, DDP time: 0.0039, Total iter time: 7.1538 [2020-11-08 13:22:40,113][root][INFO] - ===> Epoch[303](1520/5): Loss -0.6277, Sem 0.1182, dir -0.9591, norm 0.2132, swav 0.0000 LR: 7.214e-02 Score 95.978 Data time: 0.2251, Forward time: 2.4228, Backward time: 3.2812, DDP time: 0.0039, Total iter time: 6.2853 [2020-11-08 13:22:47,222][root][INFO] - ===> Epoch[304](1521/5): Loss -0.6359, Sem 0.1117, dir -0.9557, norm 0.2081, swav 0.0000 LR: 7.212e-02 Score 96.328 Data time: 0.1546, Forward time: 2.3895, Backward time: 3.3590, DDP time: 0.0039, Total iter time: 6.9708 [2020-11-08 13:22:52,570][root][INFO] - ===> Epoch[304](1522/5): Loss -0.6700, Sem 0.1056, dir -0.9572, norm 0.1817, swav 0.0000 LR: 7.210e-02 Score 96.472 Data time: 0.2559, Forward time: 2.4115, Backward time: 3.3027, DDP time: 0.0037, Total iter time: 5.2603 [2020-11-08 13:22:59,274][root][INFO] - ===> Epoch[304](1523/5): Loss -0.6432, Sem 0.1037, dir -0.9581, norm 0.2112, swav 0.0000 LR: 7.208e-02 Score 96.454 Data time: 0.1066, Forward time: 2.3607, Backward time: 3.3852, DDP time: 0.0037, Total iter time: 6.5855 [2020-11-08 13:23:05,403][root][INFO] - ===> Epoch[304](1524/5): Loss -0.6420, Sem 0.1170, dir -0.9572, norm 0.1983, swav 0.0000 LR: 7.206e-02 Score 96.100 Data time: 0.1797, Forward time: 2.3371, Backward time: 3.4087, DDP time: 0.0037, Total iter time: 6.0398 [2020-11-08 13:23:11,547][root][INFO] - ===> Epoch[304](1525/5): Loss -0.6399, Sem 0.1209, dir -0.9582, norm 0.1974, swav 0.0000 LR: 7.204e-02 Score 95.987 Data time: 0.2000, Forward time: 2.3373, Backward time: 3.4096, DDP time: 0.0037, Total iter time: 6.0206 [2020-11-08 13:23:18,270][root][INFO] - ===> Epoch[305](1526/5): Loss -0.6589, Sem 0.1068, dir -0.9602, norm 0.1945, swav 0.0000 LR: 7.202e-02 Score 96.518 Data time: 0.2138, Forward time: 2.3353, Backward time: 3.4319, DDP time: 0.0037, Total iter time: 6.5999 [2020-11-08 13:23:24,074][root][INFO] - ===> Epoch[305](1527/5): Loss -0.6439, Sem 0.1179, dir -0.9515, norm 0.1897, swav 0.0000 LR: 7.201e-02 Score 96.027 Data time: 0.1867, Forward time: 2.3178, Backward time: 3.4349, DDP time: 0.0037, Total iter time: 5.6693 [2020-11-08 13:23:29,978][root][INFO] - ===> Epoch[305](1528/5): Loss -0.6302, Sem 0.1133, dir -0.9581, norm 0.2146, swav 0.0000 LR: 7.199e-02 Score 96.242 Data time: 0.2277, Forward time: 2.3050, Backward time: 3.4377, DDP time: 0.0037, Total iter time: 5.8051 [2020-11-08 13:23:36,596][root][INFO] - ===> Epoch[305](1529/5): Loss -0.6492, Sem 0.1139, dir -0.9563, norm 0.1932, swav 0.0000 LR: 7.197e-02 Score 96.132 Data time: 0.2026, Forward time: 2.3068, Backward time: 3.4509, DDP time: 0.0037, Total iter time: 6.4864 [2020-11-08 13:23:43,754][root][INFO] - ===> Epoch[305](1530/5): Loss -0.6390, Sem 0.1250, dir -0.9607, norm 0.1968, swav 0.0000 LR: 7.195e-02 Score 95.834 Data time: 0.1909, Forward time: 2.2963, Backward time: 3.4927, DDP time: 0.0037, Total iter time: 7.0412 [2020-11-08 13:23:50,173][root][INFO] - ===> Epoch[306](1531/5): Loss -0.6357, Sem 0.1117, dir -0.9560, norm 0.2086, swav 0.0000 LR: 7.193e-02 Score 96.183 Data time: 0.2043, Forward time: 2.2934, Backward time: 3.5025, DDP time: 0.0037, Total iter time: 6.3103 [2020-11-08 13:23:55,630][root][INFO] - ===> Epoch[306](1532/5): Loss -0.6299, Sem 0.1143, dir -0.9547, norm 0.2104, swav 0.0000 LR: 7.191e-02 Score 96.328 Data time: 0.2502, Forward time: 2.3087, Backward time: 3.4645, DDP time: 0.0037, Total iter time: 5.3309 [2020-11-08 13:24:01,975][root][INFO] - ===> Epoch[306](1533/5): Loss -0.6668, Sem 0.1052, dir -0.9605, norm 0.1885, swav 0.0000 LR: 7.189e-02 Score 96.430 Data time: 0.2020, Forward time: 2.3088, Backward time: 3.4690, DDP time: 0.0037, Total iter time: 6.2077 [2020-11-08 13:24:07,901][root][INFO] - ===> Epoch[306](1534/5): Loss -0.6349, Sem 0.1229, dir -0.9562, norm 0.1984, swav 0.0000 LR: 7.188e-02 Score 95.894 Data time: 0.2152, Forward time: 2.3099, Backward time: 3.4601, DDP time: 0.0037, Total iter time: 5.8053 [2020-11-08 13:24:13,646][root][INFO] - ===> Epoch[306](1535/5): Loss -0.6334, Sem 0.1200, dir -0.9569, norm 0.2034, swav 0.0000 LR: 7.186e-02 Score 96.438 Data time: 0.2257, Forward time: 2.3047, Backward time: 3.4517, DDP time: 0.0037, Total iter time: 5.6073 [2020-11-08 13:24:19,145][root][INFO] - ===> Epoch[307](1536/5): Loss -0.6460, Sem 0.1061, dir -0.9563, norm 0.2043, swav 0.0000 LR: 7.184e-02 Score 96.500 Data time: 0.1872, Forward time: 2.2972, Backward time: 3.4416, DDP time: 0.0037, Total iter time: 5.3930 [2020-11-08 13:24:24,373][root][INFO] - ===> Epoch[307](1537/5): Loss -0.6592, Sem 0.1086, dir -0.9593, norm 0.1915, swav 0.0000 LR: 7.182e-02 Score 96.409 Data time: 0.1901, Forward time: 2.2923, Backward time: 3.4212, DDP time: 0.0037, Total iter time: 5.1191 [2020-11-08 13:24:31,031][root][INFO] - ===> Epoch[307](1538/5): Loss -0.6652, Sem 0.1155, dir -0.9611, norm 0.1804, swav 0.0000 LR: 7.180e-02 Score 96.072 Data time: 0.1841, Forward time: 2.2820, Backward time: 3.4449, DDP time: 0.0037, Total iter time: 6.5410 [2020-11-08 13:24:36,788][root][INFO] - ===> Epoch[307](1539/5): Loss -0.6291, Sem 0.1108, dir -0.9505, norm 0.2105, swav 0.0000 LR: 7.178e-02 Score 96.441 Data time: 0.2028, Forward time: 2.2793, Backward time: 3.4377, DDP time: 0.0037, Total iter time: 5.6253 [2020-11-08 13:24:41,849][root][INFO] - ===> Epoch[307](1540/5): Loss -0.6295, Sem 0.1187, dir -0.9571, norm 0.2090, swav 0.0000 LR: 7.176e-02 Score 96.068 Data time: 0.2465, Forward time: 2.2825, Backward time: 3.4077, DDP time: 0.0037, Total iter time: 4.9266 [2020-11-08 13:24:47,484][root][INFO] - ===> Epoch[308](1541/5): Loss -0.6708, Sem 0.1064, dir -0.9617, norm 0.1844, swav 0.0000 LR: 7.174e-02 Score 96.430 Data time: 0.2429, Forward time: 2.2941, Backward time: 3.3853, DDP time: 0.0037, Total iter time: 5.5190 [2020-11-08 13:24:52,566][root][INFO] - ===> Epoch[308](1542/5): Loss -0.6692, Sem 0.1003, dir -0.9546, norm 0.1851, swav 0.0000 LR: 7.173e-02 Score 96.613 Data time: 0.2087, Forward time: 2.2867, Backward time: 3.3684, DDP time: 0.0037, Total iter time: 4.9418 [2020-11-08 13:24:59,891][root][INFO] - ===> Epoch[308](1543/5): Loss -0.6291, Sem 0.1173, dir -0.9530, norm 0.2065, swav 0.0000 LR: 7.171e-02 Score 96.080 Data time: 0.1739, Forward time: 2.2768, Backward time: 3.4069, DDP time: 0.0037, Total iter time: 7.2316 [2020-11-08 13:25:05,515][root][INFO] - ===> Epoch[308](1544/5): Loss -0.6553, Sem 0.1054, dir -0.9599, norm 0.1992, swav 0.0000 LR: 7.169e-02 Score 96.565 Data time: 0.1875, Forward time: 2.2693, Backward time: 3.4047, DDP time: 0.0037, Total iter time: 5.5386 [2020-11-08 13:25:11,170][root][INFO] - ===> Epoch[308](1545/5): Loss -0.6336, Sem 0.1164, dir -0.9599, norm 0.2099, swav 0.0000 LR: 7.167e-02 Score 96.178 Data time: 0.2653, Forward time: 2.2826, Backward time: 3.3823, DDP time: 0.0036, Total iter time: 5.5377 [2020-11-08 13:25:16,491][root][INFO] - ===> Epoch[309](1546/5): Loss -0.6247, Sem 0.1150, dir -0.9583, norm 0.2186, swav 0.0000 LR: 7.165e-02 Score 96.226 Data time: 0.1721, Forward time: 2.2771, Backward time: 3.3719, DDP time: 0.0036, Total iter time: 5.1920 [2020-11-08 13:25:22,637][root][INFO] - ===> Epoch[309](1547/5): Loss -0.6457, Sem 0.1037, dir -0.9573, norm 0.2079, swav 0.0000 LR: 7.163e-02 Score 96.556 Data time: 0.1743, Forward time: 2.2675, Backward time: 3.3836, DDP time: 0.0036, Total iter time: 6.0452 [2020-11-08 13:25:29,492][root][INFO] - ===> Epoch[309](1548/5): Loss -0.6249, Sem 0.1169, dir -0.9515, norm 0.2097, swav 0.0000 LR: 7.161e-02 Score 96.112 Data time: 0.2329, Forward time: 2.2734, Backward time: 3.3941, DDP time: 0.0036, Total iter time: 6.7395 [2020-11-08 13:25:35,985][root][INFO] - ===> Epoch[309](1549/5): Loss -0.6581, Sem 0.1137, dir -0.9569, norm 0.1851, swav 0.0000 LR: 7.160e-02 Score 96.256 Data time: 0.1859, Forward time: 2.2703, Backward time: 3.4047, DDP time: 0.0036, Total iter time: 6.3487 [2020-11-08 13:25:42,276][root][INFO] - ===> Epoch[309](1550/5): Loss -0.6325, Sem 0.1168, dir -0.9520, norm 0.2027, swav 0.0000 LR: 7.158e-02 Score 96.134 Data time: 0.2015, Forward time: 2.2683, Backward time: 3.4103, DDP time: 0.0036, Total iter time: 6.1615 [2020-11-08 13:25:48,003][root][INFO] - ===> Epoch[310](1551/5): Loss -0.6257, Sem 0.1248, dir -0.9521, norm 0.2017, swav 0.0000 LR: 7.156e-02 Score 95.889 Data time: 0.2609, Forward time: 2.2819, Backward time: 3.3899, DDP time: 0.0036, Total iter time: 5.6053 [2020-11-08 13:25:54,978][root][INFO] - ===> Epoch[310](1552/5): Loss -0.6315, Sem 0.1015, dir -0.9554, norm 0.2223, swav 0.0000 LR: 7.154e-02 Score 96.657 Data time: 0.1425, Forward time: 2.2713, Backward time: 3.4175, DDP time: 0.0036, Total iter time: 6.8626 [2020-11-08 13:26:01,248][root][INFO] - ===> Epoch[310](1553/5): Loss -0.6705, Sem 0.1057, dir -0.9562, norm 0.1801, swav 0.0000 LR: 7.152e-02 Score 96.477 Data time: 0.2384, Forward time: 2.2741, Backward time: 3.4178, DDP time: 0.0036, Total iter time: 6.1640 [2020-11-08 13:26:06,905][root][INFO] - ===> Epoch[310](1554/5): Loss -0.6635, Sem 0.1001, dir -0.9566, norm 0.1930, swav 0.0000 LR: 7.150e-02 Score 96.556 Data time: 0.2589, Forward time: 2.2873, Backward time: 3.3967, DDP time: 0.0036, Total iter time: 5.5315 [2020-11-08 13:26:13,725][root][INFO] - ===> Epoch[310](1555/5): Loss -0.6258, Sem 0.1226, dir -0.9564, norm 0.2080, swav 0.0000 LR: 7.148e-02 Score 95.927 Data time: 0.2443, Forward time: 2.2911, Backward time: 3.4050, DDP time: 0.0036, Total iter time: 6.6885 [2020-11-08 13:26:19,848][root][INFO] - ===> Epoch[311](1556/5): Loss -0.6723, Sem 0.1032, dir -0.9548, norm 0.1793, swav 0.0000 LR: 7.146e-02 Score 96.523 Data time: 0.2872, Forward time: 2.3065, Backward time: 3.3897, DDP time: 0.0035, Total iter time: 6.0043 [2020-11-08 13:26:25,328][root][INFO] - ===> Epoch[311](1557/5): Loss -0.6557, Sem 0.1056, dir -0.9610, norm 0.1997, swav 0.0000 LR: 7.145e-02 Score 96.526 Data time: 0.2006, Forward time: 2.3047, Backward time: 3.3805, DDP time: 0.0036, Total iter time: 5.3489 [2020-11-08 13:26:31,300][root][INFO] - ===> Epoch[311](1558/5): Loss -0.6444, Sem 0.1139, dir -0.9530, norm 0.1947, swav 0.0000 LR: 7.143e-02 Score 96.175 Data time: 0.2304, Forward time: 2.3073, Backward time: 3.3761, DDP time: 0.0036, Total iter time: 5.8664 [2020-11-08 13:26:36,944][root][INFO] - ===> Epoch[311](1559/5): Loss -0.6469, Sem 0.1107, dir -0.9601, norm 0.2026, swav 0.0000 LR: 7.141e-02 Score 96.330 Data time: 0.2407, Forward time: 2.3142, Backward time: 3.3617, DDP time: 0.0036, Total iter time: 5.5090 [2020-11-08 13:26:42,821][root][INFO] - ===> Epoch[311](1560/5): Loss -0.6206, Sem 0.1176, dir -0.9585, norm 0.2203, swav 0.0000 LR: 7.139e-02 Score 96.051 Data time: 0.1731, Forward time: 2.3073, Backward time: 3.3650, DDP time: 0.0036, Total iter time: 5.7551 [2020-11-08 13:26:49,526][root][INFO] - ===> Epoch[312](1561/5): Loss -0.6339, Sem 0.1129, dir -0.9549, norm 0.2081, swav 0.0000 LR: 7.137e-02 Score 96.292 Data time: 0.3758, Forward time: 2.3235, Backward time: 3.3573, DDP time: 0.0036, Total iter time: 6.5996 [2020-11-08 13:26:54,514][root][INFO] - ===> Epoch[312](1562/5): Loss -0.6632, Sem 0.1069, dir -0.9544, norm 0.1843, swav 0.0000 LR: 7.135e-02 Score 96.480 Data time: 0.2243, Forward time: 2.3287, Backward time: 3.3352, DDP time: 0.0035, Total iter time: 4.8635 [2020-11-08 13:27:00,344][root][INFO] - ===> Epoch[312](1563/5): Loss -0.6254, Sem 0.1154, dir -0.9578, norm 0.2170, swav 0.0000 LR: 7.133e-02 Score 96.083 Data time: 0.2437, Forward time: 2.3305, Backward time: 3.3294, DDP time: 0.0035, Total iter time: 5.7341 [2020-11-08 13:27:06,227][root][INFO] - ===> Epoch[312](1564/5): Loss -0.6625, Sem 0.1097, dir -0.9596, norm 0.1874, swav 0.0000 LR: 7.132e-02 Score 96.302 Data time: 0.2545, Forward time: 2.3350, Backward time: 3.3218, DDP time: 0.0035, Total iter time: 5.7602 [2020-11-08 13:27:13,043][root][INFO] - ===> Epoch[312](1565/5): Loss -0.6381, Sem 0.1117, dir -0.9544, norm 0.2046, swav 0.0000 LR: 7.130e-02 Score 96.342 Data time: 0.2317, Forward time: 2.3355, Backward time: 3.3319, DDP time: 0.0035, Total iter time: 6.6960 [2020-11-08 13:27:19,321][root][INFO] - ===> Epoch[313](1566/5): Loss -0.6599, Sem 0.1036, dir -0.9587, norm 0.1952, swav 0.0000 LR: 7.128e-02 Score 96.633 Data time: 0.1676, Forward time: 2.3261, Backward time: 3.3439, DDP time: 0.0035, Total iter time: 6.1591 [2020-11-08 13:27:24,776][root][INFO] - ===> Epoch[313](1567/5): Loss -0.6426, Sem 0.1141, dir -0.9574, norm 0.2007, swav 0.0000 LR: 7.126e-02 Score 96.258 Data time: 0.2651, Forward time: 2.3313, Backward time: 3.3300, DDP time: 0.0035, Total iter time: 5.3708 [2020-11-08 13:27:30,892][root][INFO] - ===> Epoch[313](1568/5): Loss -0.6564, Sem 0.1003, dir -0.9579, norm 0.2012, swav 0.0000 LR: 7.124e-02 Score 96.768 Data time: 0.2681, Forward time: 2.3424, Backward time: 3.3191, DDP time: 0.0035, Total iter time: 5.9658 [2020-11-08 13:27:37,116][root][INFO] - ===> Epoch[313](1569/5): Loss -0.6362, Sem 0.1179, dir -0.9535, norm 0.1995, swav 0.0000 LR: 7.122e-02 Score 96.058 Data time: 0.2194, Forward time: 2.3439, Backward time: 3.3197, DDP time: 0.0035, Total iter time: 6.1009 [2020-11-08 13:27:41,523][root][INFO] - ===> Epoch[313](1570/5): Loss -0.6217, Sem 0.1259, dir -0.9538, norm 0.2062, swav 0.0000 LR: 7.120e-02 Score 95.901 Data time: 0.1474, Forward time: 2.3345, Backward time: 3.3063, DDP time: 0.0035, Total iter time: 4.2835 [2020-11-08 13:27:47,239][root][INFO] - ===> Epoch[314](1571/5): Loss -0.6285, Sem 0.1082, dir -0.9531, norm 0.2164, swav 0.0000 LR: 7.118e-02 Score 96.393 Data time: 0.2205, Forward time: 2.3329, Backward time: 3.3036, DDP time: 0.0035, Total iter time: 5.6247 [2020-11-08 13:27:53,639][root][INFO] - ===> Epoch[314](1572/5): Loss -0.6332, Sem 0.1169, dir -0.9538, norm 0.2038, swav 0.0000 LR: 7.117e-02 Score 96.309 Data time: 0.2742, Forward time: 2.3399, Backward time: 3.3012, DDP time: 0.0036, Total iter time: 6.2753 [2020-11-08 13:27:59,459][root][INFO] - ===> Epoch[314](1573/5): Loss -0.6686, Sem 0.1064, dir -0.9564, norm 0.1815, swav 0.0000 LR: 7.115e-02 Score 96.516 Data time: 0.2696, Forward time: 2.3474, Backward time: 3.2893, DDP time: 0.0036, Total iter time: 5.6659 [2020-11-08 13:28:04,856][root][INFO] - ===> Epoch[314](1574/5): Loss -0.6513, Sem 0.1167, dir -0.9584, norm 0.1904, swav 0.0000 LR: 7.113e-02 Score 96.151 Data time: 0.1932, Forward time: 2.3444, Backward time: 3.2837, DDP time: 0.0036, Total iter time: 5.2630 [2020-11-08 13:28:10,269][root][INFO] - ===> Epoch[314](1575/5): Loss -0.6449, Sem 0.1171, dir -0.9579, norm 0.1958, swav 0.0000 LR: 7.111e-02 Score 96.249 Data time: 0.2557, Forward time: 2.3504, Backward time: 3.2698, DDP time: 0.0035, Total iter time: 5.3072 [2020-11-08 13:28:16,210][root][INFO] - ===> Epoch[315](1576/5): Loss -0.6235, Sem 0.1087, dir -0.9549, norm 0.2227, swav 0.0000 LR: 7.109e-02 Score 96.504 Data time: 0.1931, Forward time: 2.3476, Backward time: 3.2714, DDP time: 0.0035, Total iter time: 5.8231 [2020-11-08 13:28:22,202][root][INFO] - ===> Epoch[315](1577/5): Loss -0.6640, Sem 0.1050, dir -0.9609, norm 0.1920, swav 0.0000 LR: 7.107e-02 Score 96.626 Data time: 0.1975, Forward time: 2.3445, Backward time: 3.2742, DDP time: 0.0035, Total iter time: 5.8870 [2020-11-08 13:28:27,329][root][INFO] - ===> Epoch[315](1578/5): Loss -0.6328, Sem 0.1207, dir -0.9511, norm 0.1976, swav 0.0000 LR: 7.105e-02 Score 95.913 Data time: 0.2548, Forward time: 2.3489, Backward time: 3.2588, DDP time: 0.0035, Total iter time: 5.0230 [2020-11-08 13:28:32,308][root][INFO] - ===> Epoch[315](1579/5): Loss -0.6428, Sem 0.1127, dir -0.9560, norm 0.2005, swav 0.0000 LR: 7.103e-02 Score 96.258 Data time: 0.2711, Forward time: 2.3506, Backward time: 3.2439, DDP time: 0.0035, Total iter time: 4.8463 [2020-11-08 13:28:38,762][root][INFO] - ===> Epoch[315](1580/5): Loss -0.6331, Sem 0.1145, dir -0.9531, norm 0.2055, swav 0.0000 LR: 7.102e-02 Score 96.154 Data time: 0.2376, Forward time: 2.3526, Backward time: 3.2471, DDP time: 0.0035, Total iter time: 6.3383 [2020-11-08 13:28:45,064][root][INFO] - ===> Epoch[316](1581/5): Loss -0.6439, Sem 0.1108, dir -0.9552, norm 0.2005, swav 0.0000 LR: 7.100e-02 Score 96.351 Data time: 0.2832, Forward time: 2.3612, Backward time: 3.2416, DDP time: 0.0035, Total iter time: 6.1702 [2020-11-08 13:28:49,881][root][INFO] - ===> Epoch[316](1582/5): Loss -0.6562, Sem 0.1061, dir -0.9571, norm 0.1949, swav 0.0000 LR: 7.098e-02 Score 96.555 Data time: 0.2072, Forward time: 2.3585, Backward time: 3.2302, DDP time: 0.0035, Total iter time: 4.6931 [2020-11-08 13:28:56,066][root][INFO] - ===> Epoch[316](1583/5): Loss -0.6398, Sem 0.1049, dir -0.9539, norm 0.2092, swav 0.0000 LR: 7.096e-02 Score 96.414 Data time: 0.2175, Forward time: 2.3581, Backward time: 3.2331, DDP time: 0.0035, Total iter time: 6.0844 [2020-11-08 13:29:01,930][root][INFO] - ===> Epoch[316](1584/5): Loss -0.6661, Sem 0.1075, dir -0.9598, norm 0.1862, swav 0.0000 LR: 7.094e-02 Score 96.365 Data time: 0.2096, Forward time: 2.3563, Backward time: 3.2330, DDP time: 0.0035, Total iter time: 5.7381 [2020-11-08 13:29:07,923][root][INFO] - ===> Epoch[316](1585/5): Loss -0.6333, Sem 0.1235, dir -0.9570, norm 0.2002, swav 0.0000 LR: 7.092e-02 Score 95.842 Data time: 0.1688, Forward time: 2.3496, Backward time: 3.2398, DDP time: 0.0035, Total iter time: 5.8863 [2020-11-08 13:29:13,688][root][INFO] - ===> Epoch[317](1586/5): Loss -0.6467, Sem 0.1132, dir -0.9609, norm 0.2010, swav 0.0000 LR: 7.090e-02 Score 96.351 Data time: 0.1699, Forward time: 2.3426, Backward time: 3.2446, DDP time: 0.0035, Total iter time: 5.6880 [2020-11-08 13:29:19,611][root][INFO] - ===> Epoch[317](1587/5): Loss -0.6600, Sem 0.1023, dir -0.9616, norm 0.1993, swav 0.0000 LR: 7.089e-02 Score 96.588 Data time: 0.1722, Forward time: 2.3368, Backward time: 3.2501, DDP time: 0.0035, Total iter time: 5.8495 [2020-11-08 13:29:26,166][root][INFO] - ===> Epoch[317](1588/5): Loss -0.6571, Sem 0.1075, dir -0.9600, norm 0.1955, swav 0.0000 LR: 7.087e-02 Score 96.356 Data time: 0.2179, Forward time: 2.3380, Backward time: 3.2550, DDP time: 0.0035, Total iter time: 6.4296 [2020-11-08 13:29:32,789][root][INFO] - ===> Epoch[317](1589/5): Loss -0.6534, Sem 0.1131, dir -0.9546, norm 0.1882, swav 0.0000 LR: 7.085e-02 Score 96.307 Data time: 0.1322, Forward time: 2.3277, Backward time: 3.2739, DDP time: 0.0035, Total iter time: 6.4969 [2020-11-08 13:29:37,813][root][INFO] - ===> Epoch[317](1590/5): Loss -0.6398, Sem 0.1227, dir -0.9563, norm 0.1937, swav 0.0000 LR: 7.083e-02 Score 95.900 Data time: 0.2301, Forward time: 2.3278, Backward time: 3.2636, DDP time: 0.0035, Total iter time: 4.9365 [2020-11-08 13:29:43,933][root][INFO] - ===> Epoch[318](1591/5): Loss -0.6985, Sem 0.1039, dir -0.9633, norm 0.1609, swav 0.0000 LR: 7.081e-02 Score 96.412 Data time: 0.2695, Forward time: 2.3325, Backward time: 3.2592, DDP time: 0.0035, Total iter time: 6.0013 [2020-11-08 13:29:50,815][root][INFO] - ===> Epoch[318](1592/5): Loss -0.6402, Sem 0.1129, dir -0.9565, norm 0.2035, swav 0.0000 LR: 7.079e-02 Score 96.243 Data time: 0.3246, Forward time: 2.3424, Backward time: 3.2581, DDP time: 0.0035, Total iter time: 6.7675 [2020-11-08 13:29:56,492][root][INFO] - ===> Epoch[318](1593/5): Loss -0.6337, Sem 0.1142, dir -0.9596, norm 0.2117, swav 0.0000 LR: 7.077e-02 Score 96.268 Data time: 0.1947, Forward time: 2.3393, Backward time: 3.2576, DDP time: 0.0035, Total iter time: 5.5509 [2020-11-08 13:30:01,760][root][INFO] - ===> Epoch[318](1594/5): Loss -0.6665, Sem 0.1082, dir -0.9572, norm 0.1824, swav 0.0000 LR: 7.075e-02 Score 96.435 Data time: 0.2174, Forward time: 2.3395, Backward time: 3.2500, DDP time: 0.0035, Total iter time: 5.1560 [2020-11-08 13:30:08,085][root][INFO] - ===> Epoch[318](1595/5): Loss -0.6427, Sem 0.1222, dir -0.9560, norm 0.1910, swav 0.0000 LR: 7.074e-02 Score 95.912 Data time: 0.2257, Forward time: 2.3379, Backward time: 3.2544, DDP time: 0.0035, Total iter time: 6.1975 [2020-11-08 13:30:13,564][root][INFO] - ===> Epoch[319](1596/5): Loss -0.6520, Sem 0.1124, dir -0.9601, norm 0.1957, swav 0.0000 LR: 7.072e-02 Score 96.275 Data time: 0.2617, Forward time: 2.3432, Backward time: 3.2441, DDP time: 0.0035, Total iter time: 5.3875 [2020-11-08 13:30:19,551][root][INFO] - ===> Epoch[319](1597/5): Loss -0.6314, Sem 0.1095, dir -0.9573, norm 0.2163, swav 0.0000 LR: 7.070e-02 Score 96.339 Data time: 0.2679, Forward time: 2.3463, Backward time: 3.2406, DDP time: 0.0035, Total iter time: 5.8713 [2020-11-08 13:30:25,058][root][INFO] - ===> Epoch[319](1598/5): Loss -0.6617, Sem 0.1092, dir -0.9562, norm 0.1853, swav 0.0000 LR: 7.068e-02 Score 96.310 Data time: 0.1602, Forward time: 2.3404, Backward time: 3.2418, DDP time: 0.0035, Total iter time: 5.3905 [2020-11-08 13:30:31,233][root][INFO] - ===> Epoch[319](1599/5): Loss -0.6410, Sem 0.1180, dir -0.9546, norm 0.1956, swav 0.0000 LR: 7.066e-02 Score 96.033 Data time: 0.2123, Forward time: 2.3402, Backward time: 3.2442, DDP time: 0.0035, Total iter time: 6.0915 [2020-11-08 13:30:36,548][root][INFO] - ===> Epoch[319](1600/5): Loss -0.6723, Sem 0.1027, dir -0.9614, norm 0.1864, swav 0.0000 LR: 7.064e-02 Score 96.590 Data time: 0.2203, Forward time: 2.3411, Backward time: 3.2371, DDP time: 0.0035, Total iter time: 5.1950 [2020-11-08 13:30:41,952][root][INFO] - ===> Epoch[320](1601/5): Loss -0.6746, Sem 0.1031, dir -0.9626, norm 0.1848, swav 0.0000 LR: 7.062e-02 Score 96.593 Data time: 0.1770, Forward time: 2.3374, Backward time: 3.2353, DDP time: 0.0035, Total iter time: 5.2861 [2020-11-08 13:30:47,617][root][INFO] - ===> Epoch[320](1602/5): Loss -0.6489, Sem 0.1124, dir -0.9542, norm 0.1929, swav 0.0000 LR: 7.060e-02 Score 96.234 Data time: 0.1965, Forward time: 2.3342, Backward time: 3.2354, DDP time: 0.0035, Total iter time: 5.5474 [2020-11-08 13:30:52,684][root][INFO] - ===> Epoch[320](1603/5): Loss -0.6588, Sem 0.1047, dir -0.9571, norm 0.1935, swav 0.0000 LR: 7.059e-02 Score 96.708 Data time: 0.2483, Forward time: 2.3362, Backward time: 3.2248, DDP time: 0.0035, Total iter time: 4.9435 [2020-11-08 13:30:59,026][root][INFO] - ===> Epoch[320](1604/5): Loss -0.6562, Sem 0.1075, dir -0.9600, norm 0.1963, swav 0.0000 LR: 7.057e-02 Score 96.449 Data time: 0.2688, Forward time: 2.3408, Backward time: 3.2234, DDP time: 0.0035, Total iter time: 6.2233 [2020-11-08 13:31:05,518][root][INFO] - ===> Epoch[320](1605/5): Loss -0.6568, Sem 0.1102, dir -0.9606, norm 0.1935, swav 0.0000 LR: 7.055e-02 Score 96.278 Data time: 0.1708, Forward time: 2.3377, Backward time: 3.2311, DDP time: 0.0036, Total iter time: 6.3522 [2020-11-08 13:31:10,640][root][INFO] - ===> Epoch[321](1606/5): Loss -0.6785, Sem 0.1034, dir -0.9636, norm 0.1818, swav 0.0000 LR: 7.053e-02 Score 96.505 Data time: 0.1485, Forward time: 2.3301, Backward time: 3.2309, DDP time: 0.0036, Total iter time: 4.9969 [2020-11-08 13:31:16,356][root][INFO] - ===> Epoch[321](1607/5): Loss -0.6433, Sem 0.1144, dir -0.9577, norm 0.2000, swav 0.0000 LR: 7.051e-02 Score 96.291 Data time: 0.1958, Forward time: 2.3287, Backward time: 3.2307, DDP time: 0.0036, Total iter time: 5.6571 [2020-11-08 13:31:22,913][root][INFO] - ===> Epoch[321](1608/5): Loss -0.6542, Sem 0.1084, dir -0.9577, norm 0.1951, swav 0.0000 LR: 7.049e-02 Score 96.368 Data time: 0.2255, Forward time: 2.3278, Backward time: 3.2368, DDP time: 0.0036, Total iter time: 6.4434 [2020-11-08 13:31:29,043][root][INFO] - ===> Epoch[321](1609/5): Loss -0.6817, Sem 0.1026, dir -0.9589, norm 0.1745, swav 0.0000 LR: 7.047e-02 Score 96.589 Data time: 0.2439, Forward time: 2.3309, Backward time: 3.2346, DDP time: 0.0036, Total iter time: 5.9986 [2020-11-08 13:31:36,221][root][INFO] - ===> Epoch[321](1610/5): Loss -0.6178, Sem 0.1152, dir -0.9559, norm 0.2229, swav 0.0000 LR: 7.046e-02 Score 96.086 Data time: 0.2493, Forward time: 2.3335, Backward time: 3.2425, DDP time: 0.0036, Total iter time: 7.0623 [2020-11-08 13:31:44,481][root][INFO] - ===> Epoch[322](1611/5): Loss -0.6617, Sem 0.1024, dir -0.9577, norm 0.1936, swav 0.0000 LR: 7.044e-02 Score 96.572 Data time: 0.2059, Forward time: 2.3325, Backward time: 3.2629, DDP time: 0.0036, Total iter time: 8.1285 [2020-11-08 13:31:50,016][root][INFO] - ===> Epoch[322](1612/5): Loss -0.6673, Sem 0.1101, dir -0.9625, norm 0.1852, swav 0.0000 LR: 7.042e-02 Score 96.461 Data time: 0.2217, Forward time: 2.3323, Backward time: 3.2590, DDP time: 0.0036, Total iter time: 5.4237 [2020-11-08 13:31:54,828][root][INFO] - ===> Epoch[322](1613/5): Loss -0.6615, Sem 0.1035, dir -0.9612, norm 0.1962, swav 0.0000 LR: 7.040e-02 Score 96.560 Data time: 0.2068, Forward time: 2.3305, Backward time: 3.2508, DDP time: 0.0036, Total iter time: 4.6918 [2020-11-08 13:32:00,062][root][INFO] - ===> Epoch[322](1614/5): Loss -0.6567, Sem 0.1157, dir -0.9569, norm 0.1844, swav 0.0000 LR: 7.038e-02 Score 96.209 Data time: 0.2316, Forward time: 2.3313, Backward time: 3.2439, DDP time: 0.0036, Total iter time: 5.1446 [2020-11-08 13:32:06,194][root][INFO] - ===> Epoch[322](1615/5): Loss -0.6220, Sem 0.1255, dir -0.9588, norm 0.2113, swav 0.0000 LR: 7.036e-02 Score 95.847 Data time: 0.2332, Forward time: 2.3298, Backward time: 3.2462, DDP time: 0.0036, Total iter time: 6.0040 [2020-11-08 13:32:12,113][root][INFO] - ===> Epoch[323](1616/5): Loss -0.6446, Sem 0.1164, dir -0.9561, norm 0.1950, swav 0.0000 LR: 7.034e-02 Score 96.300 Data time: 0.2291, Forward time: 2.3290, Backward time: 3.2460, DDP time: 0.0036, Total iter time: 5.8173 [2020-11-08 13:32:17,877][root][INFO] - ===> Epoch[323](1617/5): Loss -0.6480, Sem 0.1194, dir -0.9576, norm 0.1902, swav 0.0000 LR: 7.032e-02 Score 96.042 Data time: 0.2232, Forward time: 2.3314, Backward time: 3.2423, DDP time: 0.0036, Total iter time: 5.6593 [2020-11-08 13:32:22,833][root][INFO] - ===> Epoch[323](1618/5): Loss -0.6489, Sem 0.1170, dir -0.9608, norm 0.1949, swav 0.0000 LR: 7.031e-02 Score 96.226 Data time: 0.1981, Forward time: 2.3295, Backward time: 3.2356, DDP time: 0.0036, Total iter time: 4.8169 [2020-11-08 13:32:27,949][root][INFO] - ===> Epoch[323](1619/5): Loss -0.6795, Sem 0.0915, dir -0.9605, norm 0.1896, swav 0.0000 LR: 7.029e-02 Score 96.885 Data time: 0.2149, Forward time: 2.3287, Backward time: 3.2295, DDP time: 0.0036, Total iter time: 5.0102 [2020-11-08 13:32:35,202][root][INFO] - ===> Epoch[323](1620/5): Loss -0.6545, Sem 0.1042, dir -0.9542, norm 0.1956, swav 0.0000 LR: 7.027e-02 Score 96.473 Data time: 0.2210, Forward time: 2.3287, Backward time: 3.2398, DDP time: 0.0036, Total iter time: 7.1215 [2020-11-08 13:32:42,336][root][INFO] - ===> Epoch[324](1621/5): Loss -0.6510, Sem 0.1034, dir -0.9591, norm 0.2047, swav 0.0000 LR: 7.025e-02 Score 96.561 Data time: 0.1551, Forward time: 2.3239, Backward time: 3.2538, DDP time: 0.0036, Total iter time: 7.0119 [2020-11-08 13:32:47,706][root][INFO] - ===> Epoch[324](1622/5): Loss -0.6866, Sem 0.1005, dir -0.9660, norm 0.1789, swav 0.0000 LR: 7.023e-02 Score 96.844 Data time: 0.1995, Forward time: 2.3215, Backward time: 3.2515, DDP time: 0.0036, Total iter time: 5.2789 [2020-11-08 13:32:52,263][root][INFO] - ===> Epoch[324](1623/5): Loss -0.6662, Sem 0.1142, dir -0.9606, norm 0.1803, swav 0.0000 LR: 7.021e-02 Score 96.246 Data time: 0.1325, Forward time: 2.3147, Backward time: 3.2476, DDP time: 0.0036, Total iter time: 4.4797 [2020-11-08 13:32:57,319][root][INFO] - ===> Epoch[324](1624/5): Loss -0.6572, Sem 0.1097, dir -0.9556, norm 0.1888, swav 0.0000 LR: 7.019e-02 Score 96.472 Data time: 0.1809, Forward time: 2.3111, Backward time: 3.2439, DDP time: 0.0036, Total iter time: 4.9855 [2020-11-08 13:33:03,969][root][INFO] - ===> Epoch[324](1625/5): Loss -0.6461, Sem 0.1120, dir -0.9582, norm 0.2001, swav 0.0000 LR: 7.017e-02 Score 96.160 Data time: 0.2534, Forward time: 2.3134, Backward time: 3.2469, DDP time: 0.0036, Total iter time: 6.5462 [2020-11-08 13:33:09,008][root][INFO] - ===> Epoch[325](1626/5): Loss -0.6499, Sem 0.1116, dir -0.9555, norm 0.1940, swav 0.0000 LR: 7.016e-02 Score 96.257 Data time: 0.2535, Forward time: 2.3129, Backward time: 3.2398, DDP time: 0.0036, Total iter time: 4.8989 [2020-11-08 13:33:14,815][root][INFO] - ===> Epoch[325](1627/5): Loss -0.6421, Sem 0.1206, dir -0.9550, norm 0.1923, swav 0.0000 LR: 7.014e-02 Score 95.944 Data time: 0.1729, Forward time: 2.3088, Backward time: 3.2425, DDP time: 0.0036, Total iter time: 5.6918 [2020-11-08 13:33:20,435][root][INFO] - ===> Epoch[325](1628/5): Loss -0.6484, Sem 0.0917, dir -0.9600, norm 0.2199, swav 0.0000 LR: 7.012e-02 Score 97.024 Data time: 0.2043, Forward time: 2.3067, Backward time: 3.2423, DDP time: 0.0036, Total iter time: 5.5372 [2020-11-08 13:33:26,831][root][INFO] - ===> Epoch[325](1629/5): Loss -0.6549, Sem 0.1004, dir -0.9566, norm 0.2013, swav 0.0000 LR: 7.010e-02 Score 96.647 Data time: 0.3081, Forward time: 2.3111, Backward time: 3.2409, DDP time: 0.0036, Total iter time: 6.2769 [2020-11-08 13:33:32,176][root][INFO] - ===> Epoch[325](1630/5): Loss -0.6724, Sem 0.1132, dir -0.9629, norm 0.1773, swav 0.0000 LR: 7.008e-02 Score 96.278 Data time: 0.2525, Forward time: 2.3140, Backward time: 3.2330, DDP time: 0.0036, Total iter time: 5.1930 [2020-11-08 13:33:38,131][root][INFO] - ===> Epoch[326](1631/5): Loss -0.6557, Sem 0.1161, dir -0.9586, norm 0.1868, swav 0.0000 LR: 7.006e-02 Score 96.133 Data time: 0.2344, Forward time: 2.3135, Backward time: 3.2333, DDP time: 0.0036, Total iter time: 5.8427 [2020-11-08 13:33:43,784][root][INFO] - ===> Epoch[326](1632/5): Loss -0.6844, Sem 0.0987, dir -0.9644, norm 0.1814, swav 0.0000 LR: 7.004e-02 Score 96.696 Data time: 0.2464, Forward time: 2.3162, Backward time: 3.2284, DDP time: 0.0036, Total iter time: 5.5347 [2020-11-08 13:33:50,033][root][INFO] - ===> Epoch[326](1633/5): Loss -0.6682, Sem 0.1066, dir -0.9574, norm 0.1827, swav 0.0000 LR: 7.002e-02 Score 96.456 Data time: 0.3197, Forward time: 2.3220, Backward time: 3.2241, DDP time: 0.0036, Total iter time: 6.1057 [2020-11-08 13:33:55,191][root][INFO] - ===> Epoch[326](1634/5): Loss -0.6940, Sem 0.1036, dir -0.9662, norm 0.1686, swav 0.0000 LR: 7.001e-02 Score 96.528 Data time: 0.2495, Forward time: 2.3248, Backward time: 3.2155, DDP time: 0.0036, Total iter time: 5.0445 [2020-11-08 13:34:00,789][root][INFO] - ===> Epoch[326](1635/5): Loss -0.6554, Sem 0.1120, dir -0.9603, norm 0.1928, swav 0.0000 LR: 6.999e-02 Score 96.272 Data time: 0.2773, Forward time: 2.3289, Backward time: 3.2088, DDP time: 0.0036, Total iter time: 5.4825 [2020-11-08 13:34:06,559][root][INFO] - ===> Epoch[327](1636/5): Loss -0.6656, Sem 0.1158, dir -0.9627, norm 0.1813, swav 0.0000 LR: 6.997e-02 Score 96.225 Data time: 0.2200, Forward time: 2.3305, Backward time: 3.2061, DDP time: 0.0036, Total iter time: 5.6437 [2020-11-08 13:34:12,740][root][INFO] - ===> Epoch[327](1637/5): Loss -0.6700, Sem 0.1117, dir -0.9592, norm 0.1775, swav 0.0000 LR: 6.995e-02 Score 96.198 Data time: 0.2929, Forward time: 2.3360, Backward time: 3.2019, DDP time: 0.0036, Total iter time: 6.0485 [2020-11-08 13:34:17,849][root][INFO] - ===> Epoch[327](1638/5): Loss -0.6451, Sem 0.1084, dir -0.9570, norm 0.2034, swav 0.0000 LR: 6.993e-02 Score 96.406 Data time: 0.1746, Forward time: 2.3331, Backward time: 3.1989, DDP time: 0.0036, Total iter time: 4.9848 [2020-11-08 13:34:23,266][root][INFO] - ===> Epoch[327](1639/5): Loss -0.6766, Sem 0.1079, dir -0.9667, norm 0.1822, swav 0.0000 LR: 6.991e-02 Score 96.467 Data time: 0.2274, Forward time: 2.3335, Backward time: 3.1951, DDP time: 0.0036, Total iter time: 5.3245 [2020-11-08 13:34:28,901][root][INFO] - ===> Epoch[327](1640/5): Loss -0.6310, Sem 0.1100, dir -0.9511, norm 0.2101, swav 0.0000 LR: 6.989e-02 Score 96.446 Data time: 0.1971, Forward time: 2.3319, Backward time: 3.1947, DDP time: 0.0036, Total iter time: 5.5183 [2020-11-08 13:34:34,359][root][INFO] - ===> Epoch[328](1641/5): Loss -0.6822, Sem 0.1036, dir -0.9624, norm 0.1766, swav 0.0000 LR: 6.987e-02 Score 96.534 Data time: 0.2459, Forward time: 2.3348, Backward time: 3.1887, DDP time: 0.0036, Total iter time: 5.3634 [2020-11-08 13:34:41,553][root][INFO] - ===> Epoch[328](1642/5): Loss -0.6483, Sem 0.1104, dir -0.9542, norm 0.1955, swav 0.0000 LR: 6.986e-02 Score 96.343 Data time: 0.1622, Forward time: 2.3316, Backward time: 3.2007, DDP time: 0.0036, Total iter time: 7.0731 [2020-11-08 13:34:47,151][root][INFO] - ===> Epoch[328](1643/5): Loss -0.6279, Sem 0.1188, dir -0.9569, norm 0.2103, swav 0.0000 LR: 6.984e-02 Score 96.372 Data time: 0.2073, Forward time: 2.3295, Backward time: 3.2004, DDP time: 0.0036, Total iter time: 5.4845 [2020-11-08 13:34:53,334][root][INFO] - ===> Epoch[328](1644/5): Loss -0.6572, Sem 0.1164, dir -0.9609, norm 0.1873, swav 0.0000 LR: 6.982e-02 Score 96.121 Data time: 0.3048, Forward time: 2.3359, Backward time: 3.1957, DDP time: 0.0036, Total iter time: 6.0857 [2020-11-08 13:35:00,173][root][INFO] - ===> Epoch[328](1645/5): Loss -0.6765, Sem 0.1140, dir -0.9612, norm 0.1707, swav 0.0000 LR: 6.980e-02 Score 96.174 Data time: 0.2086, Forward time: 2.3349, Backward time: 3.2025, DDP time: 0.0036, Total iter time: 6.7006 [2020-11-08 13:35:06,153][root][INFO] - ===> Epoch[329](1646/5): Loss -0.6566, Sem 0.1110, dir -0.9592, norm 0.1916, swav 0.0000 LR: 6.978e-02 Score 96.206 Data time: 0.2472, Forward time: 2.3366, Backward time: 3.2005, DDP time: 0.0036, Total iter time: 5.8692 [2020-11-08 13:35:12,610][root][INFO] - ===> Epoch[329](1647/5): Loss -0.6553, Sem 0.1137, dir -0.9581, norm 0.1891, swav 0.0000 LR: 6.976e-02 Score 96.133 Data time: 0.2157, Forward time: 2.3357, Backward time: 3.2046, DDP time: 0.0036, Total iter time: 6.3439 [2020-11-08 13:35:18,045][root][INFO] - ===> Epoch[329](1648/5): Loss -0.6570, Sem 0.1103, dir -0.9614, norm 0.1941, swav 0.0000 LR: 6.974e-02 Score 96.254 Data time: 0.2010, Forward time: 2.3340, Backward time: 3.2031, DDP time: 0.0036, Total iter time: 5.3334 [2020-11-08 13:35:25,441][root][INFO] - ===> Epoch[329](1649/5): Loss -0.6537, Sem 0.1138, dir -0.9590, norm 0.1915, swav 0.0000 LR: 6.973e-02 Score 96.124 Data time: 0.2300, Forward time: 2.3343, Backward time: 3.2120, DDP time: 0.0036, Total iter time: 7.2855 [2020-11-08 13:35:32,610][root][INFO] - ===> Epoch[329](1650/5): Loss -0.6250, Sem 0.1191, dir -0.9563, norm 0.2121, swav 0.0000 LR: 6.971e-02 Score 96.251 Data time: 0.1830, Forward time: 2.3316, Backward time: 3.2223, DDP time: 0.0036, Total iter time: 7.0349 [2020-11-08 13:35:38,002][root][INFO] - ===> Epoch[330](1651/5): Loss -0.6819, Sem 0.0948, dir -0.9639, norm 0.1873, swav 0.0000 LR: 6.969e-02 Score 96.915 Data time: 0.1395, Forward time: 2.3272, Backward time: 3.2236, DDP time: 0.0036, Total iter time: 5.3121 [2020-11-08 13:35:44,285][root][INFO] - ===> Epoch[330](1652/5): Loss -0.6675, Sem 0.1062, dir -0.9587, norm 0.1850, swav 0.0000 LR: 6.967e-02 Score 96.482 Data time: 0.1648, Forward time: 2.3233, Backward time: 3.2298, DDP time: 0.0036, Total iter time: 6.1976 [2020-11-08 13:35:49,078][root][INFO] - ===> Epoch[330](1653/5): Loss -0.6738, Sem 0.1034, dir -0.9592, norm 0.1820, swav 0.0000 LR: 6.965e-02 Score 96.465 Data time: 0.2895, Forward time: 2.3239, Backward time: 3.2215, DDP time: 0.0036, Total iter time: 4.6804 [2020-11-08 13:35:56,090][root][INFO] - ===> Epoch[330](1654/5): Loss -0.6595, Sem 0.1067, dir -0.9532, norm 0.1869, swav 0.0000 LR: 6.963e-02 Score 96.499 Data time: 0.3864, Forward time: 2.3318, Backward time: 3.2199, DDP time: 0.0036, Total iter time: 6.9045 [2020-11-08 13:36:02,217][root][INFO] - ===> Epoch[330](1655/5): Loss -0.6457, Sem 0.1125, dir -0.9609, norm 0.2027, swav 0.0000 LR: 6.961e-02 Score 96.181 Data time: 0.2684, Forward time: 2.3376, Backward time: 3.2151, DDP time: 0.0036, Total iter time: 5.9976 [2020-11-08 13:36:07,165][root][INFO] - ===> Epoch[331](1656/5): Loss -0.6419, Sem 0.1209, dir -0.9573, norm 0.1945, swav 0.0000 LR: 6.959e-02 Score 95.873 Data time: 0.1486, Forward time: 2.3339, Backward time: 3.2126, DDP time: 0.0036, Total iter time: 4.8165 [2020-11-08 13:36:13,080][root][INFO] - ===> Epoch[331](1657/5): Loss -0.6640, Sem 0.0993, dir -0.9605, norm 0.1972, swav 0.0000 LR: 6.958e-02 Score 96.706 Data time: 0.1876, Forward time: 2.3308, Backward time: 3.2154, DDP time: 0.0036, Total iter time: 5.8158 [2020-11-08 13:36:19,129][root][INFO] - ===> Epoch[331](1658/5): Loss -0.6305, Sem 0.1178, dir -0.9579, norm 0.2095, swav 0.0000 LR: 6.956e-02 Score 96.027 Data time: 0.2001, Forward time: 2.3300, Backward time: 3.2169, DDP time: 0.0036, Total iter time: 5.9454 [2020-11-08 13:36:25,820][root][INFO] - ===> Epoch[331](1659/5): Loss -0.6373, Sem 0.1155, dir -0.9537, norm 0.2009, swav 0.0000 LR: 6.954e-02 Score 96.310 Data time: 0.2380, Forward time: 2.3319, Backward time: 3.2196, DDP time: 0.0036, Total iter time: 6.5747 [2020-11-08 13:36:30,640][root][INFO] - ===> Epoch[331](1660/5): Loss -0.6385, Sem 0.1126, dir -0.9495, norm 0.1983, swav 0.0000 LR: 6.952e-02 Score 96.329 Data time: 0.1993, Forward time: 2.3307, Backward time: 3.2137, DDP time: 0.0036, Total iter time: 4.6793 [2020-11-08 13:36:35,911][root][INFO] - ===> Epoch[332](1661/5): Loss -0.6594, Sem 0.1019, dir -0.9546, norm 0.1933, swav 0.0000 LR: 6.950e-02 Score 96.715 Data time: 0.2163, Forward time: 2.3303, Backward time: 3.2100, DDP time: 0.0036, Total iter time: 5.1568 [2020-11-08 13:36:41,718][root][INFO] - ===> Epoch[332](1662/5): Loss -0.6256, Sem 0.1110, dir -0.9531, norm 0.2165, swav 0.0000 LR: 6.948e-02 Score 96.340 Data time: 0.1713, Forward time: 2.3285, Backward time: 3.2112, DDP time: 0.0036, Total iter time: 5.6996 [2020-11-08 13:36:47,720][root][INFO] - ===> Epoch[332](1663/5): Loss -0.6599, Sem 0.1090, dir -0.9613, norm 0.1925, swav 0.0000 LR: 6.946e-02 Score 96.475 Data time: 0.1671, Forward time: 2.3252, Backward time: 3.2147, DDP time: 0.0036, Total iter time: 5.9008 [2020-11-08 13:36:53,724][root][INFO] - ===> Epoch[332](1664/5): Loss -0.6183, Sem 0.1152, dir -0.9553, norm 0.2218, swav 0.0000 LR: 6.944e-02 Score 96.182 Data time: 0.1960, Forward time: 2.3226, Backward time: 3.2176, DDP time: 0.0036, Total iter time: 5.9121 [2020-11-08 13:37:00,367][root][INFO] - ===> Epoch[332](1665/5): Loss -0.6550, Sem 0.1129, dir -0.9535, norm 0.1856, swav 0.0000 LR: 6.943e-02 Score 96.224 Data time: 0.2307, Forward time: 2.3243, Backward time: 3.2203, DDP time: 0.0036, Total iter time: 6.5476 [2020-11-08 13:37:06,780][root][INFO] - ===> Epoch[333](1666/5): Loss -0.6252, Sem 0.1219, dir -0.9561, norm 0.2090, swav 0.0000 LR: 6.941e-02 Score 96.045 Data time: 0.2278, Forward time: 2.3243, Backward time: 3.2227, DDP time: 0.0036, Total iter time: 6.2829 [2020-11-08 13:37:12,201][root][INFO] - ===> Epoch[333](1667/5): Loss -0.6412, Sem 0.1108, dir -0.9540, norm 0.2020, swav 0.0000 LR: 6.939e-02 Score 96.296 Data time: 0.2315, Forward time: 2.3245, Backward time: 3.2194, DDP time: 0.0036, Total iter time: 5.3104 [2020-11-08 13:37:17,031][root][INFO] - ===> Epoch[333](1668/5): Loss -0.6544, Sem 0.1089, dir -0.9584, norm 0.1950, swav 0.0000 LR: 6.937e-02 Score 96.347 Data time: 0.2473, Forward time: 2.3243, Backward time: 3.2129, DDP time: 0.0036, Total iter time: 4.7038 [2020-11-08 13:37:22,731][root][INFO] - ===> Epoch[333](1669/5): Loss -0.6348, Sem 0.1145, dir -0.9601, norm 0.2108, swav 0.0000 LR: 6.935e-02 Score 96.333 Data time: 0.2619, Forward time: 2.3274, Backward time: 3.2085, DDP time: 0.0036, Total iter time: 5.5921 [2020-11-08 13:37:28,246][root][INFO] - ===> Epoch[333](1670/5): Loss -0.6403, Sem 0.1185, dir -0.9530, norm 0.1941, swav 0.0000 LR: 6.933e-02 Score 96.086 Data time: 0.2805, Forward time: 2.3305, Backward time: 3.2028, DDP time: 0.0036, Total iter time: 5.3833 [2020-11-08 13:37:33,812][root][INFO] - ===> Epoch[334](1671/5): Loss -0.6687, Sem 0.0893, dir -0.9610, norm 0.2030, swav 0.0000 LR: 6.931e-02 Score 97.042 Data time: 0.2679, Forward time: 2.3340, Backward time: 3.1971, DDP time: 0.0036, Total iter time: 5.4428 [2020-11-08 13:37:39,894][root][INFO] - ===> Epoch[334](1672/5): Loss -0.6380, Sem 0.1146, dir -0.9580, norm 0.2054, swav 0.0000 LR: 6.929e-02 Score 96.268 Data time: 0.2753, Forward time: 2.3368, Backward time: 3.1947, DDP time: 0.0036, Total iter time: 5.9309 [2020-11-08 13:37:44,899][root][INFO] - ===> Epoch[334](1673/5): Loss -0.6740, Sem 0.1004, dir -0.9605, norm 0.1861, swav 0.0000 LR: 6.928e-02 Score 96.634 Data time: 0.2006, Forward time: 2.3365, Backward time: 3.1899, DDP time: 0.0036, Total iter time: 4.8765 [2020-11-08 13:37:50,738][root][INFO] - ===> Epoch[334](1674/5): Loss -0.6577, Sem 0.1121, dir -0.9597, norm 0.1900, swav 0.0000 LR: 6.926e-02 Score 96.212 Data time: 0.1948, Forward time: 2.3352, Backward time: 3.1907, DDP time: 0.0036, Total iter time: 5.7209 [2020-11-08 13:37:57,516][root][INFO] - ===> Epoch[334](1675/5): Loss -0.6314, Sem 0.1179, dir -0.9535, norm 0.2043, swav 0.0000 LR: 6.924e-02 Score 96.103 Data time: 0.1746, Forward time: 2.3318, Backward time: 3.1988, DDP time: 0.0036, Total iter time: 6.6912 [2020-11-08 13:38:03,711][root][INFO] - ===> Epoch[335](1676/5): Loss -0.6202, Sem 0.1070, dir -0.9541, norm 0.2268, swav 0.0000 LR: 6.922e-02 Score 96.382 Data time: 0.2059, Forward time: 2.3308, Backward time: 3.2013, DDP time: 0.0036, Total iter time: 6.1175 [2020-11-08 13:38:10,499][root][INFO] - ===> Epoch[335](1677/5): Loss -0.6580, Sem 0.1074, dir -0.9555, norm 0.1900, swav 0.0000 LR: 6.920e-02 Score 96.414 Data time: 0.1419, Forward time: 2.3258, Backward time: 3.2120, DDP time: 0.0036, Total iter time: 6.6957 [2020-11-08 13:38:17,140][root][INFO] - ===> Epoch[335](1678/5): Loss -0.6483, Sem 0.1053, dir -0.9542, norm 0.2006, swav 0.0000 LR: 6.918e-02 Score 96.472 Data time: 0.2178, Forward time: 2.3267, Backward time: 3.2151, DDP time: 0.0036, Total iter time: 6.5852 [2020-11-08 13:38:22,964][root][INFO] - ===> Epoch[335](1679/5): Loss -0.6389, Sem 0.1106, dir -0.9538, norm 0.2043, swav 0.0000 LR: 6.916e-02 Score 96.403 Data time: 0.1712, Forward time: 2.3247, Backward time: 3.2167, DDP time: 0.0036, Total iter time: 5.7292 [2020-11-08 13:38:29,853][root][INFO] - ===> Epoch[335](1680/5): Loss -0.6526, Sem 0.1192, dir -0.9597, norm 0.1879, swav 0.0000 LR: 6.914e-02 Score 95.964 Data time: 0.1661, Forward time: 2.3219, Backward time: 3.2247, DDP time: 0.0036, Total iter time: 6.8042 [2020-11-08 13:38:36,137][root][INFO] - ===> Epoch[336](1681/5): Loss -0.6229, Sem 0.1090, dir -0.9544, norm 0.2225, swav 0.0000 LR: 6.913e-02 Score 96.514 Data time: 0.1808, Forward time: 2.3192, Backward time: 3.2292, DDP time: 0.0036, Total iter time: 6.1996 [2020-11-08 13:38:41,989][root][INFO] - ===> Epoch[336](1682/5): Loss -0.6437, Sem 0.1149, dir -0.9559, norm 0.1973, swav 0.0000 LR: 6.911e-02 Score 96.116 Data time: 0.2754, Forward time: 2.3207, Backward time: 3.2271, DDP time: 0.0036, Total iter time: 5.7420 [2020-11-08 13:38:46,959][root][INFO] - ===> Epoch[336](1683/5): Loss -0.6728, Sem 0.1068, dir -0.9623, norm 0.1827, swav 0.0000 LR: 6.909e-02 Score 96.529 Data time: 0.2076, Forward time: 2.3208, Backward time: 3.2218, DDP time: 0.0036, Total iter time: 4.8481 [2020-11-08 13:38:53,237][root][INFO] - ===> Epoch[336](1684/5): Loss -0.6546, Sem 0.1163, dir -0.9572, norm 0.1864, swav 0.0000 LR: 6.907e-02 Score 96.060 Data time: 0.1391, Forward time: 2.3169, Backward time: 3.2275, DDP time: 0.0036, Total iter time: 6.1713 [2020-11-08 13:38:59,880][root][INFO] - ===> Epoch[336](1685/5): Loss -0.6168, Sem 0.1102, dir -0.9541, norm 0.2271, swav 0.0000 LR: 6.905e-02 Score 96.329 Data time: 0.1460, Forward time: 2.3117, Backward time: 3.2374, DDP time: 0.0036, Total iter time: 6.5805 [2020-11-08 13:39:06,888][root][INFO] - ===> Epoch[337](1686/5): Loss -0.6681, Sem 0.1121, dir -0.9590, norm 0.1788, swav 0.0000 LR: 6.903e-02 Score 96.198 Data time: 0.2749, Forward time: 2.3145, Backward time: 3.2404, DDP time: 0.0036, Total iter time: 6.9737 [2020-11-08 13:39:12,451][root][INFO] - ===> Epoch[337](1687/5): Loss -0.6407, Sem 0.1107, dir -0.9572, norm 0.2058, swav 0.0000 LR: 6.901e-02 Score 96.294 Data time: 0.1773, Forward time: 2.3128, Backward time: 3.2401, DDP time: 0.0036, Total iter time: 5.4535 [2020-11-08 13:39:18,411][root][INFO] - ===> Epoch[337](1688/5): Loss -0.6498, Sem 0.1168, dir -0.9595, norm 0.1929, swav 0.0000 LR: 6.899e-02 Score 96.071 Data time: 0.2576, Forward time: 2.3144, Backward time: 3.2385, DDP time: 0.0036, Total iter time: 5.8768 [2020-11-08 13:39:24,092][root][INFO] - ===> Epoch[337](1689/5): Loss -0.6323, Sem 0.1081, dir -0.9544, norm 0.2141, swav 0.0000 LR: 6.898e-02 Score 96.465 Data time: 0.2895, Forward time: 2.3176, Backward time: 3.2338, DDP time: 0.0036, Total iter time: 5.5541 [2020-11-08 13:39:30,272][root][INFO] - ===> Epoch[337](1690/5): Loss -0.6478, Sem 0.1176, dir -0.9582, norm 0.1928, swav 0.0000 LR: 6.896e-02 Score 96.300 Data time: 0.3160, Forward time: 2.3222, Backward time: 3.2302, DDP time: 0.0036, Total iter time: 6.0723 [2020-11-08 13:39:35,984][root][INFO] - ===> Epoch[338](1691/5): Loss -0.6159, Sem 0.1141, dir -0.9535, norm 0.2236, swav 0.0000 LR: 6.894e-02 Score 96.308 Data time: 0.2843, Forward time: 2.3245, Backward time: 3.2263, DDP time: 0.0036, Total iter time: 5.6010 [2020-11-08 13:39:41,716][root][INFO] - ===> Epoch[338](1692/5): Loss -0.6685, Sem 0.1121, dir -0.9612, norm 0.1806, swav 0.0000 LR: 6.892e-02 Score 96.308 Data time: 0.2091, Forward time: 2.3248, Backward time: 3.2246, DDP time: 0.0036, Total iter time: 5.6341 [2020-11-08 13:39:48,020][root][INFO] - ===> Epoch[338](1693/5): Loss -0.6249, Sem 0.1271, dir -0.9486, norm 0.1966, swav 0.0000 LR: 6.890e-02 Score 95.886 Data time: 0.1846, Forward time: 2.3237, Backward time: 3.2275, DDP time: 0.0036, Total iter time: 6.2116 [2020-11-08 13:39:53,043][root][INFO] - ===> Epoch[338](1694/5): Loss -0.6851, Sem 0.0949, dir -0.9644, norm 0.1844, swav 0.0000 LR: 6.888e-02 Score 96.847 Data time: 0.1937, Forward time: 2.3214, Backward time: 3.2252, DDP time: 0.0036, Total iter time: 4.9220 [2020-11-08 13:39:59,035][root][INFO] - ===> Epoch[338](1695/5): Loss -0.6715, Sem 0.1019, dir -0.9609, norm 0.1875, swav 0.0000 LR: 6.886e-02 Score 96.683 Data time: 0.2953, Forward time: 2.3231, Backward time: 3.2232, DDP time: 0.0036, Total iter time: 5.8930 [2020-11-08 13:40:04,486][root][INFO] - ===> Epoch[339](1696/5): Loss -0.6273, Sem 0.1110, dir -0.9572, norm 0.2189, swav 0.0000 LR: 6.884e-02 Score 96.379 Data time: 0.2679, Forward time: 2.3251, Backward time: 3.2186, DDP time: 0.0036, Total iter time: 5.3334 [2020-11-08 13:40:10,524][root][INFO] - ===> Epoch[339](1697/5): Loss -0.6707, Sem 0.1004, dir -0.9564, norm 0.1854, swav 0.0000 LR: 6.883e-02 Score 96.755 Data time: 0.2031, Forward time: 2.3226, Backward time: 3.2213, DDP time: 0.0036, Total iter time: 5.9178 [2020-11-08 13:40:17,333][root][INFO] - ===> Epoch[339](1698/5): Loss -0.6774, Sem 0.1121, dir -0.9641, norm 0.1747, swav 0.0000 LR: 6.881e-02 Score 96.147 Data time: 0.2770, Forward time: 2.3248, Backward time: 3.2233, DDP time: 0.0036, Total iter time: 6.7192 [2020-11-08 13:40:23,421][root][INFO] - ===> Epoch[339](1699/5): Loss -0.6697, Sem 0.1008, dir -0.9569, norm 0.1864, swav 0.0000 LR: 6.879e-02 Score 96.611 Data time: 0.2909, Forward time: 2.3290, Backward time: 3.2197, DDP time: 0.0036, Total iter time: 5.9665 [2020-11-08 13:40:30,718][root][INFO] - ===> Epoch[339](1700/5): Loss -0.6146, Sem 0.1180, dir -0.9531, norm 0.2205, swav 0.0000 LR: 6.877e-02 Score 96.101 Data time: 0.1845, Forward time: 2.3276, Backward time: 3.2274, DDP time: 0.0036, Total iter time: 7.1686 [2020-11-08 13:40:35,825][root][INFO] - ===> Epoch[340](1701/5): Loss -0.7153, Sem 0.0972, dir -0.9696, norm 0.1571, swav 0.0000 LR: 6.875e-02 Score 96.647 Data time: 0.1963, Forward time: 2.3259, Backward time: 3.2252, DDP time: 0.0036, Total iter time: 5.0304 [2020-11-08 13:40:42,349][root][INFO] - ===> Epoch[340](1702/5): Loss -0.6577, Sem 0.1098, dir -0.9568, norm 0.1893, swav 0.0000 LR: 6.873e-02 Score 96.336 Data time: 0.2261, Forward time: 2.3267, Backward time: 3.2273, DDP time: 0.0036, Total iter time: 6.4300 [2020-11-08 13:40:48,321][root][INFO] - ===> Epoch[340](1703/5): Loss -0.6560, Sem 0.1069, dir -0.9570, norm 0.1941, swav 0.0000 LR: 6.871e-02 Score 96.349 Data time: 0.2408, Forward time: 2.3275, Backward time: 3.2262, DDP time: 0.0036, Total iter time: 5.8377 [2020-11-08 13:40:53,935][root][INFO] - ===> Epoch[340](1704/5): Loss -0.6544, Sem 0.1050, dir -0.9606, norm 0.2012, swav 0.0000 LR: 6.869e-02 Score 96.553 Data time: 0.2658, Forward time: 2.3302, Backward time: 3.2221, DDP time: 0.0036, Total iter time: 5.5185 [2020-11-08 13:41:00,955][root][INFO] - ===> Epoch[340](1705/5): Loss -0.6529, Sem 0.1089, dir -0.9592, norm 0.1974, swav 0.0000 LR: 6.868e-02 Score 96.444 Data time: 0.3044, Forward time: 2.3345, Backward time: 3.2225, DDP time: 0.0036, Total iter time: 6.8871 [2020-11-08 13:41:07,212][root][INFO] - ===> Epoch[341](1706/5): Loss -0.6446, Sem 0.1089, dir -0.9591, norm 0.2056, swav 0.0000 LR: 6.866e-02 Score 96.312 Data time: 0.3382, Forward time: 2.3385, Backward time: 3.2196, DDP time: 0.0036, Total iter time: 6.1213 [2020-11-08 13:41:16,414][root][INFO] - ===> Epoch[341](1707/5): Loss -0.6277, Sem 0.1236, dir -0.9518, norm 0.2005, swav 0.0000 LR: 6.864e-02 Score 95.804 Data time: 0.2469, Forward time: 2.3387, Backward time: 3.2342, DDP time: 0.0036, Total iter time: 9.0789 [2020-11-08 13:41:24,094][root][INFO] - ===> Epoch[341](1708/5): Loss -0.6510, Sem 0.1085, dir -0.9605, norm 0.2011, swav 0.0000 LR: 6.862e-02 Score 96.440 Data time: 0.2633, Forward time: 2.3400, Backward time: 3.2406, DDP time: 0.0036, Total iter time: 7.5768 [2020-11-08 13:41:29,408][root][INFO] - ===> Epoch[341](1709/5): Loss -0.6570, Sem 0.1085, dir -0.9616, norm 0.1960, swav 0.0000 LR: 6.860e-02 Score 96.469 Data time: 0.2140, Forward time: 2.3386, Backward time: 3.2383, DDP time: 0.0036, Total iter time: 5.1867 [2020-11-08 13:41:34,495][root][INFO] - ===> Epoch[341](1710/5): Loss -0.6648, Sem 0.1002, dir -0.9547, norm 0.1897, swav 0.0000 LR: 6.858e-02 Score 96.685 Data time: 0.2619, Forward time: 2.3399, Backward time: 3.2330, DDP time: 0.0036, Total iter time: 4.9917 [2020-11-08 13:41:39,794][root][INFO] - ===> Epoch[342](1711/5): Loss -0.6550, Sem 0.1041, dir -0.9597, norm 0.2006, swav 0.0000 LR: 6.856e-02 Score 96.523 Data time: 0.1977, Forward time: 2.3394, Backward time: 3.2305, DDP time: 0.0036, Total iter time: 5.2061 [2020-11-08 13:41:45,591][root][INFO] - ===> Epoch[342](1712/5): Loss -0.6590, Sem 0.1027, dir -0.9571, norm 0.1954, swav 0.0000 LR: 6.854e-02 Score 96.531 Data time: 0.2379, Forward time: 2.3397, Backward time: 3.2293, DDP time: 0.0036, Total iter time: 5.6928 [2020-11-08 13:41:51,657][root][INFO] - ===> Epoch[342](1713/5): Loss -0.6424, Sem 0.1110, dir -0.9576, norm 0.2042, swav 0.0000 LR: 6.853e-02 Score 96.239 Data time: 0.2714, Forward time: 2.3415, Backward time: 3.2278, DDP time: 0.0036, Total iter time: 5.9466 [2020-11-08 13:41:59,957][root][INFO] - ===> Epoch[342](1714/5): Loss -0.6626, Sem 0.1008, dir -0.9587, norm 0.1952, swav 0.0000 LR: 6.851e-02 Score 96.721 Data time: 0.2302, Forward time: 2.3418, Backward time: 3.2377, DDP time: 0.0036, Total iter time: 8.1767 [2020-11-08 13:42:05,502][root][INFO] - ===> Epoch[342](1715/5): Loss -0.6716, Sem 0.1133, dir -0.9568, norm 0.1719, swav 0.0000 LR: 6.849e-02 Score 96.446 Data time: 0.2205, Forward time: 2.3421, Backward time: 3.2356, DDP time: 0.0036, Total iter time: 5.4403 [2020-11-08 13:42:11,957][root][INFO] - ===> Epoch[343](1716/5): Loss -0.6633, Sem 0.1039, dir -0.9585, norm 0.1913, swav 0.0000 LR: 6.847e-02 Score 96.599 Data time: 0.2323, Forward time: 2.3422, Backward time: 3.2375, DDP time: 0.0036, Total iter time: 6.3358 [2020-11-08 13:42:18,383][root][INFO] - ===> Epoch[343](1717/5): Loss -0.6705, Sem 0.1034, dir -0.9542, norm 0.1804, swav 0.0000 LR: 6.845e-02 Score 96.502 Data time: 0.2200, Forward time: 2.3421, Backward time: 3.2395, DDP time: 0.0036, Total iter time: 6.3118 [2020-11-08 13:42:24,065][root][INFO] - ===> Epoch[343](1718/5): Loss -0.6160, Sem 0.1350, dir -0.9560, norm 0.2050, swav 0.0000 LR: 6.843e-02 Score 95.999 Data time: 0.2099, Forward time: 2.3412, Backward time: 3.2390, DDP time: 0.0036, Total iter time: 5.5739 [2020-11-08 13:42:30,120][root][INFO] - ===> Epoch[343](1719/5): Loss -0.5948, Sem 0.1225, dir -0.9467, norm 0.2294, swav 0.0000 LR: 6.841e-02 Score 96.016 Data time: 0.2781, Forward time: 2.3442, Backward time: 3.2364, DDP time: 0.0036, Total iter time: 5.9675 [2020-11-08 13:42:35,884][root][INFO] - ===> Epoch[343](1720/5): Loss -0.6358, Sem 0.1139, dir -0.9566, norm 0.2070, swav 0.0000 LR: 6.839e-02 Score 96.249 Data time: 0.2653, Forward time: 2.3466, Backward time: 3.2329, DDP time: 0.0036, Total iter time: 5.6273 [2020-11-08 13:42:42,505][root][INFO] - ===> Epoch[344](1721/5): Loss -0.6346, Sem 0.1015, dir -0.9463, norm 0.2102, swav 0.0000 LR: 6.837e-02 Score 96.692 Data time: 0.2000, Forward time: 2.3457, Backward time: 3.2366, DDP time: 0.0036, Total iter time: 6.5166 [2020-11-08 13:42:47,561][root][INFO] - ===> Epoch[344](1722/5): Loss -0.6251, Sem 0.1169, dir -0.9524, norm 0.2104, swav 0.0000 LR: 6.836e-02 Score 96.149 Data time: 0.2230, Forward time: 2.3448, Backward time: 3.2334, DDP time: 0.0036, Total iter time: 4.9368 [2020-11-08 13:42:54,353][root][INFO] - ===> Epoch[344](1723/5): Loss -0.6600, Sem 0.1184, dir -0.9600, norm 0.1817, swav 0.0000 LR: 6.834e-02 Score 96.108 Data time: 0.1579, Forward time: 2.3415, Backward time: 3.2401, DDP time: 0.0036, Total iter time: 6.6822 [2020-11-08 13:43:00,004][root][INFO] - ===> Epoch[344](1724/5): Loss -0.6364, Sem 0.1166, dir -0.9534, norm 0.2004, swav 0.0000 LR: 6.832e-02 Score 96.099 Data time: 0.1907, Forward time: 2.3402, Backward time: 3.2402, DDP time: 0.0036, Total iter time: 5.5782 [2020-11-08 13:43:07,522][root][INFO] - ===> Epoch[344](1725/5): Loss -0.6332, Sem 0.1172, dir -0.9585, norm 0.2081, swav 0.0000 LR: 6.830e-02 Score 96.226 Data time: 0.2231, Forward time: 2.3397, Backward time: 3.2472, DDP time: 0.0036, Total iter time: 7.4121 [2020-11-08 13:43:12,515][root][INFO] - ===> Epoch[345](1726/5): Loss -0.6100, Sem 0.1216, dir -0.9485, norm 0.2169, swav 0.0000 LR: 6.828e-02 Score 95.994 Data time: 0.2086, Forward time: 2.3397, Backward time: 3.2430, DDP time: 0.0036, Total iter time: 4.8514 [2020-11-08 13:43:19,643][root][INFO] - ===> Epoch[345](1727/5): Loss -0.6338, Sem 0.1159, dir -0.9524, norm 0.2027, swav 0.0000 LR: 6.826e-02 Score 96.220 Data time: 0.1497, Forward time: 2.3360, Backward time: 3.2514, DDP time: 0.0036, Total iter time: 7.0188 [2020-11-08 13:43:25,456][root][INFO] - ===> Epoch[345](1728/5): Loss -0.6288, Sem 0.1142, dir -0.9569, norm 0.2139, swav 0.0000 LR: 6.824e-02 Score 96.226 Data time: 0.2611, Forward time: 2.3373, Backward time: 3.2494, DDP time: 0.0036, Total iter time: 5.7468 [2020-11-08 13:43:32,288][root][INFO] - ===> Epoch[345](1729/5): Loss -0.6775, Sem 0.1021, dir -0.9607, norm 0.1811, swav 0.0000 LR: 6.822e-02 Score 96.558 Data time: 0.3618, Forward time: 2.3417, Backward time: 3.2483, DDP time: 0.0036, Total iter time: 6.7044 [2020-11-08 13:43:37,970][root][INFO] - ===> Epoch[345](1730/5): Loss -0.6364, Sem 0.1162, dir -0.9541, norm 0.2015, swav 0.0000 LR: 6.821e-02 Score 96.126 Data time: 0.2305, Forward time: 2.3433, Backward time: 3.2454, DDP time: 0.0036, Total iter time: 5.5550 [2020-11-08 13:43:43,330][root][INFO] - ===> Epoch[346](1731/5): Loss -0.6502, Sem 0.1082, dir -0.9591, norm 0.2008, swav 0.0000 LR: 6.819e-02 Score 96.370 Data time: 0.2627, Forward time: 2.3450, Backward time: 3.2409, DDP time: 0.0036, Total iter time: 5.2306 [2020-11-08 13:43:49,344][root][INFO] - ===> Epoch[346](1732/5): Loss -0.6317, Sem 0.1179, dir -0.9567, norm 0.2071, swav 0.0000 LR: 6.817e-02 Score 96.073 Data time: 0.2841, Forward time: 2.3466, Backward time: 3.2393, DDP time: 0.0036, Total iter time: 5.8988 [2020-11-08 13:43:55,371][root][INFO] - ===> Epoch[346](1733/5): Loss -0.6610, Sem 0.1075, dir -0.9533, norm 0.1848, swav 0.0000 LR: 6.815e-02 Score 96.406 Data time: 0.1427, Forward time: 2.3437, Backward time: 3.2423, DDP time: 0.0036, Total iter time: 5.9042 [2020-11-08 13:44:01,089][root][INFO] - ===> Epoch[346](1734/5): Loss -0.6316, Sem 0.1251, dir -0.9590, norm 0.2024, swav 0.0000 LR: 6.813e-02 Score 96.005 Data time: 0.1324, Forward time: 2.3398, Backward time: 3.2453, DDP time: 0.0036, Total iter time: 5.6302 [2020-11-08 13:44:06,248][root][INFO] - ===> Epoch[346](1735/5): Loss -0.6399, Sem 0.1032, dir -0.9544, norm 0.2112, swav 0.0000 LR: 6.811e-02 Score 96.655 Data time: 0.2178, Forward time: 2.3399, Backward time: 3.2421, DDP time: 0.0036, Total iter time: 5.1053 [2020-11-08 13:44:12,881][root][INFO] - ===> Epoch[347](1736/5): Loss -0.6955, Sem 0.0959, dir -0.9651, norm 0.1737, swav 0.0000 LR: 6.809e-02 Score 96.857 Data time: 0.3542, Forward time: 2.3440, Backward time: 3.2402, DDP time: 0.0036, Total iter time: 6.5096 [2020-11-08 13:44:18,071][root][INFO] - ===> Epoch[347](1737/5): Loss -0.6620, Sem 0.1094, dir -0.9605, norm 0.1891, swav 0.0000 LR: 6.807e-02 Score 96.263 Data time: 0.2347, Forward time: 2.3441, Backward time: 3.2368, DDP time: 0.0036, Total iter time: 5.0693 [2020-11-08 13:44:23,967][root][INFO] - ===> Epoch[347](1738/5): Loss -0.6367, Sem 0.1116, dir -0.9556, norm 0.2073, swav 0.0000 LR: 6.806e-02 Score 96.282 Data time: 0.3087, Forward time: 2.3469, Backward time: 3.2335, DDP time: 0.0036, Total iter time: 5.7813 [2020-11-08 13:44:31,011][root][INFO] - ===> Epoch[347](1739/5): Loss -0.6809, Sem 0.1034, dir -0.9604, norm 0.1761, swav 0.0000 LR: 6.804e-02 Score 96.503 Data time: 0.2958, Forward time: 2.3500, Backward time: 3.2345, DDP time: 0.0036, Total iter time: 6.9186 [2020-11-08 13:44:37,078][root][INFO] - ===> Epoch[347](1740/5): Loss -0.6259, Sem 0.1089, dir -0.9516, norm 0.2168, swav 0.0000 LR: 6.802e-02 Score 96.402 Data time: 0.2291, Forward time: 2.3509, Backward time: 3.2339, DDP time: 0.0036, Total iter time: 5.9381 [2020-11-08 13:44:43,109][root][INFO] - ===> Epoch[348](1741/5): Loss -0.6733, Sem 0.1032, dir -0.9608, norm 0.1844, swav 0.0000 LR: 6.800e-02 Score 96.525 Data time: 0.1891, Forward time: 2.3497, Backward time: 3.2353, DDP time: 0.0036, Total iter time: 5.9006 [2020-11-08 13:44:50,040][root][INFO] - ===> Epoch[348](1742/5): Loss -0.6585, Sem 0.0919, dir -0.9583, norm 0.2079, swav 0.0000 LR: 6.798e-02 Score 96.991 Data time: 0.1753, Forward time: 2.3473, Backward time: 3.2414, DDP time: 0.0036, Total iter time: 6.8041 [2020-11-08 13:44:56,287][root][INFO] - ===> Epoch[348](1743/5): Loss -0.6514, Sem 0.1142, dir -0.9620, norm 0.1964, swav 0.0000 LR: 6.796e-02 Score 96.177 Data time: 0.2267, Forward time: 2.3475, Backward time: 3.2422, DDP time: 0.0036, Total iter time: 6.1460 [2020-11-08 13:45:01,922][root][INFO] - ===> Epoch[348](1744/5): Loss -0.6954, Sem 0.0985, dir -0.9658, norm 0.1719, swav 0.0000 LR: 6.794e-02 Score 96.707 Data time: 0.2193, Forward time: 2.3474, Backward time: 3.2408, DDP time: 0.0036, Total iter time: 5.4965 [2020-11-08 13:45:06,741][root][INFO] - ===> Epoch[348](1745/5): Loss -0.6562, Sem 0.1145, dir -0.9576, norm 0.1869, swav 0.0000 LR: 6.792e-02 Score 96.085 Data time: 0.2262, Forward time: 2.3469, Backward time: 3.2365, DDP time: 0.0036, Total iter time: 4.6737 [2020-11-08 13:45:12,396][root][INFO] - ===> Epoch[349](1746/5): Loss -0.6612, Sem 0.1086, dir -0.9616, norm 0.1917, swav 0.0000 LR: 6.791e-02 Score 96.372 Data time: 0.2277, Forward time: 2.3473, Backward time: 3.2344, DDP time: 0.0036, Total iter time: 5.5197 [2020-11-08 13:45:18,834][root][INFO] - ===> Epoch[349](1747/5): Loss -0.6603, Sem 0.0964, dir -0.9556, norm 0.1989, swav 0.0000 LR: 6.789e-02 Score 96.732 Data time: 0.2213, Forward time: 2.3468, Backward time: 3.2366, DDP time: 0.0036, Total iter time: 6.3237 [2020-11-08 13:45:24,861][root][INFO] - ===> Epoch[349](1748/5): Loss -0.6560, Sem 0.1160, dir -0.9587, norm 0.1867, swav 0.0000 LR: 6.787e-02 Score 96.093 Data time: 0.2346, Forward time: 2.3477, Backward time: 3.2357, DDP time: 0.0036, Total iter time: 5.8991 [2020-11-08 13:45:31,480][root][INFO] - ===> Epoch[349](1749/5): Loss -0.6540, Sem 0.1088, dir -0.9574, norm 0.1946, swav 0.0000 LR: 6.785e-02 Score 96.336 Data time: 0.1813, Forward time: 2.3463, Backward time: 3.2395, DDP time: 0.0036, Total iter time: 6.4691 [2020-11-08 13:45:36,931][root][INFO] - ===> Epoch[349](1750/5): Loss -0.6487, Sem 0.1076, dir -0.9625, norm 0.2063, swav 0.0000 LR: 6.783e-02 Score 96.406 Data time: 0.1988, Forward time: 2.3457, Backward time: 3.2381, DDP time: 0.0036, Total iter time: 5.3335 [2020-11-08 13:45:43,168][root][INFO] - ===> Epoch[350](1751/5): Loss -0.6687, Sem 0.1025, dir -0.9629, norm 0.1916, swav 0.0000 LR: 6.781e-02 Score 96.578 Data time: 0.2147, Forward time: 2.3452, Backward time: 3.2394, DDP time: 0.0036, Total iter time: 6.1153 [2020-11-08 13:45:50,764][root][INFO] - ===> Epoch[350](1752/5): Loss -0.6391, Sem 0.1100, dir -0.9544, norm 0.2053, swav 0.0000 LR: 6.779e-02 Score 96.271 Data time: 0.1919, Forward time: 2.3441, Backward time: 3.2465, DDP time: 0.0036, Total iter time: 7.4582 [2020-11-08 13:45:56,056][root][INFO] - ===> Epoch[350](1753/5): Loss -0.6740, Sem 0.0926, dir -0.9608, norm 0.1942, swav 0.0000 LR: 6.777e-02 Score 96.963 Data time: 0.2023, Forward time: 2.3438, Backward time: 3.2442, DDP time: 0.0036, Total iter time: 5.1806 [2020-11-08 13:46:01,396][root][INFO] - ===> Epoch[350](1754/5): Loss -0.6387, Sem 0.1235, dir -0.9579, norm 0.1957, swav 0.0000 LR: 6.776e-02 Score 95.886 Data time: 0.1908, Forward time: 2.3425, Backward time: 3.2430, DDP time: 0.0036, Total iter time: 5.2218 [2020-11-08 13:46:07,376][root][INFO] - ===> Epoch[350](1755/5): Loss -0.6470, Sem 0.1034, dir -0.9573, norm 0.2068, swav 0.0000 LR: 6.774e-02 Score 96.666 Data time: 0.2159, Forward time: 2.3420, Backward time: 3.2434, DDP time: 0.0036, Total iter time: 5.8749 [2020-11-08 13:46:13,325][root][INFO] - ===> Epoch[351](1756/5): Loss -0.6441, Sem 0.1110, dir -0.9597, norm 0.2046, swav 0.0000 LR: 6.772e-02 Score 96.400 Data time: 0.2229, Forward time: 2.3427, Backward time: 3.2427, DDP time: 0.0036, Total iter time: 5.8326 [2020-11-08 13:46:19,792][root][INFO] - ===> Epoch[351](1757/5): Loss -0.6618, Sem 0.1002, dir -0.9630, norm 0.2010, swav 0.0000 LR: 6.770e-02 Score 96.605 Data time: 0.2047, Forward time: 2.3426, Backward time: 3.2446, DDP time: 0.0036, Total iter time: 6.3398 [2020-11-08 13:46:26,170][root][INFO] - ===> Epoch[351](1758/5): Loss -0.6915, Sem 0.0956, dir -0.9609, norm 0.1739, swav 0.0000 LR: 6.768e-02 Score 96.771 Data time: 0.2476, Forward time: 2.3430, Backward time: 3.2455, DDP time: 0.0037, Total iter time: 6.2359 [2020-11-08 13:46:31,748][root][INFO] - ===> Epoch[351](1759/5): Loss -0.6623, Sem 0.1066, dir -0.9578, norm 0.1889, swav 0.0000 LR: 6.766e-02 Score 96.421 Data time: 0.2503, Forward time: 2.3438, Backward time: 3.2431, DDP time: 0.0037, Total iter time: 5.4622 [2020-11-08 13:46:36,857][root][INFO] - ===> Epoch[351](1760/5): Loss -0.6812, Sem 0.1020, dir -0.9594, norm 0.1762, swav 0.0000 LR: 6.764e-02 Score 96.665 Data time: 0.2161, Forward time: 2.3437, Backward time: 3.2399, DDP time: 0.0037, Total iter time: 4.9880 [2020-11-08 13:46:42,912][root][INFO] - ===> Epoch[352](1761/5): Loss -0.6449, Sem 0.1078, dir -0.9562, norm 0.2035, swav 0.0000 LR: 6.762e-02 Score 96.520 Data time: 0.1819, Forward time: 2.3420, Backward time: 3.2417, DDP time: 0.0037, Total iter time: 5.9468 [2020-11-08 13:46:49,736][root][INFO] - ===> Epoch[352](1762/5): Loss -0.6626, Sem 0.1114, dir -0.9602, norm 0.1863, swav 0.0000 LR: 6.760e-02 Score 96.278 Data time: 0.2794, Forward time: 2.3443, Backward time: 3.2426, DDP time: 0.0037, Total iter time: 6.7401 [2020-11-08 13:46:55,551][root][INFO] - ===> Epoch[352](1763/5): Loss -0.6682, Sem 0.1108, dir -0.9567, norm 0.1777, swav 0.0000 LR: 6.759e-02 Score 96.240 Data time: 0.2626, Forward time: 2.3460, Backward time: 3.2402, DDP time: 0.0037, Total iter time: 5.7056 [2020-11-08 13:47:01,697][root][INFO] - ===> Epoch[352](1764/5): Loss -0.6575, Sem 0.1000, dir -0.9586, norm 0.2012, swav 0.0000 LR: 6.757e-02 Score 96.534 Data time: 0.2269, Forward time: 2.3466, Backward time: 3.2402, DDP time: 0.0037, Total iter time: 6.0323 [2020-11-08 13:47:07,585][root][INFO] - ===> Epoch[352](1765/5): Loss -0.6971, Sem 0.0981, dir -0.9648, norm 0.1696, swav 0.0000 LR: 6.755e-02 Score 96.721 Data time: 0.2633, Forward time: 2.3466, Backward time: 3.2396, DDP time: 0.0037, Total iter time: 5.7734 [2020-11-08 13:47:13,404][root][INFO] - ===> Epoch[353](1766/5): Loss -0.6626, Sem 0.1100, dir -0.9574, norm 0.1847, swav 0.0000 LR: 6.753e-02 Score 96.342 Data time: 0.2332, Forward time: 2.3477, Backward time: 3.2380, DDP time: 0.0037, Total iter time: 5.7054 [2020-11-08 13:47:18,873][root][INFO] - ===> Epoch[353](1767/5): Loss -0.6802, Sem 0.1040, dir -0.9618, norm 0.1776, swav 0.0000 LR: 6.751e-02 Score 96.457 Data time: 0.2266, Forward time: 2.3475, Backward time: 3.2362, DDP time: 0.0037, Total iter time: 5.3512 [2020-11-08 13:47:24,807][root][INFO] - ===> Epoch[353](1768/5): Loss -0.6748, Sem 0.0962, dir -0.9587, norm 0.1877, swav 0.0000 LR: 6.749e-02 Score 96.771 Data time: 0.2517, Forward time: 2.3489, Backward time: 3.2346, DDP time: 0.0037, Total iter time: 5.8133 [2020-11-08 13:47:31,558][root][INFO] - ===> Epoch[353](1769/5): Loss -0.6567, Sem 0.1140, dir -0.9619, norm 0.1912, swav 0.0000 LR: 6.747e-02 Score 96.257 Data time: 0.2265, Forward time: 2.3491, Backward time: 3.2370, DDP time: 0.0037, Total iter time: 6.6231 [2020-11-08 13:47:36,750][root][INFO] - ===> Epoch[353](1770/5): Loss -0.6487, Sem 0.1119, dir -0.9600, norm 0.1994, swav 0.0000 LR: 6.745e-02 Score 96.271 Data time: 0.2343, Forward time: 2.3494, Backward time: 3.2339, DDP time: 0.0037, Total iter time: 5.0814 [2020-11-08 13:47:42,280][root][INFO] - ===> Epoch[354](1771/5): Loss -0.6795, Sem 0.1021, dir -0.9622, norm 0.1806, swav 0.0000 LR: 6.744e-02 Score 96.640 Data time: 0.2750, Forward time: 2.3512, Backward time: 3.2305, DDP time: 0.0037, Total iter time: 5.4129 [2020-11-08 13:47:48,449][root][INFO] - ===> Epoch[354](1772/5): Loss -0.6574, Sem 0.0988, dir -0.9555, norm 0.1993, swav 0.0000 LR: 6.742e-02 Score 96.661 Data time: 0.2144, Forward time: 2.3513, Backward time: 3.2310, DDP time: 0.0037, Total iter time: 6.0525 [2020-11-08 13:47:54,308][root][INFO] - ===> Epoch[354](1773/5): Loss -0.6672, Sem 0.1147, dir -0.9606, norm 0.1788, swav 0.0000 LR: 6.740e-02 Score 96.176 Data time: 0.1778, Forward time: 2.3496, Backward time: 3.2322, DDP time: 0.0037, Total iter time: 5.7457 [2020-11-08 13:47:59,909][root][INFO] - ===> Epoch[354](1774/5): Loss -0.6693, Sem 0.1026, dir -0.9576, norm 0.1857, swav 0.0000 LR: 6.738e-02 Score 96.566 Data time: 0.1584, Forward time: 2.3470, Backward time: 3.2335, DDP time: 0.0037, Total iter time: 5.5097 [2020-11-08 13:48:04,967][root][INFO] - ===> Epoch[354](1775/5): Loss -0.6388, Sem 0.0961, dir -0.9596, norm 0.2246, swav 0.0000 LR: 6.736e-02 Score 96.830 Data time: 0.2374, Forward time: 2.3472, Backward time: 3.2301, DDP time: 0.0037, Total iter time: 4.9699 [2020-11-08 13:48:11,588][root][INFO] - ===> Epoch[355](1776/5): Loss -0.6596, Sem 0.1032, dir -0.9583, norm 0.1954, swav 0.0000 LR: 6.734e-02 Score 96.569 Data time: 0.2910, Forward time: 2.3491, Backward time: 3.2303, DDP time: 0.0037, Total iter time: 6.5087 [2020-11-08 13:48:16,878][root][INFO] - ===> Epoch[355](1777/5): Loss -0.7032, Sem 0.0901, dir -0.9643, norm 0.1710, swav 0.0000 LR: 6.732e-02 Score 96.982 Data time: 0.1972, Forward time: 2.3487, Backward time: 3.2282, DDP time: 0.0037, Total iter time: 5.1607 [2020-11-08 13:48:22,506][root][INFO] - ===> Epoch[355](1778/5): Loss -0.6836, Sem 0.0896, dir -0.9633, norm 0.1901, swav 0.0000 LR: 6.730e-02 Score 97.016 Data time: 0.1909, Forward time: 2.3476, Backward time: 3.2281, DDP time: 0.0037, Total iter time: 5.5052 [2020-11-08 13:48:29,028][root][INFO] - ===> Epoch[355](1779/5): Loss -0.6737, Sem 0.1113, dir -0.9616, norm 0.1765, swav 0.0000 LR: 6.729e-02 Score 96.168 Data time: 0.1989, Forward time: 2.3461, Backward time: 3.2314, DDP time: 0.0037, Total iter time: 6.4136 [2020-11-08 13:48:35,382][root][INFO] - ===> Epoch[355](1780/5): Loss -0.6465, Sem 0.1098, dir -0.9585, norm 0.2022, swav 0.0000 LR: 6.727e-02 Score 96.354 Data time: 0.3158, Forward time: 2.3494, Backward time: 3.2294, DDP time: 0.0037, Total iter time: 6.2676 [2020-11-08 13:48:41,266][root][INFO] - ===> Epoch[356](1781/5): Loss -0.6770, Sem 0.1086, dir -0.9637, norm 0.1780, swav 0.0000 LR: 6.725e-02 Score 96.324 Data time: 0.2182, Forward time: 2.3495, Backward time: 3.2288, DDP time: 0.0037, Total iter time: 5.7340 [2020-11-08 13:48:48,247][root][INFO] - ===> Epoch[356](1782/5): Loss -0.6696, Sem 0.0991, dir -0.9621, norm 0.1935, swav 0.0000 LR: 6.723e-02 Score 96.683 Data time: 0.3744, Forward time: 2.3537, Backward time: 3.2278, DDP time: 0.0037, Total iter time: 6.8758 [2020-11-08 13:48:53,823][root][INFO] - ===> Epoch[356](1783/5): Loss -0.6427, Sem 0.1071, dir -0.9553, norm 0.2055, swav 0.0000 LR: 6.721e-02 Score 96.378 Data time: 0.2171, Forward time: 2.3537, Backward time: 3.2260, DDP time: 0.0037, Total iter time: 5.4446 [2020-11-08 13:48:59,840][root][INFO] - ===> Epoch[356](1784/5): Loss -0.6891, Sem 0.0866, dir -0.9597, norm 0.1840, swav 0.0000 LR: 6.719e-02 Score 97.204 Data time: 0.1513, Forward time: 2.3511, Backward time: 3.2287, DDP time: 0.0037, Total iter time: 5.9104 [2020-11-08 13:49:05,603][root][INFO] - ===> Epoch[356](1785/5): Loss -0.6792, Sem 0.1023, dir -0.9637, norm 0.1823, swav 0.0000 LR: 6.717e-02 Score 96.439 Data time: 0.1919, Forward time: 2.3507, Backward time: 3.2288, DDP time: 0.0037, Total iter time: 5.7108 [2020-11-08 13:49:12,164][root][INFO] - ===> Epoch[357](1786/5): Loss -0.6575, Sem 0.0922, dir -0.9581, norm 0.2084, swav 0.0000 LR: 6.715e-02 Score 96.984 Data time: 0.2377, Forward time: 2.3502, Backward time: 3.2310, DDP time: 0.0037, Total iter time: 6.4431 [2020-11-08 13:49:16,840][root][INFO] - ===> Epoch[357](1787/5): Loss -0.6892, Sem 0.1015, dir -0.9641, norm 0.1735, swav 0.0000 LR: 6.713e-02 Score 96.528 Data time: 0.2238, Forward time: 2.3502, Backward time: 3.2263, DDP time: 0.0037, Total iter time: 4.5695 [2020-11-08 13:49:22,923][root][INFO] - ===> Epoch[357](1788/5): Loss -0.6522, Sem 0.1028, dir -0.9549, norm 0.1999, swav 0.0000 LR: 6.712e-02 Score 96.633 Data time: 0.2854, Forward time: 2.3500, Backward time: 3.2266, DDP time: 0.0037, Total iter time: 5.9663 [2020-11-08 13:49:28,996][root][INFO] - ===> Epoch[357](1789/5): Loss -0.6520, Sem 0.1135, dir -0.9585, norm 0.1930, swav 0.0000 LR: 6.710e-02 Score 96.148 Data time: 0.2535, Forward time: 2.3515, Backward time: 3.2255, DDP time: 0.0037, Total iter time: 5.9696 [2020-11-08 13:49:34,929][root][INFO] - ===> Epoch[357](1790/5): Loss -0.6921, Sem 0.0976, dir -0.9650, norm 0.1753, swav 0.0000 LR: 6.708e-02 Score 96.725 Data time: 0.3493, Forward time: 2.3537, Backward time: 3.2227, DDP time: 0.0037, Total iter time: 5.7900 [2020-11-08 13:49:41,869][root][INFO] - ===> Epoch[358](1791/5): Loss -0.6572, Sem 0.0889, dir -0.9584, norm 0.2123, swav 0.0000 LR: 6.706e-02 Score 97.003 Data time: 0.3902, Forward time: 2.3577, Backward time: 3.2215, DDP time: 0.0037, Total iter time: 6.7961 [2020-11-08 13:49:48,571][root][INFO] - ===> Epoch[358](1792/5): Loss -0.6679, Sem 0.0980, dir -0.9623, norm 0.1963, swav 0.0000 LR: 6.704e-02 Score 96.656 Data time: 0.2379, Forward time: 2.3591, Backward time: 3.2223, DDP time: 0.0037, Total iter time: 6.5550 [2020-11-08 13:49:54,962][root][INFO] - ===> Epoch[358](1793/5): Loss -0.6537, Sem 0.1151, dir -0.9599, norm 0.1911, swav 0.0000 LR: 6.702e-02 Score 96.181 Data time: 0.2316, Forward time: 2.3588, Backward time: 3.2239, DDP time: 0.0037, Total iter time: 6.2857 [2020-11-08 13:49:59,766][root][INFO] - ===> Epoch[358](1794/5): Loss -0.6621, Sem 0.1004, dir -0.9546, norm 0.1920, swav 0.0000 LR: 6.700e-02 Score 96.686 Data time: 0.2299, Forward time: 2.3591, Backward time: 3.2198, DDP time: 0.0037, Total iter time: 4.6771 [2020-11-08 13:50:05,655][root][INFO] - ===> Epoch[358](1795/5): Loss -0.6807, Sem 0.1060, dir -0.9634, norm 0.1767, swav 0.0000 LR: 6.698e-02 Score 96.532 Data time: 0.3033, Forward time: 2.3613, Backward time: 3.2172, DDP time: 0.0037, Total iter time: 5.7806 [2020-11-08 13:50:10,703][root][INFO] - ===> Epoch[359](1796/5): Loss -0.6198, Sem 0.1116, dir -0.9505, norm 0.2190, swav 0.0000 LR: 6.697e-02 Score 96.417 Data time: 0.2277, Forward time: 2.3615, Backward time: 3.2138, DDP time: 0.0037, Total iter time: 4.9127 [2020-11-08 13:50:16,089][root][INFO] - ===> Epoch[359](1797/5): Loss -0.6643, Sem 0.1049, dir -0.9593, norm 0.1901, swav 0.0000 LR: 6.695e-02 Score 96.580 Data time: 0.2431, Forward time: 2.3619, Backward time: 3.2114, DDP time: 0.0037, Total iter time: 5.2681 [2020-11-08 13:50:21,947][root][INFO] - ===> Epoch[359](1798/5): Loss -0.6630, Sem 0.1027, dir -0.9619, norm 0.1962, swav 0.0000 LR: 6.693e-02 Score 96.710 Data time: 0.2340, Forward time: 2.3625, Backward time: 3.2104, DDP time: 0.0037, Total iter time: 5.7322 [2020-11-08 13:50:27,751][root][INFO] - ===> Epoch[359](1799/5): Loss -0.6847, Sem 0.0952, dir -0.9605, norm 0.1806, swav 0.0000 LR: 6.691e-02 Score 96.822 Data time: 0.2199, Forward time: 2.3623, Backward time: 3.2096, DDP time: 0.0037, Total iter time: 5.6708 [2020-11-08 13:50:34,392][root][INFO] - ===> Epoch[359](1800/5): Loss -0.6572, Sem 0.1137, dir -0.9586, norm 0.1876, swav 0.0000 LR: 6.689e-02 Score 96.223 Data time: 0.2116, Forward time: 2.3623, Backward time: 3.2119, DDP time: 0.0037, Total iter time: 6.5248 [2020-11-08 13:50:40,488][root][INFO] - ===> Epoch[360](1801/5): Loss -0.6360, Sem 0.1097, dir -0.9566, norm 0.2109, swav 0.0000 LR: 6.687e-02 Score 96.331 Data time: 0.2263, Forward time: 2.3623, Backward time: 3.2122, DDP time: 0.0037, Total iter time: 5.9652 [2020-11-08 13:50:46,988][root][INFO] - ===> Epoch[360](1802/5): Loss -0.6799, Sem 0.1063, dir -0.9636, norm 0.1773, swav 0.0000 LR: 6.685e-02 Score 96.395 Data time: 0.3491, Forward time: 2.3652, Backward time: 3.2107, DDP time: 0.0037, Total iter time: 6.3742 [2020-11-08 13:50:54,316][root][INFO] - ===> Epoch[360](1803/5): Loss -0.6605, Sem 0.1000, dir -0.9536, norm 0.1931, swav 0.0000 LR: 6.683e-02 Score 96.594 Data time: 0.1722, Forward time: 2.3641, Backward time: 3.2159, DDP time: 0.0037, Total iter time: 7.1828 [2020-11-08 13:50:59,821][root][INFO] - ===> Epoch[360](1804/5): Loss -0.6553, Sem 0.1081, dir -0.9589, norm 0.1956, swav 0.0000 LR: 6.681e-02 Score 96.439 Data time: 0.1482, Forward time: 2.3616, Backward time: 3.2169, DDP time: 0.0037, Total iter time: 5.3997 [2020-11-08 13:51:06,674][root][INFO] - ===> Epoch[360](1805/5): Loss -0.6507, Sem 0.1067, dir -0.9575, norm 0.2001, swav 0.0000 LR: 6.680e-02 Score 96.448 Data time: 0.1787, Forward time: 2.3593, Backward time: 3.2220, DDP time: 0.0037, Total iter time: 6.7644 [2020-11-08 13:51:12,188][root][INFO] - ===> Epoch[361](1806/5): Loss -0.6859, Sem 0.0968, dir -0.9601, norm 0.1774, swav 0.0000 LR: 6.678e-02 Score 96.714 Data time: 0.2622, Forward time: 2.3608, Backward time: 3.2190, DDP time: 0.0037, Total iter time: 5.4158 [2020-11-08 13:51:18,123][root][INFO] - ===> Epoch[361](1807/5): Loss -0.6603, Sem 0.1069, dir -0.9635, norm 0.1963, swav 0.0000 LR: 6.676e-02 Score 96.416 Data time: 0.1623, Forward time: 2.3589, Backward time: 3.2207, DDP time: 0.0037, Total iter time: 5.8109 [2020-11-08 13:51:23,746][root][INFO] - ===> Epoch[361](1808/5): Loss -0.6392, Sem 0.1079, dir -0.9593, norm 0.2122, swav 0.0000 LR: 6.674e-02 Score 96.390 Data time: 0.2270, Forward time: 2.3589, Backward time: 3.2196, DDP time: 0.0037, Total iter time: 5.5218 [2020-11-08 13:51:29,271][root][INFO] - ===> Epoch[361](1809/5): Loss -0.6619, Sem 0.1053, dir -0.9618, norm 0.1946, swav 0.0000 LR: 6.672e-02 Score 96.537 Data time: 0.2991, Forward time: 2.3601, Backward time: 3.2168, DDP time: 0.0037, Total iter time: 5.4123 [2020-11-08 13:51:35,772][root][INFO] - ===> Epoch[361](1810/5): Loss -0.7005, Sem 0.0959, dir -0.9612, norm 0.1649, swav 0.0000 LR: 6.670e-02 Score 96.897 Data time: 0.1591, Forward time: 2.3580, Backward time: 3.2205, DDP time: 0.0037, Total iter time: 6.3800 [2020-11-08 13:51:41,626][root][INFO] - ===> Epoch[362](1811/5): Loss -0.6686, Sem 0.0946, dir -0.9586, norm 0.1955, swav 0.0000 LR: 6.668e-02 Score 96.783 Data time: 0.2309, Forward time: 2.3582, Backward time: 3.2200, DDP time: 0.0037, Total iter time: 5.7555 [2020-11-08 13:51:48,151][root][INFO] - ===> Epoch[362](1812/5): Loss -0.6862, Sem 0.1040, dir -0.9631, norm 0.1729, swav 0.0000 LR: 6.666e-02 Score 96.462 Data time: 0.2224, Forward time: 2.3574, Backward time: 3.2222, DDP time: 0.0037, Total iter time: 6.3875 [2020-11-08 13:51:53,751][root][INFO] - ===> Epoch[362](1813/5): Loss -0.6729, Sem 0.0955, dir -0.9621, norm 0.1937, swav 0.0000 LR: 6.665e-02 Score 96.781 Data time: 0.1942, Forward time: 2.3567, Backward time: 3.2217, DDP time: 0.0037, Total iter time: 5.4868 [2020-11-08 13:51:59,048][root][INFO] - ===> Epoch[362](1814/5): Loss -0.6640, Sem 0.1034, dir -0.9620, norm 0.1945, swav 0.0000 LR: 6.663e-02 Score 96.460 Data time: 0.1909, Forward time: 2.3556, Backward time: 3.2207, DDP time: 0.0037, Total iter time: 5.1656 [2020-11-08 13:52:04,328][root][INFO] - ===> Epoch[362](1815/5): Loss -0.6557, Sem 0.1061, dir -0.9597, norm 0.1979, swav 0.0000 LR: 6.661e-02 Score 96.538 Data time: 0.2189, Forward time: 2.3553, Backward time: 3.2188, DDP time: 0.0037, Total iter time: 5.1755 [2020-11-08 13:52:09,330][root][INFO] - ===> Epoch[363](1816/5): Loss -0.6908, Sem 0.0951, dir -0.9615, norm 0.1756, swav 0.0000 LR: 6.659e-02 Score 96.788 Data time: 0.2428, Forward time: 2.3546, Backward time: 3.2164, DDP time: 0.0037, Total iter time: 4.8756 [2020-11-08 13:52:16,623][root][INFO] - ===> Epoch[363](1817/5): Loss -0.6710, Sem 0.0948, dir -0.9613, norm 0.1955, swav 0.0000 LR: 6.657e-02 Score 96.755 Data time: 0.1847, Forward time: 2.3535, Backward time: 3.2214, DDP time: 0.0037, Total iter time: 7.1848 [2020-11-08 13:52:22,028][root][INFO] - ===> Epoch[363](1818/5): Loss -0.6901, Sem 0.1003, dir -0.9648, norm 0.1743, swav 0.0000 LR: 6.655e-02 Score 96.598 Data time: 0.2322, Forward time: 2.3538, Backward time: 3.2193, DDP time: 0.0037, Total iter time: 5.2701 [2020-11-08 13:52:27,705][root][INFO] - ===> Epoch[363](1819/5): Loss -0.6604, Sem 0.1066, dir -0.9610, norm 0.1940, swav 0.0000 LR: 6.653e-02 Score 96.440 Data time: 0.2315, Forward time: 2.3541, Backward time: 3.2180, DDP time: 0.0037, Total iter time: 5.5373 [2020-11-08 13:52:34,241][root][INFO] - ===> Epoch[363](1820/5): Loss -0.6649, Sem 0.1147, dir -0.9610, norm 0.1814, swav 0.0000 LR: 6.651e-02 Score 96.175 Data time: 0.2349, Forward time: 2.3538, Backward time: 3.2199, DDP time: 0.0037, Total iter time: 6.3968 [2020-11-08 13:52:41,318][root][INFO] - ===> Epoch[364](1821/5): Loss -0.6769, Sem 0.0992, dir -0.9625, norm 0.1864, swav 0.0000 LR: 6.649e-02 Score 96.686 Data time: 0.3857, Forward time: 2.3576, Backward time: 3.2192, DDP time: 0.0037, Total iter time: 6.9532 [2020-11-08 13:52:46,606][root][INFO] - ===> Epoch[364](1822/5): Loss -0.6718, Sem 0.1020, dir -0.9634, norm 0.1896, swav 0.0000 LR: 6.648e-02 Score 96.684 Data time: 0.2244, Forward time: 2.3583, Backward time: 3.2163, DDP time: 0.0037, Total iter time: 5.1576 [2020-11-08 13:52:52,279][root][INFO] - ===> Epoch[364](1823/5): Loss -0.6690, Sem 0.0969, dir -0.9591, norm 0.1933, swav 0.0000 LR: 6.646e-02 Score 96.810 Data time: 0.2528, Forward time: 2.3588, Backward time: 3.2149, DDP time: 0.0037, Total iter time: 5.5479 [2020-11-08 13:52:57,820][root][INFO] - ===> Epoch[364](1824/5): Loss -0.6820, Sem 0.0971, dir -0.9643, norm 0.1852, swav 0.0000 LR: 6.644e-02 Score 96.767 Data time: 0.2721, Forward time: 2.3602, Backward time: 3.2121, DDP time: 0.0037, Total iter time: 5.4264 [2020-11-08 13:53:03,189][root][INFO] - ===> Epoch[364](1825/5): Loss -0.6882, Sem 0.0961, dir -0.9596, norm 0.1753, swav 0.0000 LR: 6.642e-02 Score 96.803 Data time: 0.2296, Forward time: 2.3600, Backward time: 3.2105, DDP time: 0.0037, Total iter time: 5.2609 [2020-11-08 13:53:08,358][root][INFO] - ===> Epoch[365](1826/5): Loss -0.6525, Sem 0.1096, dir -0.9583, norm 0.1962, swav 0.0000 LR: 6.640e-02 Score 96.334 Data time: 0.2094, Forward time: 2.3596, Backward time: 3.2086, DDP time: 0.0037, Total iter time: 5.0713 [2020-11-08 13:53:14,217][root][INFO] - ===> Epoch[365](1827/5): Loss -0.6814, Sem 0.0994, dir -0.9598, norm 0.1790, swav 0.0000 LR: 6.638e-02 Score 96.738 Data time: 0.1644, Forward time: 2.3576, Backward time: 3.2102, DDP time: 0.0037, Total iter time: 5.7630 [2020-11-08 13:53:20,983][root][INFO] - ===> Epoch[365](1828/5): Loss -0.6705, Sem 0.1054, dir -0.9613, norm 0.1854, swav 0.0000 LR: 6.636e-02 Score 96.368 Data time: 0.3004, Forward time: 2.3602, Backward time: 3.2101, DDP time: 0.0037, Total iter time: 6.6898 [2020-11-08 13:53:26,896][root][INFO] - ===> Epoch[365](1829/5): Loss -0.6597, Sem 0.1012, dir -0.9580, norm 0.1971, swav 0.0000 LR: 6.634e-02 Score 96.632 Data time: 0.2685, Forward time: 2.3622, Backward time: 3.2079, DDP time: 0.0037, Total iter time: 5.7735 [2020-11-08 13:53:33,826][root][INFO] - ===> Epoch[365](1830/5): Loss -0.6960, Sem 0.0881, dir -0.9668, norm 0.1828, swav 0.0000 LR: 6.633e-02 Score 96.975 Data time: 0.1593, Forward time: 2.3604, Backward time: 3.2124, DDP time: 0.0037, Total iter time: 6.8097 [2020-11-08 13:53:39,132][root][INFO] - ===> Epoch[366](1831/5): Loss -0.6283, Sem 0.1209, dir -0.9525, norm 0.2033, swav 0.0000 LR: 6.631e-02 Score 96.020 Data time: 0.2297, Forward time: 2.3605, Backward time: 3.2104, DDP time: 0.0037, Total iter time: 5.2148 [2020-11-08 13:53:44,405][root][INFO] - ===> Epoch[366](1832/5): Loss -0.6596, Sem 0.1007, dir -0.9580, norm 0.1977, swav 0.0000 LR: 6.629e-02 Score 96.610 Data time: 0.2245, Forward time: 2.3606, Backward time: 3.2083, DDP time: 0.0037, Total iter time: 5.1581 [2020-11-08 13:53:50,195][root][INFO] - ===> Epoch[366](1833/5): Loss -0.6723, Sem 0.1126, dir -0.9623, norm 0.1775, swav 0.0000 LR: 6.627e-02 Score 96.279 Data time: 0.2270, Forward time: 2.3600, Backward time: 3.2081, DDP time: 0.0037, Total iter time: 5.6706 [2020-11-08 13:53:56,422][root][INFO] - ===> Epoch[366](1834/5): Loss -0.6754, Sem 0.0888, dir -0.9606, norm 0.1964, swav 0.0000 LR: 6.625e-02 Score 97.053 Data time: 0.1886, Forward time: 2.3580, Backward time: 3.2106, DDP time: 0.0037, Total iter time: 6.1159 [2020-11-08 13:54:01,847][root][INFO] - ===> Epoch[366](1835/5): Loss -0.6811, Sem 0.0974, dir -0.9612, norm 0.1827, swav 0.0000 LR: 6.623e-02 Score 96.678 Data time: 0.2540, Forward time: 2.3594, Backward time: 3.2078, DDP time: 0.0037, Total iter time: 5.3505 [2020-11-08 13:54:07,227][root][INFO] - ===> Epoch[367](1836/5): Loss -0.7101, Sem 0.0930, dir -0.9643, norm 0.1612, swav 0.0000 LR: 6.621e-02 Score 96.835 Data time: 0.2351, Forward time: 2.3593, Backward time: 3.2061, DDP time: 0.0037, Total iter time: 5.2460 [2020-11-08 13:54:13,697][root][INFO] - ===> Epoch[367](1837/5): Loss -0.6564, Sem 0.1035, dir -0.9616, norm 0.2016, swav 0.0000 LR: 6.619e-02 Score 96.451 Data time: 0.1745, Forward time: 2.3582, Backward time: 3.2087, DDP time: 0.0037, Total iter time: 6.3628 [2020-11-08 13:54:19,019][root][INFO] - ===> Epoch[367](1838/5): Loss -0.6701, Sem 0.1063, dir -0.9616, norm 0.1852, swav 0.0000 LR: 6.617e-02 Score 96.509 Data time: 0.2455, Forward time: 2.3583, Backward time: 3.2067, DDP time: 0.0037, Total iter time: 5.2050 [2020-11-08 13:54:25,268][root][INFO] - ===> Epoch[367](1839/5): Loss -0.6960, Sem 0.0829, dir -0.9626, norm 0.1837, swav 0.0000 LR: 6.616e-02 Score 97.281 Data time: 0.2336, Forward time: 2.3590, Backward time: 3.2066, DDP time: 0.0037, Total iter time: 6.1282 [2020-11-08 13:54:30,612][root][INFO] - ===> Epoch[367](1840/5): Loss -0.6808, Sem 0.1110, dir -0.9636, norm 0.1718, swav 0.0000 LR: 6.614e-02 Score 96.180 Data time: 0.2175, Forward time: 2.3585, Backward time: 3.2053, DDP time: 0.0037, Total iter time: 5.2354 [2020-11-08 13:54:36,479][root][INFO] - ===> Epoch[368](1841/5): Loss -0.6805, Sem 0.0973, dir -0.9606, norm 0.1828, swav 0.0000 LR: 6.612e-02 Score 96.686 Data time: 0.1869, Forward time: 2.3581, Backward time: 3.2055, DDP time: 0.0037, Total iter time: 5.7518 [2020-11-08 13:54:44,402][root][INFO] - ===> Epoch[368](1842/5): Loss -0.6656, Sem 0.1069, dir -0.9597, norm 0.1873, swav 0.0000 LR: 6.610e-02 Score 96.424 Data time: 0.2196, Forward time: 2.3578, Backward time: 3.2114, DDP time: 0.0037, Total iter time: 7.8167 [2020-11-08 13:54:49,245][root][INFO] - ===> Epoch[368](1843/5): Loss -0.6816, Sem 0.0913, dir -0.9614, norm 0.1885, swav 0.0000 LR: 6.608e-02 Score 96.789 Data time: 0.1417, Forward time: 2.3557, Backward time: 3.2106, DDP time: 0.0037, Total iter time: 4.7176 [2020-11-08 13:54:55,573][root][INFO] - ===> Epoch[368](1844/5): Loss -0.6923, Sem 0.0974, dir -0.9644, norm 0.1747, swav 0.0000 LR: 6.606e-02 Score 96.765 Data time: 0.2247, Forward time: 2.3558, Backward time: 3.2116, DDP time: 0.0037, Total iter time: 6.2574 [2020-11-08 13:55:01,881][root][INFO] - ===> Epoch[368](1845/5): Loss -0.6772, Sem 0.0949, dir -0.9642, norm 0.1922, swav 0.0000 LR: 6.604e-02 Score 96.760 Data time: 0.2417, Forward time: 2.3568, Backward time: 3.2116, DDP time: 0.0037, Total iter time: 6.1901 [2020-11-08 13:55:08,791][root][INFO] - ===> Epoch[369](1846/5): Loss -0.6867, Sem 0.0932, dir -0.9647, norm 0.1847, swav 0.0000 LR: 6.602e-02 Score 96.784 Data time: 0.1886, Forward time: 2.3562, Backward time: 3.2148, DDP time: 0.0037, Total iter time: 6.7829 [2020-11-08 13:55:14,834][root][INFO] - ===> Epoch[369](1847/5): Loss -0.6958, Sem 0.0895, dir -0.9577, norm 0.1724, swav 0.0000 LR: 6.600e-02 Score 96.943 Data time: 0.2592, Forward time: 2.3561, Backward time: 3.2150, DDP time: 0.0037, Total iter time: 5.9345 [2020-11-08 13:55:20,886][root][INFO] - ===> Epoch[369](1848/5): Loss -0.6779, Sem 0.1094, dir -0.9607, norm 0.1734, swav 0.0000 LR: 6.599e-02 Score 96.285 Data time: 0.2693, Forward time: 2.3581, Backward time: 3.2132, DDP time: 0.0037, Total iter time: 5.9374 [2020-11-08 13:55:26,687][root][INFO] - ===> Epoch[369](1849/5): Loss -0.6470, Sem 0.1161, dir -0.9585, norm 0.1954, swav 0.0000 LR: 6.597e-02 Score 96.355 Data time: 0.1947, Forward time: 2.3574, Backward time: 3.2132, DDP time: 0.0037, Total iter time: 5.6571 [2020-11-08 13:55:31,967][root][INFO] - ===> Epoch[369](1850/5): Loss -0.6748, Sem 0.0963, dir -0.9631, norm 0.1919, swav 0.0000 LR: 6.595e-02 Score 96.860 Data time: 0.2290, Forward time: 2.3580, Backward time: 3.2108, DDP time: 0.0037, Total iter time: 5.1605 [2020-11-08 13:55:38,304][root][INFO] - ===> Epoch[370](1851/5): Loss -0.6803, Sem 0.0943, dir -0.9608, norm 0.1861, swav 0.0000 LR: 6.593e-02 Score 96.840 Data time: 0.2318, Forward time: 2.3588, Backward time: 3.2110, DDP time: 0.0037, Total iter time: 6.2422 [2020-11-08 13:55:43,321][root][INFO] - ===> Epoch[370](1852/5): Loss -0.7109, Sem 0.0893, dir -0.9669, norm 0.1667, swav 0.0000 LR: 6.591e-02 Score 96.956 Data time: 0.2312, Forward time: 2.3594, Backward time: 3.2078, DDP time: 0.0037, Total iter time: 4.8887 [2020-11-08 13:55:50,010][root][INFO] - ===> Epoch[370](1853/5): Loss -0.6648, Sem 0.1135, dir -0.9627, norm 0.1843, swav 0.0000 LR: 6.589e-02 Score 96.250 Data time: 0.2274, Forward time: 2.3597, Backward time: 3.2094, DDP time: 0.0037, Total iter time: 6.5713 [2020-11-08 13:55:54,760][root][INFO] - ===> Epoch[370](1854/5): Loss -0.6895, Sem 0.0961, dir -0.9604, norm 0.1748, swav 0.0000 LR: 6.587e-02 Score 96.751 Data time: 0.2147, Forward time: 2.3593, Backward time: 3.2065, DDP time: 0.0037, Total iter time: 4.6126 [2020-11-08 13:56:00,008][root][INFO] - ===> Epoch[370](1855/5): Loss -0.6669, Sem 0.0954, dir -0.9616, norm 0.1993, swav 0.0000 LR: 6.585e-02 Score 96.795 Data time: 0.2733, Forward time: 2.3603, Backward time: 3.2035, DDP time: 0.0037, Total iter time: 5.1486 [2020-11-08 13:56:05,717][root][INFO] - ===> Epoch[371](1856/5): Loss -0.6578, Sem 0.1134, dir -0.9616, norm 0.1904, swav 0.0000 LR: 6.584e-02 Score 96.109 Data time: 0.2034, Forward time: 2.3600, Backward time: 3.2031, DDP time: 0.0037, Total iter time: 5.6048 [2020-11-08 13:56:11,540][root][INFO] - ===> Epoch[371](1857/5): Loss -0.6904, Sem 0.0851, dir -0.9618, norm 0.1864, swav 0.0000 LR: 6.582e-02 Score 97.163 Data time: 0.2516, Forward time: 2.3611, Backward time: 3.2016, DDP time: 0.0037, Total iter time: 5.6948 [2020-11-08 13:56:18,247][root][INFO] - ===> Epoch[371](1858/5): Loss -0.6832, Sem 0.0982, dir -0.9588, norm 0.1773, swav 0.0000 LR: 6.580e-02 Score 96.705 Data time: 0.1745, Forward time: 2.3603, Backward time: 3.2044, DDP time: 0.0037, Total iter time: 6.5960 [2020-11-08 13:56:24,752][root][INFO] - ===> Epoch[371](1859/5): Loss -0.6885, Sem 0.1002, dir -0.9666, norm 0.1780, swav 0.0000 LR: 6.578e-02 Score 96.638 Data time: 0.2074, Forward time: 2.3602, Backward time: 3.2060, DDP time: 0.0037, Total iter time: 6.4062 [2020-11-08 13:56:30,874][root][INFO] - ===> Epoch[371](1860/5): Loss -0.6905, Sem 0.0887, dir -0.9673, norm 0.1881, swav 0.0000 LR: 6.576e-02 Score 96.974 Data time: 0.1436, Forward time: 2.3584, Backward time: 3.2080, DDP time: 0.0037, Total iter time: 6.0018 [2020-11-08 13:56:36,173][root][INFO] - ===> Epoch[372](1861/5): Loss -0.6720, Sem 0.1014, dir -0.9639, norm 0.1904, swav 0.0000 LR: 6.574e-02 Score 96.595 Data time: 0.1548, Forward time: 2.3561, Backward time: 3.2086, DDP time: 0.0037, Total iter time: 5.2020 [2020-11-08 13:56:42,047][root][INFO] - ===> Epoch[372](1862/5): Loss -0.7025, Sem 0.0882, dir -0.9642, norm 0.1736, swav 0.0000 LR: 6.572e-02 Score 97.026 Data time: 0.2728, Forward time: 2.3578, Backward time: 3.2066, DDP time: 0.0037, Total iter time: 5.7777 [2020-11-08 13:56:47,276][root][INFO] - ===> Epoch[372](1863/5): Loss -0.6547, Sem 0.1070, dir -0.9611, norm 0.1994, swav 0.0000 LR: 6.570e-02 Score 96.369 Data time: 0.1532, Forward time: 2.3558, Backward time: 3.2066, DDP time: 0.0037, Total iter time: 5.0997 [2020-11-08 13:56:54,552][root][INFO] - ===> Epoch[372](1864/5): Loss -0.6850, Sem 0.0966, dir -0.9595, norm 0.1779, swav 0.0000 LR: 6.568e-02 Score 96.759 Data time: 0.2410, Forward time: 2.3565, Backward time: 3.2094, DDP time: 0.0037, Total iter time: 7.1814 [2020-11-08 13:57:00,771][root][INFO] - ===> Epoch[372](1865/5): Loss -0.6672, Sem 0.1172, dir -0.9587, norm 0.1743, swav 0.0000 LR: 6.567e-02 Score 96.219 Data time: 0.2681, Forward time: 2.3576, Backward time: 3.2089, DDP time: 0.0037, Total iter time: 6.0823 [2020-11-08 13:57:06,026][root][INFO] - ===> Epoch[373](1866/5): Loss -0.6748, Sem 0.0983, dir -0.9579, norm 0.1847, swav 0.0000 LR: 6.565e-02 Score 96.648 Data time: 0.2176, Forward time: 2.3580, Backward time: 3.2067, DDP time: 0.0037, Total iter time: 5.1418 [2020-11-08 13:57:11,424][root][INFO] - ===> Epoch[373](1867/5): Loss -0.6861, Sem 0.1039, dir -0.9653, norm 0.1753, swav 0.0000 LR: 6.563e-02 Score 96.633 Data time: 0.2413, Forward time: 2.3589, Backward time: 3.2041, DDP time: 0.0037, Total iter time: 5.2719 [2020-11-08 13:57:17,554][root][INFO] - ===> Epoch[373](1868/5): Loss -0.6581, Sem 0.1002, dir -0.9564, norm 0.1981, swav 0.0000 LR: 6.561e-02 Score 96.642 Data time: 0.1949, Forward time: 2.3583, Backward time: 3.2051, DDP time: 0.0037, Total iter time: 6.0175 [2020-11-08 13:57:23,196][root][INFO] - ===> Epoch[373](1869/5): Loss -0.6594, Sem 0.1090, dir -0.9621, norm 0.1937, swav 0.0000 LR: 6.559e-02 Score 96.385 Data time: 0.2207, Forward time: 2.3581, Backward time: 3.2044, DDP time: 0.0037, Total iter time: 5.5168 [2020-11-08 13:57:30,149][root][INFO] - ===> Epoch[373](1870/5): Loss -0.6837, Sem 0.1052, dir -0.9638, norm 0.1749, swav 0.0000 LR: 6.557e-02 Score 96.432 Data time: 0.1806, Forward time: 2.3571, Backward time: 3.2079, DDP time: 0.0037, Total iter time: 6.7975 [2020-11-08 13:57:36,942][root][INFO] - ===> Epoch[374](1871/5): Loss -0.6828, Sem 0.0886, dir -0.9619, norm 0.1905, swav 0.0000 LR: 6.555e-02 Score 97.055 Data time: 0.1971, Forward time: 2.3566, Backward time: 3.2106, DDP time: 0.0037, Total iter time: 6.6799 [2020-11-08 13:57:42,101][root][INFO] - ===> Epoch[374](1872/5): Loss -0.6642, Sem 0.1034, dir -0.9562, norm 0.1886, swav 0.0000 LR: 6.553e-02 Score 96.529 Data time: 0.1705, Forward time: 2.3557, Backward time: 3.2093, DDP time: 0.0037, Total iter time: 5.0364 [2020-11-08 13:57:48,059][root][INFO] - ===> Epoch[374](1873/5): Loss -0.6949, Sem 0.0954, dir -0.9639, norm 0.1737, swav 0.0000 LR: 6.551e-02 Score 96.777 Data time: 0.1617, Forward time: 2.3530, Backward time: 3.2123, DDP time: 0.0037, Total iter time: 5.8472 [2020-11-08 13:57:54,447][root][INFO] - ===> Epoch[374](1874/5): Loss -0.6991, Sem 0.1059, dir -0.9662, norm 0.1611, swav 0.0000 LR: 6.550e-02 Score 96.342 Data time: 0.2125, Forward time: 2.3518, Backward time: 3.2147, DDP time: 0.0037, Total iter time: 6.3135 [2020-11-08 13:58:00,025][root][INFO] - ===> Epoch[374](1875/5): Loss -0.6572, Sem 0.1078, dir -0.9599, norm 0.1948, swav 0.0000 LR: 6.548e-02 Score 96.462 Data time: 0.1783, Forward time: 2.3504, Backward time: 3.2150, DDP time: 0.0037, Total iter time: 5.4669 [2020-11-08 13:58:07,085][root][INFO] - ===> Epoch[375](1876/5): Loss -0.6884, Sem 0.0972, dir -0.9675, norm 0.1818, swav 0.0000 LR: 6.546e-02 Score 96.787 Data time: 0.1970, Forward time: 2.3501, Backward time: 3.2182, DDP time: 0.0037, Total iter time: 6.9613 [2020-11-08 13:58:13,700][root][INFO] - ===> Epoch[375](1877/5): Loss -0.6779, Sem 0.1057, dir -0.9640, norm 0.1805, swav 0.0000 LR: 6.544e-02 Score 96.450 Data time: 0.2275, Forward time: 2.3504, Backward time: 3.2195, DDP time: 0.0037, Total iter time: 6.4953 [2020-11-08 13:58:19,490][root][INFO] - ===> Epoch[375](1878/5): Loss -0.7061, Sem 0.0968, dir -0.9644, norm 0.1614, swav 0.0000 LR: 6.542e-02 Score 96.823 Data time: 0.2740, Forward time: 2.3519, Backward time: 3.2174, DDP time: 0.0037, Total iter time: 5.6580 [2020-11-08 13:58:25,079][root][INFO] - ===> Epoch[375](1879/5): Loss -0.6420, Sem 0.1034, dir -0.9586, norm 0.2131, swav 0.0000 LR: 6.540e-02 Score 96.617 Data time: 0.1779, Forward time: 2.3512, Backward time: 3.2171, DDP time: 0.0037, Total iter time: 5.4476 [2020-11-08 13:58:30,381][root][INFO] - ===> Epoch[375](1880/5): Loss -0.6761, Sem 0.1037, dir -0.9589, norm 0.1791, swav 0.0000 LR: 6.538e-02 Score 96.424 Data time: 0.1759, Forward time: 2.3500, Backward time: 3.2167, DDP time: 0.0037, Total iter time: 5.1947 [2020-11-08 13:58:35,357][root][INFO] - ===> Epoch[376](1881/5): Loss -0.6329, Sem 0.1236, dir -0.9559, norm 0.1995, swav 0.0000 LR: 6.536e-02 Score 96.110 Data time: 0.2570, Forward time: 2.3499, Backward time: 3.2142, DDP time: 0.0037, Total iter time: 4.8673 [2020-11-08 13:58:41,718][root][INFO] - ===> Epoch[376](1882/5): Loss -0.6890, Sem 0.1046, dir -0.9656, norm 0.1719, swav 0.0000 LR: 6.534e-02 Score 96.519 Data time: 0.2822, Forward time: 2.3521, Backward time: 3.2131, DDP time: 0.0037, Total iter time: 6.2420 [2020-11-08 13:58:48,063][root][INFO] - ===> Epoch[376](1883/5): Loss -0.6471, Sem 0.1063, dir -0.9611, norm 0.2077, swav 0.0000 LR: 6.533e-02 Score 96.410 Data time: 0.2929, Forward time: 2.3544, Backward time: 3.2117, DDP time: 0.0037, Total iter time: 6.2265 [2020-11-08 13:58:54,807][root][INFO] - ===> Epoch[376](1884/5): Loss -0.6741, Sem 0.1141, dir -0.9618, norm 0.1735, swav 0.0000 LR: 6.531e-02 Score 96.089 Data time: 0.1947, Forward time: 2.3544, Backward time: 3.2136, DDP time: 0.0037, Total iter time: 6.6014 [2020-11-08 13:59:01,233][root][INFO] - ===> Epoch[376](1885/5): Loss -0.6584, Sem 0.1162, dir -0.9604, norm 0.1858, swav 0.0000 LR: 6.529e-02 Score 96.060 Data time: 0.1673, Forward time: 2.3534, Backward time: 3.2157, DDP time: 0.0037, Total iter time: 6.3093 [2020-11-08 13:59:07,114][root][INFO] - ===> Epoch[377](1886/5): Loss -0.6505, Sem 0.1217, dir -0.9606, norm 0.1884, swav 0.0000 LR: 6.527e-02 Score 95.812 Data time: 0.1258, Forward time: 2.3506, Backward time: 3.2186, DDP time: 0.0037, Total iter time: 5.7637 [2020-11-08 13:59:13,787][root][INFO] - ===> Epoch[377](1887/5): Loss -0.6575, Sem 0.1242, dir -0.9617, norm 0.1800, swav 0.0000 LR: 6.525e-02 Score 95.892 Data time: 0.2610, Forward time: 2.3518, Backward time: 3.2193, DDP time: 0.0037, Total iter time: 6.6081 [2020-11-08 13:59:19,590][root][INFO] - ===> Epoch[377](1888/5): Loss -0.7032, Sem 0.0947, dir -0.9635, norm 0.1656, swav 0.0000 LR: 6.523e-02 Score 96.828 Data time: 0.1934, Forward time: 2.3512, Backward time: 3.2195, DDP time: 0.0037, Total iter time: 5.6773 [2020-11-08 13:59:25,667][root][INFO] - ===> Epoch[377](1889/5): Loss -0.6175, Sem 0.1150, dir -0.9534, norm 0.2209, swav 0.0000 LR: 6.521e-02 Score 96.213 Data time: 0.1455, Forward time: 2.3494, Backward time: 3.2216, DDP time: 0.0037, Total iter time: 5.9718 [2020-11-08 13:59:31,328][root][INFO] - ===> Epoch[377](1890/5): Loss -0.6539, Sem 0.0987, dir -0.9593, norm 0.2067, swav 0.0000 LR: 6.519e-02 Score 96.655 Data time: 0.2345, Forward time: 2.3496, Backward time: 3.2207, DDP time: 0.0037, Total iter time: 5.5747 [2020-11-08 13:59:36,923][root][INFO] - ===> Epoch[378](1891/5): Loss -0.6604, Sem 0.1157, dir -0.9627, norm 0.1866, swav 0.0000 LR: 6.518e-02 Score 95.975 Data time: 0.2307, Forward time: 2.3502, Backward time: 3.2192, DDP time: 0.0037, Total iter time: 5.4859 [2020-11-08 13:59:42,289][root][INFO] - ===> Epoch[378](1892/5): Loss -0.6882, Sem 0.1095, dir -0.9627, norm 0.1650, swav 0.0000 LR: 6.516e-02 Score 96.313 Data time: 0.2521, Forward time: 2.3512, Backward time: 3.2166, DDP time: 0.0037, Total iter time: 5.2424 [2020-11-08 13:59:48,679][root][INFO] - ===> Epoch[378](1893/5): Loss -0.6457, Sem 0.1067, dir -0.9582, norm 0.2057, swav 0.0000 LR: 6.514e-02 Score 96.549 Data time: 0.2275, Forward time: 2.3513, Backward time: 3.2176, DDP time: 0.0037, Total iter time: 6.2810 [2020-11-08 13:59:54,004][root][INFO] - ===> Epoch[378](1894/5): Loss -0.6570, Sem 0.1082, dir -0.9551, norm 0.1899, swav 0.0000 LR: 6.512e-02 Score 96.451 Data time: 0.2511, Forward time: 2.3523, Backward time: 3.2150, DDP time: 0.0037, Total iter time: 5.2077 [2020-11-08 14:00:00,676][root][INFO] - ===> Epoch[378](1895/5): Loss -0.6712, Sem 0.1064, dir -0.9605, norm 0.1829, swav 0.0000 LR: 6.510e-02 Score 96.332 Data time: 0.1648, Forward time: 2.3510, Backward time: 3.2179, DDP time: 0.0037, Total iter time: 6.5605 [2020-11-08 14:00:07,437][root][INFO] - ===> Epoch[379](1896/5): Loss -0.6306, Sem 0.1136, dir -0.9547, norm 0.2104, swav 0.0000 LR: 6.508e-02 Score 96.174 Data time: 0.1640, Forward time: 2.3492, Backward time: 3.2215, DDP time: 0.0037, Total iter time: 6.6550 [2020-11-08 14:00:13,330][root][INFO] - ===> Epoch[379](1897/5): Loss -0.6619, Sem 0.1096, dir -0.9595, norm 0.1880, swav 0.0000 LR: 6.506e-02 Score 96.347 Data time: 0.2604, Forward time: 2.3503, Backward time: 3.2204, DDP time: 0.0037, Total iter time: 5.8194 [2020-11-08 14:00:19,371][root][INFO] - ===> Epoch[379](1898/5): Loss -0.6755, Sem 0.1023, dir -0.9593, norm 0.1815, swav 0.0000 LR: 6.504e-02 Score 96.711 Data time: 0.2249, Forward time: 2.3500, Backward time: 3.2207, DDP time: 0.0037, Total iter time: 5.9097 [2020-11-08 14:00:24,229][root][INFO] - ===> Epoch[379](1899/5): Loss -0.6584, Sem 0.1077, dir -0.9598, norm 0.1937, swav 0.0000 LR: 6.502e-02 Score 96.393 Data time: 0.2376, Forward time: 2.3503, Backward time: 3.2177, DDP time: 0.0037, Total iter time: 4.7498 [2020-11-08 14:00:29,534][root][INFO] - ===> Epoch[379](1900/5): Loss -0.6398, Sem 0.1116, dir -0.9627, norm 0.2113, swav 0.0000 LR: 6.501e-02 Score 96.201 Data time: 0.2008, Forward time: 2.3498, Backward time: 3.2166, DDP time: 0.0037, Total iter time: 5.1888 [2020-11-08 14:00:34,596][root][INFO] - ===> Epoch[380](1901/5): Loss -0.6780, Sem 0.0971, dir -0.9595, norm 0.1844, swav 0.0000 LR: 6.499e-02 Score 96.809 Data time: 0.1769, Forward time: 2.3485, Backward time: 3.2157, DDP time: 0.0037, Total iter time: 4.9450 [2020-11-08 14:00:39,989][root][INFO] - ===> Epoch[380](1902/5): Loss -0.6393, Sem 0.1125, dir -0.9577, norm 0.2059, swav 0.0000 LR: 6.497e-02 Score 96.320 Data time: 0.2367, Forward time: 2.3489, Backward time: 3.2140, DDP time: 0.0037, Total iter time: 5.3077 [2020-11-08 14:00:45,674][root][INFO] - ===> Epoch[380](1903/5): Loss -0.6745, Sem 0.1064, dir -0.9623, norm 0.1814, swav 0.0000 LR: 6.495e-02 Score 96.376 Data time: 0.2243, Forward time: 2.3492, Backward time: 3.2131, DDP time: 0.0037, Total iter time: 5.5773 [2020-11-08 14:00:51,504][root][INFO] - ===> Epoch[380](1904/5): Loss -0.6442, Sem 0.0965, dir -0.9545, norm 0.2138, swav 0.0000 LR: 6.493e-02 Score 96.750 Data time: 0.2373, Forward time: 2.3490, Backward time: 3.2127, DDP time: 0.0037, Total iter time: 5.6893 [2020-11-08 14:00:58,250][root][INFO] - ===> Epoch[380](1905/5): Loss -0.6470, Sem 0.1114, dir -0.9593, norm 0.2008, swav 0.0000 LR: 6.491e-02 Score 96.290 Data time: 0.2451, Forward time: 2.3499, Backward time: 3.2136, DDP time: 0.0037, Total iter time: 6.6198 [2020-11-08 14:01:04,274][root][INFO] - ===> Epoch[381](1906/5): Loss -0.6468, Sem 0.1092, dir -0.9567, norm 0.2007, swav 0.0000 LR: 6.489e-02 Score 96.303 Data time: 0.1988, Forward time: 2.3497, Backward time: 3.2139, DDP time: 0.0037, Total iter time: 5.8665 [2020-11-08 14:01:09,963][root][INFO] - ===> Epoch[381](1907/5): Loss -0.6264, Sem 0.1154, dir -0.9568, norm 0.2150, swav 0.0000 LR: 6.487e-02 Score 96.188 Data time: 0.2422, Forward time: 2.3505, Backward time: 3.2124, DDP time: 0.0037, Total iter time: 5.5639 [2020-11-08 14:01:14,856][root][INFO] - ===> Epoch[381](1908/5): Loss -0.6923, Sem 0.1038, dir -0.9636, norm 0.1675, swav 0.0000 LR: 6.485e-02 Score 96.577 Data time: 0.2017, Forward time: 2.3498, Backward time: 3.2104, DDP time: 0.0037, Total iter time: 4.7680 [2020-11-08 14:01:21,598][root][INFO] - ===> Epoch[381](1909/5): Loss -0.6554, Sem 0.1071, dir -0.9547, norm 0.1922, swav 0.0000 LR: 6.484e-02 Score 96.280 Data time: 0.2111, Forward time: 2.3494, Backward time: 3.2127, DDP time: 0.0037, Total iter time: 6.6604 [2020-11-08 14:01:28,052][root][INFO] - ===> Epoch[381](1910/5): Loss -0.6679, Sem 0.1024, dir -0.9596, norm 0.1892, swav 0.0000 LR: 6.482e-02 Score 96.594 Data time: 0.2168, Forward time: 2.3501, Backward time: 3.2132, DDP time: 0.0037, Total iter time: 6.3574 [2020-11-08 14:01:33,651][root][INFO] - ===> Epoch[382](1911/5): Loss -0.6547, Sem 0.1114, dir -0.9590, norm 0.1928, swav 0.0000 LR: 6.480e-02 Score 96.163 Data time: 0.1874, Forward time: 2.3490, Backward time: 3.2133, DDP time: 0.0037, Total iter time: 5.4522 [2020-11-08 14:01:39,570][root][INFO] - ===> Epoch[382](1912/5): Loss -0.6577, Sem 0.1049, dir -0.9596, norm 0.1970, swav 0.0000 LR: 6.478e-02 Score 96.774 Data time: 0.2540, Forward time: 2.3500, Backward time: 3.2124, DDP time: 0.0037, Total iter time: 5.8415 [2020-11-08 14:01:45,480][root][INFO] - ===> Epoch[382](1913/5): Loss -0.6680, Sem 0.1132, dir -0.9640, norm 0.1827, swav 0.0000 LR: 6.476e-02 Score 96.349 Data time: 0.2545, Forward time: 2.3508, Backward time: 3.2112, DDP time: 0.0037, Total iter time: 5.7830 [2020-11-08 14:01:50,369][root][INFO] - ===> Epoch[382](1914/5): Loss -0.6544, Sem 0.1068, dir -0.9584, norm 0.1972, swav 0.0000 LR: 6.474e-02 Score 96.410 Data time: 0.2225, Forward time: 2.3509, Backward time: 3.2085, DDP time: 0.0037, Total iter time: 4.7848 [2020-11-08 14:01:56,315][root][INFO] - ===> Epoch[382](1915/5): Loss -0.6841, Sem 0.0973, dir -0.9622, norm 0.1808, swav 0.0000 LR: 6.472e-02 Score 96.701 Data time: 0.3173, Forward time: 2.3526, Backward time: 3.2067, DDP time: 0.0037, Total iter time: 5.8277 [2020-11-08 14:02:01,059][root][INFO] - ===> Epoch[383](1916/5): Loss -0.6828, Sem 0.1008, dir -0.9631, norm 0.1795, swav 0.0000 LR: 6.470e-02 Score 96.658 Data time: 0.2059, Forward time: 2.3520, Backward time: 3.2045, DDP time: 0.0037, Total iter time: 4.5999 [2020-11-08 14:02:07,009][root][INFO] - ===> Epoch[383](1917/5): Loss -0.6755, Sem 0.1003, dir -0.9611, norm 0.1853, swav 0.0000 LR: 6.468e-02 Score 96.607 Data time: 0.2755, Forward time: 2.3535, Backward time: 3.2029, DDP time: 0.0037, Total iter time: 5.8207 [2020-11-08 14:02:13,644][root][INFO] - ===> Epoch[383](1918/5): Loss -0.6632, Sem 0.0993, dir -0.9606, norm 0.1980, swav 0.0000 LR: 6.467e-02 Score 96.667 Data time: 0.2106, Forward time: 2.3535, Backward time: 3.2044, DDP time: 0.0037, Total iter time: 6.4868 [2020-11-08 14:02:19,779][root][INFO] - ===> Epoch[383](1919/5): Loss -0.6712, Sem 0.1140, dir -0.9623, norm 0.1772, swav 0.0000 LR: 6.465e-02 Score 96.095 Data time: 0.1733, Forward time: 2.3521, Backward time: 3.2060, DDP time: 0.0037, Total iter time: 5.9997 [2020-11-08 14:02:24,832][root][INFO] - ===> Epoch[383](1920/5): Loss -0.6931, Sem 0.0970, dir -0.9613, norm 0.1712, swav 0.0000 LR: 6.463e-02 Score 96.701 Data time: 0.2384, Forward time: 2.3526, Backward time: 3.2036, DDP time: 0.0037, Total iter time: 4.9727 [2020-11-08 14:02:30,650][root][INFO] - ===> Epoch[384](1921/5): Loss -0.6534, Sem 0.1034, dir -0.9582, norm 0.2014, swav 0.0000 LR: 6.461e-02 Score 96.571 Data time: 0.2509, Forward time: 2.3538, Backward time: 3.2021, DDP time: 0.0037, Total iter time: 5.6955 [2020-11-08 14:02:36,538][root][INFO] - ===> Epoch[384](1922/5): Loss -0.6844, Sem 0.0990, dir -0.9620, norm 0.1785, swav 0.0000 LR: 6.459e-02 Score 96.688 Data time: 0.2359, Forward time: 2.3544, Backward time: 3.2012, DDP time: 0.0037, Total iter time: 5.7470 [2020-11-08 14:02:43,013][root][INFO] - ===> Epoch[384](1923/5): Loss -0.6908, Sem 0.0933, dir -0.9647, norm 0.1806, swav 0.0000 LR: 6.457e-02 Score 96.924 Data time: 0.2208, Forward time: 2.3538, Backward time: 3.2029, DDP time: 0.0037, Total iter time: 6.3460 [2020-11-08 14:02:48,482][root][INFO] - ===> Epoch[384](1924/5): Loss -0.6754, Sem 0.1022, dir -0.9627, norm 0.1851, swav 0.0000 LR: 6.455e-02 Score 96.563 Data time: 0.2639, Forward time: 2.3546, Backward time: 3.2009, DDP time: 0.0037, Total iter time: 5.3588 [2020-11-08 14:02:55,789][root][INFO] - ===> Epoch[384](1925/5): Loss -0.6633, Sem 0.1107, dir -0.9634, norm 0.1894, swav 0.0000 LR: 6.453e-02 Score 96.275 Data time: 0.3754, Forward time: 2.3576, Backward time: 3.2009, DDP time: 0.0037, Total iter time: 7.1867 [2020-11-08 14:03:01,914][root][INFO] - ===> Epoch[385](1926/5): Loss -0.7082, Sem 0.0858, dir -0.9575, norm 0.1635, swav 0.0000 LR: 6.451e-02 Score 97.102 Data time: 0.2149, Forward time: 2.3579, Backward time: 3.2009, DDP time: 0.0037, Total iter time: 5.9938 [2020-11-08 14:03:08,026][root][INFO] - ===> Epoch[385](1927/5): Loss -0.6905, Sem 0.1027, dir -0.9655, norm 0.1722, swav 0.0000 LR: 6.450e-02 Score 96.470 Data time: 0.2762, Forward time: 2.3586, Backward time: 3.2004, DDP time: 0.0037, Total iter time: 5.9763 [2020-11-08 14:03:13,613][root][INFO] - ===> Epoch[385](1928/5): Loss -0.6300, Sem 0.1130, dir -0.9603, norm 0.2173, swav 0.0000 LR: 6.448e-02 Score 96.179 Data time: 0.2491, Forward time: 2.3597, Backward time: 3.1984, DDP time: 0.0037, Total iter time: 5.4581 [2020-11-08 14:03:21,235][root][INFO] - ===> Epoch[385](1929/5): Loss -0.7039, Sem 0.0939, dir -0.9667, norm 0.1689, swav 0.0000 LR: 6.446e-02 Score 96.732 Data time: 0.2129, Forward time: 2.3596, Backward time: 3.2022, DDP time: 0.0037, Total iter time: 7.4961 [2020-11-08 14:03:27,026][root][INFO] - ===> Epoch[385](1930/5): Loss -0.6491, Sem 0.1086, dir -0.9593, norm 0.2016, swav 0.0000 LR: 6.444e-02 Score 96.525 Data time: 0.1474, Forward time: 2.3575, Backward time: 3.2039, DDP time: 0.0037, Total iter time: 5.6752 [2020-11-08 14:03:33,112][root][INFO] - ===> Epoch[386](1931/5): Loss -0.6911, Sem 0.0965, dir -0.9618, norm 0.1742, swav 0.0000 LR: 6.442e-02 Score 96.736 Data time: 0.2345, Forward time: 2.3577, Backward time: 3.2040, DDP time: 0.0037, Total iter time: 6.0135 [2020-11-08 14:03:39,839][root][INFO] - ===> Epoch[386](1932/5): Loss -0.6857, Sem 0.1005, dir -0.9654, norm 0.1793, swav 0.0000 LR: 6.440e-02 Score 96.578 Data time: 0.2107, Forward time: 2.3575, Backward time: 3.2059, DDP time: 0.0037, Total iter time: 6.6212 [2020-11-08 14:03:45,518][root][INFO] - ===> Epoch[386](1933/5): Loss -0.6742, Sem 0.0989, dir -0.9598, norm 0.1867, swav 0.0000 LR: 6.438e-02 Score 96.696 Data time: 0.2711, Forward time: 2.3578, Backward time: 3.2049, DDP time: 0.0037, Total iter time: 5.5765 [2020-11-08 14:03:52,306][root][INFO] - ===> Epoch[386](1934/5): Loss -0.6815, Sem 0.1091, dir -0.9680, norm 0.1774, swav 0.0000 LR: 6.436e-02 Score 96.333 Data time: 0.4337, Forward time: 2.3601, Backward time: 3.2042, DDP time: 0.0037, Total iter time: 6.6768 [2020-11-08 14:03:58,980][root][INFO] - ===> Epoch[386](1935/5): Loss -0.6720, Sem 0.0959, dir -0.9597, norm 0.1918, swav 0.0000 LR: 6.434e-02 Score 96.748 Data time: 0.2412, Forward time: 2.3612, Backward time: 3.2046, DDP time: 0.0037, Total iter time: 6.5515 [2020-11-08 14:04:05,810][root][INFO] - ===> Epoch[387](1936/5): Loss -0.6851, Sem 0.1098, dir -0.9655, norm 0.1706, swav 0.0000 LR: 6.433e-02 Score 96.384 Data time: 0.2573, Forward time: 2.3621, Backward time: 3.2055, DDP time: 0.0037, Total iter time: 6.7051 [2020-11-08 14:04:12,980][root][INFO] - ===> Epoch[387](1937/5): Loss -0.6521, Sem 0.1042, dir -0.9587, norm 0.2024, swav 0.0000 LR: 6.431e-02 Score 96.505 Data time: 0.2769, Forward time: 2.3634, Backward time: 3.2068, DDP time: 0.0037, Total iter time: 7.0587 [2020-11-08 14:04:18,755][root][INFO] - ===> Epoch[387](1938/5): Loss -0.7289, Sem 0.0828, dir -0.9685, norm 0.1568, swav 0.0000 LR: 6.429e-02 Score 97.193 Data time: 0.2985, Forward time: 2.3646, Backward time: 3.2051, DDP time: 0.0037, Total iter time: 5.6583 [2020-11-08 14:04:24,600][root][INFO] - ===> Epoch[387](1939/5): Loss -0.6712, Sem 0.1071, dir -0.9609, norm 0.1826, swav 0.0000 LR: 6.427e-02 Score 96.419 Data time: 0.2479, Forward time: 2.3654, Backward time: 3.2039, DDP time: 0.0037, Total iter time: 5.7406 [2020-11-08 14:04:30,237][root][INFO] - ===> Epoch[387](1940/5): Loss -0.6313, Sem 0.0979, dir -0.9567, norm 0.2275, swav 0.0000 LR: 6.425e-02 Score 96.767 Data time: 0.1844, Forward time: 2.3647, Backward time: 3.2039, DDP time: 0.0037, Total iter time: 5.5284 [2020-11-08 14:04:36,110][root][INFO] - ===> Epoch[388](1941/5): Loss -0.6813, Sem 0.1099, dir -0.9602, norm 0.1690, swav 0.0000 LR: 6.423e-02 Score 96.454 Data time: 0.1930, Forward time: 2.3640, Backward time: 3.2045, DDP time: 0.0037, Total iter time: 5.7690 [2020-11-08 14:04:43,783][root][INFO] - ===> Epoch[388](1942/5): Loss -0.6631, Sem 0.1048, dir -0.9627, norm 0.1948, swav 0.0000 LR: 6.421e-02 Score 96.402 Data time: 0.3116, Forward time: 2.3658, Backward time: 3.2063, DDP time: 0.0037, Total iter time: 7.5610 [2020-11-08 14:04:48,994][root][INFO] - ===> Epoch[388](1943/5): Loss -0.7059, Sem 0.0919, dir -0.9668, norm 0.1690, swav 0.0000 LR: 6.419e-02 Score 96.972 Data time: 0.2375, Forward time: 2.3660, Backward time: 3.2042, DDP time: 0.0037, Total iter time: 5.0643 [2020-11-08 14:04:54,749][root][INFO] - ===> Epoch[388](1944/5): Loss -0.6643, Sem 0.1093, dir -0.9614, norm 0.1879, swav 0.0000 LR: 6.417e-02 Score 96.387 Data time: 0.2790, Forward time: 2.3673, Backward time: 3.2024, DDP time: 0.0037, Total iter time: 5.6580 [2020-11-08 14:05:00,757][root][INFO] - ===> Epoch[388](1945/5): Loss -0.6587, Sem 0.0998, dir -0.9568, norm 0.1982, swav 0.0000 LR: 6.416e-02 Score 96.691 Data time: 0.2202, Forward time: 2.3677, Backward time: 3.2020, DDP time: 0.0037, Total iter time: 5.8859 [2020-11-08 14:05:07,137][root][INFO] - ===> Epoch[389](1946/5): Loss -0.6896, Sem 0.0963, dir -0.9637, norm 0.1779, swav 0.0000 LR: 6.414e-02 Score 96.682 Data time: 0.1862, Forward time: 2.3667, Backward time: 3.2039, DDP time: 0.0037, Total iter time: 6.2745 [2020-11-08 14:05:13,138][root][INFO] - ===> Epoch[389](1947/5): Loss -0.6755, Sem 0.0967, dir -0.9604, norm 0.1882, swav 0.0000 LR: 6.412e-02 Score 96.715 Data time: 0.2509, Forward time: 2.3674, Backward time: 3.2033, DDP time: 0.0037, Total iter time: 5.9259 [2020-11-08 14:05:19,126][root][INFO] - ===> Epoch[389](1948/5): Loss -0.6607, Sem 0.0994, dir -0.9649, norm 0.2048, swav 0.0000 LR: 6.410e-02 Score 96.702 Data time: 0.3515, Forward time: 2.3687, Backward time: 3.2019, DDP time: 0.0037, Total iter time: 5.8600 [2020-11-08 14:05:25,368][root][INFO] - ===> Epoch[389](1949/5): Loss -0.6906, Sem 0.0954, dir -0.9624, norm 0.1765, swav 0.0000 LR: 6.408e-02 Score 96.772 Data time: 0.2985, Forward time: 2.3706, Backward time: 3.2005, DDP time: 0.0037, Total iter time: 6.1216 [2020-11-08 14:05:30,942][root][INFO] - ===> Epoch[389](1950/5): Loss -0.6899, Sem 0.1056, dir -0.9621, norm 0.1667, swav 0.0000 LR: 6.406e-02 Score 96.341 Data time: 0.2322, Forward time: 2.3710, Backward time: 3.1992, DDP time: 0.0037, Total iter time: 5.4435 [2020-11-08 14:05:37,908][root][INFO] - ===> Epoch[390](1951/5): Loss -0.6725, Sem 0.1038, dir -0.9587, norm 0.1824, swav 0.0000 LR: 6.404e-02 Score 96.558 Data time: 0.1998, Forward time: 2.3707, Backward time: 3.2016, DDP time: 0.0037, Total iter time: 6.8585 [2020-11-08 14:05:44,314][root][INFO] - ===> Epoch[390](1952/5): Loss -0.6984, Sem 0.1033, dir -0.9648, norm 0.1631, swav 0.0000 LR: 6.402e-02 Score 96.585 Data time: 0.2875, Forward time: 2.3715, Backward time: 3.2017, DDP time: 0.0037, Total iter time: 6.3183 [2020-11-08 14:05:50,726][root][INFO] - ===> Epoch[390](1953/5): Loss -0.6849, Sem 0.0945, dir -0.9638, norm 0.1844, swav 0.0000 LR: 6.400e-02 Score 96.780 Data time: 0.2446, Forward time: 2.3723, Backward time: 3.2018, DDP time: 0.0037, Total iter time: 6.3009 [2020-11-08 14:05:56,868][root][INFO] - ===> Epoch[390](1954/5): Loss -0.7023, Sem 0.1003, dir -0.9644, norm 0.1618, swav 0.0000 LR: 6.398e-02 Score 96.648 Data time: 0.1870, Forward time: 2.3716, Backward time: 3.2029, DDP time: 0.0037, Total iter time: 6.0331 [2020-11-08 14:06:01,990][root][INFO] - ===> Epoch[390](1955/5): Loss -0.6600, Sem 0.1076, dir -0.9650, norm 0.1974, swav 0.0000 LR: 6.397e-02 Score 96.408 Data time: 0.2340, Forward time: 2.3713, Backward time: 3.2014, DDP time: 0.0037, Total iter time: 5.0282 [2020-11-08 14:06:08,559][root][INFO] - ===> Epoch[391](1956/5): Loss -0.6994, Sem 0.0999, dir -0.9663, norm 0.1669, swav 0.0000 LR: 6.395e-02 Score 96.582 Data time: 0.2254, Forward time: 2.3712, Backward time: 3.2027, DDP time: 0.0037, Total iter time: 6.4626 [2020-11-08 14:06:13,771][root][INFO] - ===> Epoch[391](1957/5): Loss -0.6820, Sem 0.0956, dir -0.9571, norm 0.1795, swav 0.0000 LR: 6.393e-02 Score 96.834 Data time: 0.1986, Forward time: 2.3703, Backward time: 3.2017, DDP time: 0.0037, Total iter time: 5.0859 [2020-11-08 14:06:19,625][root][INFO] - ===> Epoch[391](1958/5): Loss -0.6865, Sem 0.0965, dir -0.9647, norm 0.1817, swav 0.0000 LR: 6.391e-02 Score 96.731 Data time: 0.2309, Forward time: 2.3704, Backward time: 3.2013, DDP time: 0.0037, Total iter time: 5.7540 [2020-11-08 14:06:24,922][root][INFO] - ===> Epoch[391](1959/5): Loss -0.7089, Sem 0.0890, dir -0.9655, norm 0.1676, swav 0.0000 LR: 6.389e-02 Score 97.006 Data time: 0.2162, Forward time: 2.3704, Backward time: 3.1999, DDP time: 0.0037, Total iter time: 5.1733 [2020-11-08 14:06:31,221][root][INFO] - ===> Epoch[391](1960/5): Loss -0.6743, Sem 0.1084, dir -0.9647, norm 0.1820, swav 0.0000 LR: 6.387e-02 Score 96.469 Data time: 0.2384, Forward time: 2.3704, Backward time: 3.2005, DDP time: 0.0037, Total iter time: 6.1758 [2020-11-08 14:06:37,051][root][INFO] - ===> Epoch[392](1961/5): Loss -0.6775, Sem 0.0937, dir -0.9624, norm 0.1911, swav 0.0000 LR: 6.385e-02 Score 96.739 Data time: 0.2273, Forward time: 2.3704, Backward time: 3.2002, DDP time: 0.0037, Total iter time: 5.7104 [2020-11-08 14:06:43,160][root][INFO] - ===> Epoch[392](1962/5): Loss -0.6646, Sem 0.1111, dir -0.9599, norm 0.1842, swav 0.0000 LR: 6.383e-02 Score 96.285 Data time: 0.2929, Forward time: 2.3717, Backward time: 3.1990, DDP time: 0.0037, Total iter time: 6.0077 [2020-11-08 14:06:48,621][root][INFO] - ===> Epoch[392](1963/5): Loss -0.6990, Sem 0.0905, dir -0.9642, norm 0.1748, swav 0.0000 LR: 6.381e-02 Score 96.950 Data time: 0.2510, Forward time: 2.3725, Backward time: 3.1971, DDP time: 0.0037, Total iter time: 5.3481 [2020-11-08 14:06:55,063][root][INFO] - ===> Epoch[392](1964/5): Loss -0.7059, Sem 0.0936, dir -0.9629, norm 0.1634, swav 0.0000 LR: 6.380e-02 Score 96.879 Data time: 0.2195, Forward time: 2.3723, Backward time: 3.1982, DDP time: 0.0037, Total iter time: 6.3043 [2020-11-08 14:07:01,411][root][INFO] - ===> Epoch[392](1965/5): Loss -0.6763, Sem 0.1007, dir -0.9620, norm 0.1851, swav 0.0000 LR: 6.378e-02 Score 96.707 Data time: 0.2257, Forward time: 2.3714, Backward time: 3.1997, DDP time: 0.0037, Total iter time: 6.2157 [2020-11-08 14:07:09,646][root][INFO] - ===> Epoch[393](1966/5): Loss -0.7017, Sem 0.0873, dir -0.9635, norm 0.1745, swav 0.0000 LR: 6.376e-02 Score 97.117 Data time: 0.2104, Forward time: 2.3712, Backward time: 3.2047, DDP time: 0.0037, Total iter time: 8.1454 [2020-11-08 14:07:16,438][root][INFO] - ===> Epoch[393](1967/5): Loss -0.6601, Sem 0.1065, dir -0.9620, norm 0.1954, swav 0.0000 LR: 6.374e-02 Score 96.416 Data time: 0.2396, Forward time: 2.3716, Backward time: 3.2059, DDP time: 0.0037, Total iter time: 6.6634 [2020-11-08 14:07:22,492][root][INFO] - ===> Epoch[393](1968/5): Loss -0.6982, Sem 0.0974, dir -0.9661, norm 0.1705, swav 0.0000 LR: 6.372e-02 Score 96.709 Data time: 0.2515, Forward time: 2.3722, Backward time: 3.2055, DDP time: 0.0037, Total iter time: 5.9248 [2020-11-08 14:07:28,059][root][INFO] - ===> Epoch[393](1969/5): Loss -0.6914, Sem 0.0967, dir -0.9636, norm 0.1755, swav 0.0000 LR: 6.370e-02 Score 96.692 Data time: 0.2551, Forward time: 2.3731, Backward time: 3.2037, DDP time: 0.0037, Total iter time: 5.4510 [2020-11-08 14:07:34,458][root][INFO] - ===> Epoch[393](1970/5): Loss -0.6734, Sem 0.1005, dir -0.9623, norm 0.1884, swav 0.0000 LR: 6.368e-02 Score 96.675 Data time: 0.2180, Forward time: 2.3727, Backward time: 3.2049, DDP time: 0.0037, Total iter time: 6.2849 [2020-11-08 14:07:41,350][root][INFO] - ===> Epoch[394](1971/5): Loss -0.6896, Sem 0.1045, dir -0.9652, norm 0.1711, swav 0.0000 LR: 6.366e-02 Score 96.484 Data time: 0.4004, Forward time: 2.3749, Backward time: 3.2043, DDP time: 0.0037, Total iter time: 6.7911 [2020-11-08 14:07:47,288][root][INFO] - ===> Epoch[394](1972/5): Loss -0.6773, Sem 0.0983, dir -0.9601, norm 0.1845, swav 0.0000 LR: 6.364e-02 Score 96.716 Data time: 0.2846, Forward time: 2.3764, Backward time: 3.2028, DDP time: 0.0037, Total iter time: 5.8177 [2020-11-08 14:07:54,458][root][INFO] - ===> Epoch[394](1973/5): Loss -0.6371, Sem 0.1148, dir -0.9551, norm 0.2032, swav 0.0000 LR: 6.363e-02 Score 96.190 Data time: 0.2191, Forward time: 2.3761, Backward time: 3.2054, DDP time: 0.0037, Total iter time: 7.0478 [2020-11-08 14:07:59,591][root][INFO] - ===> Epoch[394](1974/5): Loss -0.6865, Sem 0.0968, dir -0.9637, norm 0.1804, swav 0.0000 LR: 6.361e-02 Score 96.769 Data time: 0.2124, Forward time: 2.3758, Backward time: 3.2039, DDP time: 0.0037, Total iter time: 5.0054 [2020-11-08 14:08:07,450][root][INFO] - ===> Epoch[394](1975/5): Loss -0.6648, Sem 0.0985, dir -0.9547, norm 0.1914, swav 0.0000 LR: 6.359e-02 Score 96.752 Data time: 0.2089, Forward time: 2.3755, Backward time: 3.2080, DDP time: 0.0037, Total iter time: 7.7455 [2020-11-08 14:08:13,210][root][INFO] - ===> Epoch[395](1976/5): Loss -0.6719, Sem 0.0960, dir -0.9568, norm 0.1888, swav 0.0000 LR: 6.357e-02 Score 96.859 Data time: 0.1680, Forward time: 2.3743, Backward time: 3.2087, DDP time: 0.0037, Total iter time: 5.6587 [2020-11-08 14:08:18,673][root][INFO] - ===> Epoch[395](1977/5): Loss -0.6685, Sem 0.1015, dir -0.9611, norm 0.1912, swav 0.0000 LR: 6.355e-02 Score 96.539 Data time: 0.1675, Forward time: 2.3731, Backward time: 3.2090, DDP time: 0.0037, Total iter time: 5.3806 [2020-11-08 14:08:24,137][root][INFO] - ===> Epoch[395](1978/5): Loss -0.6572, Sem 0.0989, dir -0.9574, norm 0.2013, swav 0.0000 LR: 6.353e-02 Score 96.568 Data time: 0.1945, Forward time: 2.3725, Backward time: 3.2086, DDP time: 0.0037, Total iter time: 5.3712 [2020-11-08 14:08:29,320][root][INFO] - ===> Epoch[395](1979/5): Loss -0.7016, Sem 0.0982, dir -0.9658, norm 0.1661, swav 0.0000 LR: 6.351e-02 Score 96.629 Data time: 0.2135, Forward time: 2.3717, Backward time: 3.2077, DDP time: 0.0037, Total iter time: 5.0431 [2020-11-08 14:08:35,605][root][INFO] - ===> Epoch[395](1980/5): Loss -0.6767, Sem 0.1033, dir -0.9598, norm 0.1798, swav 0.0000 LR: 6.349e-02 Score 96.533 Data time: 0.2998, Forward time: 2.3734, Backward time: 3.2066, DDP time: 0.0037, Total iter time: 6.1978 [2020-11-08 14:08:41,064][root][INFO] - ===> Epoch[396](1981/5): Loss -0.6973, Sem 0.0919, dir -0.9605, norm 0.1713, swav 0.0000 LR: 6.347e-02 Score 96.881 Data time: 0.1876, Forward time: 2.3726, Backward time: 3.2062, DDP time: 0.0037, Total iter time: 5.3355 [2020-11-08 14:08:47,512][root][INFO] - ===> Epoch[396](1982/5): Loss -0.7078, Sem 0.0955, dir -0.9647, norm 0.1614, swav 0.0000 LR: 6.346e-02 Score 96.777 Data time: 0.2724, Forward time: 2.3737, Backward time: 3.2060, DDP time: 0.0037, Total iter time: 6.3332 [2020-11-08 14:08:52,960][root][INFO] - ===> Epoch[396](1983/5): Loss -0.6813, Sem 0.0988, dir -0.9602, norm 0.1802, swav 0.0000 LR: 6.344e-02 Score 96.589 Data time: 0.1731, Forward time: 2.3726, Backward time: 3.2060, DDP time: 0.0037, Total iter time: 5.3315 [2020-11-08 14:08:58,160][root][INFO] - ===> Epoch[396](1984/5): Loss -0.6851, Sem 0.0988, dir -0.9654, norm 0.1815, swav 0.0000 LR: 6.342e-02 Score 96.627 Data time: 0.2606, Forward time: 2.3728, Backward time: 3.2043, DDP time: 0.0037, Total iter time: 5.1017 [2020-11-08 14:09:05,780][root][INFO] - ===> Epoch[396](1985/5): Loss -0.6603, Sem 0.1053, dir -0.9610, norm 0.1953, swav 0.0000 LR: 6.340e-02 Score 96.445 Data time: 0.2294, Forward time: 2.3730, Backward time: 3.2073, DDP time: 0.0037, Total iter time: 7.5000 [2020-11-08 14:09:11,195][root][INFO] - ===> Epoch[397](1986/5): Loss -0.6867, Sem 0.0935, dir -0.9629, norm 0.1826, swav 0.0000 LR: 6.338e-02 Score 96.847 Data time: 0.2647, Forward time: 2.3739, Backward time: 3.2052, DDP time: 0.0037, Total iter time: 5.2848 [2020-11-08 14:09:17,006][root][INFO] - ===> Epoch[397](1987/5): Loss -0.7045, Sem 0.0952, dir -0.9679, norm 0.1681, swav 0.0000 LR: 6.336e-02 Score 96.679 Data time: 0.2653, Forward time: 2.3747, Backward time: 3.2040, DDP time: 0.0037, Total iter time: 5.6769 [2020-11-08 14:09:23,513][root][INFO] - ===> Epoch[397](1988/5): Loss -0.6751, Sem 0.0995, dir -0.9607, norm 0.1861, swav 0.0000 LR: 6.334e-02 Score 96.619 Data time: 0.3608, Forward time: 2.3765, Backward time: 3.2031, DDP time: 0.0037, Total iter time: 6.3940 [2020-11-08 14:09:29,401][root][INFO] - ===> Epoch[397](1989/5): Loss -0.6746, Sem 0.0952, dir -0.9614, norm 0.1917, swav 0.0000 LR: 6.332e-02 Score 96.784 Data time: 0.1998, Forward time: 2.3762, Backward time: 3.2032, DDP time: 0.0037, Total iter time: 5.7494 [2020-11-08 14:09:34,937][root][INFO] - ===> Epoch[397](1990/5): Loss -0.6807, Sem 0.1063, dir -0.9630, norm 0.1760, swav 0.0000 LR: 6.330e-02 Score 96.405 Data time: 0.1821, Forward time: 2.3754, Backward time: 3.2031, DDP time: 0.0037, Total iter time: 5.4334 [2020-11-08 14:09:41,881][root][INFO] - ===> Epoch[398](1991/5): Loss -0.7002, Sem 0.0934, dir -0.9635, norm 0.1699, swav 0.0000 LR: 6.328e-02 Score 96.803 Data time: 0.2563, Forward time: 2.3752, Backward time: 3.2052, DDP time: 0.0037, Total iter time: 6.8763 [2020-11-08 14:09:49,053][root][INFO] - ===> Epoch[398](1992/5): Loss -0.6572, Sem 0.1044, dir -0.9609, norm 0.1993, swav 0.0000 LR: 6.327e-02 Score 96.468 Data time: 0.1577, Forward time: 2.3737, Backward time: 3.2089, DDP time: 0.0037, Total iter time: 7.0667 [2020-11-08 14:09:54,467][root][INFO] - ===> Epoch[398](1993/5): Loss -0.7010, Sem 0.1025, dir -0.9679, norm 0.1643, swav 0.0000 LR: 6.325e-02 Score 96.616 Data time: 0.1459, Forward time: 2.3720, Backward time: 3.2097, DDP time: 0.0037, Total iter time: 5.3368 [2020-11-08 14:10:00,889][root][INFO] - ===> Epoch[398](1994/5): Loss -0.6644, Sem 0.0987, dir -0.9635, norm 0.2005, swav 0.0000 LR: 6.323e-02 Score 96.615 Data time: 0.2338, Forward time: 2.3722, Backward time: 3.2104, DDP time: 0.0037, Total iter time: 6.3597 [2020-11-08 14:10:06,812][root][INFO] - ===> Epoch[398](1995/5): Loss -0.6701, Sem 0.0930, dir -0.9598, norm 0.1967, swav 0.0000 LR: 6.321e-02 Score 96.884 Data time: 0.2389, Forward time: 2.3727, Backward time: 3.2098, DDP time: 0.0037, Total iter time: 5.8140 [2020-11-08 14:10:12,679][root][INFO] - ===> Epoch[399](1996/5): Loss -0.6939, Sem 0.0818, dir -0.9642, norm 0.1884, swav 0.0000 LR: 6.319e-02 Score 97.257 Data time: 0.1916, Forward time: 2.3719, Backward time: 3.2104, DDP time: 0.0037, Total iter time: 5.7396 [2020-11-08 14:10:19,036][root][INFO] - ===> Epoch[399](1997/5): Loss -0.6618, Sem 0.1038, dir -0.9554, norm 0.1898, swav 0.0000 LR: 6.317e-02 Score 96.505 Data time: 0.1721, Forward time: 2.3707, Backward time: 3.2123, DDP time: 0.0037, Total iter time: 6.2570 [2020-11-08 14:10:25,025][root][INFO] - ===> Epoch[399](1998/5): Loss -0.6999, Sem 0.0997, dir -0.9661, norm 0.1665, swav 0.0000 LR: 6.315e-02 Score 96.537 Data time: 0.2226, Forward time: 2.3705, Backward time: 3.2124, DDP time: 0.0037, Total iter time: 5.8948 [2020-11-08 14:10:30,305][root][INFO] - ===> Epoch[399](1999/5): Loss -0.6992, Sem 0.1113, dir -0.9668, norm 0.1563, swav 0.0000 LR: 6.313e-02 Score 96.388 Data time: 0.2219, Forward time: 2.3705, Backward time: 3.2111, DDP time: 0.0037, Total iter time: 5.1338 [2020-11-08 14:10:34,987][root][INFO] - ===> Epoch[399](2000/5): Loss -0.6859, Sem 0.1001, dir -0.9631, norm 0.1770, swav 0.0000 LR: 6.311e-02 Score 96.565 Data time: 0.2280, Forward time: 2.3705, Backward time: 3.2086, DDP time: 0.0037, Total iter time: 4.5738 [2020-11-08 14:10:35,782][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 14:10:35,949][root][INFO] - ===> Start testing [2020-11-08 14:12:05,159][root][INFO] - 101/312: Data time: 0.0048, Iter time: 0.3402 Loss 0.192 (AVG: 0.637) Score 93.927 (AVG: 87.644) mIOU 64.876 mAP 71.593 mAcc 74.699 IOU: 83.182 96.125 61.224 75.932 87.963 79.918 62.730 60.289 58.969 68.706 28.143 56.193 51.175 53.876 52.090 42.261 91.381 74.491 82.218 30.663 mAP: 79.898 95.708 61.764 80.780 91.732 81.677 67.258 64.850 57.444 66.196 47.104 47.713 67.554 59.572 58.628 88.255 98.018 89.213 70.482 58.019 mAcc: 94.239 98.687 75.142 79.236 92.638 87.375 75.764 73.727 69.568 80.431 33.100 76.611 80.131 70.561 60.237 45.099 96.173 84.415 84.348 36.490 [2020-11-08 14:13:36,446][root][INFO] - 201/312: Data time: 0.0208, Iter time: 0.2001 Loss 0.851 (AVG: 0.722) Score 82.533 (AVG: 86.184) mIOU 63.279 mAP 71.584 mAcc 73.661 IOU: 82.451 96.067 56.176 74.390 86.881 75.826 64.695 56.241 57.888 62.808 26.921 55.723 49.534 49.937 44.175 55.983 90.101 64.117 86.550 29.116 mAP: 82.769 96.094 62.733 72.540 88.552 77.202 65.979 68.218 58.269 66.727 49.023 52.820 65.541 63.442 56.429 89.286 96.613 85.242 81.109 53.099 mAcc: 93.793 98.674 73.084 77.258 92.165 87.370 76.773 68.397 71.200 78.888 30.977 74.376 81.617 63.319 49.518 61.541 95.470 72.824 90.686 35.288 [2020-11-08 14:15:11,608][root][INFO] - 301/312: Data time: 0.0064, Iter time: 0.2879 Loss 0.156 (AVG: 0.776) Score 95.134 (AVG: 85.630) mIOU 62.474 mAP 70.441 mAcc 72.772 IOU: 81.899 96.047 54.512 74.462 86.911 78.318 62.589 55.470 57.532 64.698 26.792 54.644 46.223 52.817 37.566 53.627 90.669 61.007 86.997 26.710 mAP: 81.560 96.273 62.699 71.698 88.503 76.008 65.700 67.186 59.532 63.977 50.753 54.546 65.057 66.654 44.291 80.323 96.202 82.189 82.244 53.432 mAcc: 94.150 98.708 74.296 78.390 92.138 86.873 75.367 67.851 69.479 80.615 29.970 73.745 80.337 65.495 41.430 60.730 94.858 68.689 90.929 31.382 [2020-11-08 14:15:18,887][root][INFO] - 312/312: Data time: 0.0024, Iter time: 0.1426 Loss 0.577 (AVG: 0.765) Score 81.713 (AVG: 85.806) mIOU 62.652 mAP 70.473 mAcc 72.943 IOU: 82.156 96.079 54.173 75.228 87.170 78.311 63.379 55.445 56.933 64.953 26.706 54.606 46.972 53.091 37.336 53.520 90.856 61.619 87.324 27.192 mAP: 81.748 96.339 61.972 72.507 88.405 76.008 65.522 66.625 59.375 64.612 50.197 54.546 65.624 66.451 43.395 81.016 96.315 82.407 82.759 53.626 mAcc: 94.180 98.718 74.028 79.090 92.306 86.873 75.901 67.866 68.898 80.879 29.862 73.745 80.691 66.065 41.152 61.130 95.006 69.298 91.197 31.983 [2020-11-08 14:15:18,888][root][INFO] - Finished test. Elapsed time: 282.9374 [2020-11-08 14:15:30,442][root][INFO] - [2020-11-08 14:15:30,443][root][INFO] - ################################################################ [2020-11-08 14:15:30,443][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 14:15:30,443][root][INFO] - ################################################################ [2020-11-08 14:15:30,443][root][INFO] - cabinet : 0.194 0.394 0.624 [2020-11-08 14:15:30,443][root][INFO] - bed : 0.372 0.698 0.788 [2020-11-08 14:15:30,443][root][INFO] - chair : 0.687 0.835 0.882 [2020-11-08 14:15:30,443][root][INFO] - sofa : 0.416 0.661 0.816 [2020-11-08 14:15:30,443][root][INFO] - table : 0.358 0.543 0.671 [2020-11-08 14:15:30,443][root][INFO] - door : 0.214 0.409 0.542 [2020-11-08 14:15:30,443][root][INFO] - window : 0.091 0.222 0.430 [2020-11-08 14:15:30,443][root][INFO] - bookshelf : 0.193 0.471 0.697 [2020-11-08 14:15:30,443][root][INFO] - picture : 0.130 0.257 0.351 [2020-11-08 14:15:30,443][root][INFO] - counter : 0.029 0.093 0.487 [2020-11-08 14:15:30,443][root][INFO] - desk : 0.041 0.172 0.521 [2020-11-08 14:15:30,444][root][INFO] - curtain : 0.181 0.333 0.473 [2020-11-08 14:15:30,444][root][INFO] - refrigerator : 0.236 0.294 0.314 [2020-11-08 14:15:30,444][root][INFO] - shower curtain : 0.351 0.510 0.606 [2020-11-08 14:15:30,444][root][INFO] - toilet : 0.834 0.983 1.000 [2020-11-08 14:15:30,444][root][INFO] - sink : 0.188 0.470 0.759 [2020-11-08 14:15:30,444][root][INFO] - bathtub : 0.647 0.770 0.871 [2020-11-08 14:15:30,444][root][INFO] - otherfurniture : 0.278 0.396 0.533 [2020-11-08 14:15:30,444][root][INFO] - ---------------------------------------------------------------- [2020-11-08 14:15:30,444][root][INFO] - average : 0.302 0.473 0.631 [2020-11-08 14:15:30,444][root][INFO] - [2020-11-08 14:15:30,646][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 14:15:31,520][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 14:15:31,730][root][INFO] - Current best mIoU: 62.652 at iter 2000 [2020-11-08 14:15:36,282][root][INFO] - ===> Epoch[400](2001/5): Loss -0.6811, Sem 0.0992, dir -0.9661, norm 0.1858, swav 0.0000 LR: 6.310e-02 Score 96.695 Data time: 0.2349, Forward time: 2.3700, Backward time: 3.2063, DDP time: 0.0037, Total iter time: 4.5457 [2020-11-08 14:15:42,613][root][INFO] - ===> Epoch[400](2002/5): Loss -0.6762, Sem 0.1056, dir -0.9629, norm 0.1812, swav 0.0000 LR: 6.308e-02 Score 96.500 Data time: 0.2078, Forward time: 2.3694, Backward time: 3.2074, DDP time: 0.0037, Total iter time: 6.1946 [2020-11-08 14:15:48,967][root][INFO] - ===> Epoch[400](2003/5): Loss -0.6826, Sem 0.1035, dir -0.9610, norm 0.1748, swav 0.0000 LR: 6.306e-02 Score 96.409 Data time: 0.2745, Forward time: 2.3710, Backward time: 3.2065, DDP time: 0.0037, Total iter time: 6.2364 [2020-11-08 14:15:54,580][root][INFO] - ===> Epoch[400](2004/5): Loss -0.6955, Sem 0.0930, dir -0.9606, norm 0.1720, swav 0.0000 LR: 6.304e-02 Score 96.877 Data time: 0.2113, Forward time: 2.3713, Backward time: 3.2056, DDP time: 0.0037, Total iter time: 5.5064 [2020-11-08 14:16:00,284][root][INFO] - ===> Epoch[400](2005/5): Loss -0.6677, Sem 0.1054, dir -0.9600, norm 0.1869, swav 0.0000 LR: 6.302e-02 Score 96.374 Data time: 0.1787, Forward time: 2.3702, Backward time: 3.2061, DDP time: 0.0037, Total iter time: 5.5809 [2020-11-08 14:16:05,412][root][INFO] - ===> Epoch[401](2006/5): Loss -0.6912, Sem 0.0963, dir -0.9649, norm 0.1773, swav 0.0000 LR: 6.300e-02 Score 96.751 Data time: 0.2430, Forward time: 2.3705, Backward time: 3.2042, DDP time: 0.0037, Total iter time: 5.0306 [2020-11-08 14:16:11,757][root][INFO] - ===> Epoch[401](2007/5): Loss -0.7036, Sem 0.0927, dir -0.9651, norm 0.1687, swav 0.0000 LR: 6.298e-02 Score 96.760 Data time: 0.2066, Forward time: 2.3704, Backward time: 3.2050, DDP time: 0.0037, Total iter time: 6.2244 [2020-11-08 14:16:17,980][root][INFO] - ===> Epoch[401](2008/5): Loss -0.6849, Sem 0.0997, dir -0.9647, norm 0.1801, swav 0.0000 LR: 6.296e-02 Score 96.679 Data time: 0.1856, Forward time: 2.3697, Backward time: 3.2061, DDP time: 0.0037, Total iter time: 6.0986 [2020-11-08 14:16:23,143][root][INFO] - ===> Epoch[401](2009/5): Loss -0.6750, Sem 0.0956, dir -0.9613, norm 0.1907, swav 0.0000 LR: 6.294e-02 Score 96.752 Data time: 0.1864, Forward time: 2.3689, Backward time: 3.2055, DDP time: 0.0037, Total iter time: 5.0653 [2020-11-08 14:16:28,944][root][INFO] - ===> Epoch[401](2010/5): Loss -0.6849, Sem 0.0973, dir -0.9624, norm 0.1802, swav 0.0000 LR: 6.292e-02 Score 96.721 Data time: 0.1924, Forward time: 2.3684, Backward time: 3.2056, DDP time: 0.0037, Total iter time: 5.7024 [2020-11-08 14:16:34,717][root][INFO] - ===> Epoch[402](2011/5): Loss -0.7005, Sem 0.0954, dir -0.9655, norm 0.1696, swav 0.0000 LR: 6.291e-02 Score 96.789 Data time: 0.1882, Forward time: 2.3676, Backward time: 3.2060, DDP time: 0.0037, Total iter time: 5.6523 [2020-11-08 14:16:41,209][root][INFO] - ===> Epoch[402](2012/5): Loss -0.6823, Sem 0.0963, dir -0.9615, norm 0.1828, swav 0.0000 LR: 6.289e-02 Score 96.697 Data time: 0.1762, Forward time: 2.3668, Backward time: 3.2078, DDP time: 0.0037, Total iter time: 6.3810 [2020-11-08 14:16:47,402][root][INFO] - ===> Epoch[402](2013/5): Loss -0.6899, Sem 0.0864, dir -0.9603, norm 0.1840, swav 0.0000 LR: 6.287e-02 Score 97.124 Data time: 0.1872, Forward time: 2.3652, Backward time: 3.2098, DDP time: 0.0037, Total iter time: 6.0897 [2020-11-08 14:16:53,688][root][INFO] - ===> Epoch[402](2014/5): Loss -0.6559, Sem 0.1034, dir -0.9585, norm 0.1992, swav 0.0000 LR: 6.285e-02 Score 96.602 Data time: 0.3275, Forward time: 2.3666, Backward time: 3.2089, DDP time: 0.0037, Total iter time: 6.1973 [2020-11-08 14:16:59,492][root][INFO] - ===> Epoch[402](2015/5): Loss -0.7030, Sem 0.0974, dir -0.9660, norm 0.1656, swav 0.0000 LR: 6.283e-02 Score 96.661 Data time: 0.1828, Forward time: 2.3665, Backward time: 3.2087, DDP time: 0.0037, Total iter time: 5.6655 [2020-11-08 14:17:06,032][root][INFO] - ===> Epoch[403](2016/5): Loss -0.6886, Sem 0.0876, dir -0.9639, norm 0.1877, swav 0.0000 LR: 6.281e-02 Score 96.944 Data time: 0.2023, Forward time: 2.3661, Backward time: 3.2101, DDP time: 0.0037, Total iter time: 6.4220 [2020-11-08 14:17:12,309][root][INFO] - ===> Epoch[403](2017/5): Loss -0.6925, Sem 0.0995, dir -0.9650, norm 0.1729, swav 0.0000 LR: 6.279e-02 Score 96.670 Data time: 0.2478, Forward time: 2.3662, Backward time: 3.2106, DDP time: 0.0037, Total iter time: 6.1385 [2020-11-08 14:17:18,163][root][INFO] - ===> Epoch[403](2018/5): Loss -0.6860, Sem 0.0960, dir -0.9592, norm 0.1771, swav 0.0000 LR: 6.277e-02 Score 96.735 Data time: 0.1864, Forward time: 2.3652, Backward time: 3.2113, DDP time: 0.0037, Total iter time: 5.7250 [2020-11-08 14:17:23,096][root][INFO] - ===> Epoch[403](2019/5): Loss -0.6758, Sem 0.0943, dir -0.9594, norm 0.1893, swav 0.0000 LR: 6.275e-02 Score 96.875 Data time: 0.2392, Forward time: 2.3652, Backward time: 3.2094, DDP time: 0.0037, Total iter time: 4.8246 [2020-11-08 14:17:29,505][root][INFO] - ===> Epoch[403](2020/5): Loss -0.6801, Sem 0.1039, dir -0.9641, norm 0.1801, swav 0.0000 LR: 6.274e-02 Score 96.498 Data time: 0.3011, Forward time: 2.3668, Backward time: 3.2085, DDP time: 0.0037, Total iter time: 6.2816 [2020-11-08 14:17:35,170][root][INFO] - ===> Epoch[404](2021/5): Loss -0.6771, Sem 0.0998, dir -0.9620, norm 0.1851, swav 0.0000 LR: 6.272e-02 Score 96.591 Data time: 0.2444, Forward time: 2.3674, Backward time: 3.2072, DDP time: 0.0037, Total iter time: 5.5327 [2020-11-08 14:17:41,630][root][INFO] - ===> Epoch[404](2022/5): Loss -0.7018, Sem 0.1020, dir -0.9647, norm 0.1610, swav 0.0000 LR: 6.270e-02 Score 96.617 Data time: 0.1719, Forward time: 2.3665, Backward time: 3.2091, DDP time: 0.0037, Total iter time: 6.3331 [2020-11-08 14:17:47,296][root][INFO] - ===> Epoch[404](2023/5): Loss -0.6925, Sem 0.0902, dir -0.9702, norm 0.1875, swav 0.0000 LR: 6.268e-02 Score 96.858 Data time: 0.2248, Forward time: 2.3667, Backward time: 3.2083, DDP time: 0.0037, Total iter time: 5.5683 [2020-11-08 14:17:53,249][root][INFO] - ===> Epoch[404](2024/5): Loss -0.7018, Sem 0.0919, dir -0.9631, norm 0.1694, swav 0.0000 LR: 6.266e-02 Score 96.880 Data time: 0.2839, Forward time: 2.3679, Backward time: 3.2069, DDP time: 0.0037, Total iter time: 5.8314 [2020-11-08 14:18:00,354][root][INFO] - ===> Epoch[404](2025/5): Loss -0.7003, Sem 0.0898, dir -0.9618, norm 0.1717, swav 0.0000 LR: 6.264e-02 Score 96.986 Data time: 0.2391, Forward time: 2.3680, Backward time: 3.2089, DDP time: 0.0037, Total iter time: 6.9900 [2020-11-08 14:18:06,628][root][INFO] - ===> Epoch[405](2026/5): Loss -0.6904, Sem 0.0932, dir -0.9623, norm 0.1788, swav 0.0000 LR: 6.262e-02 Score 96.871 Data time: 0.2604, Forward time: 2.3687, Backward time: 3.2087, DDP time: 0.0037, Total iter time: 6.1710 [2020-11-08 14:18:12,380][root][INFO] - ===> Epoch[405](2027/5): Loss -0.6761, Sem 0.0928, dir -0.9627, norm 0.1937, swav 0.0000 LR: 6.260e-02 Score 96.899 Data time: 0.2315, Forward time: 2.3686, Backward time: 3.2083, DDP time: 0.0037, Total iter time: 5.6153 [2020-11-08 14:18:18,521][root][INFO] - ===> Epoch[405](2028/5): Loss -0.6927, Sem 0.1000, dir -0.9656, norm 0.1729, swav 0.0000 LR: 6.258e-02 Score 96.630 Data time: 0.1850, Forward time: 2.3678, Backward time: 3.2093, DDP time: 0.0037, Total iter time: 6.0424 [2020-11-08 14:18:24,856][root][INFO] - ===> Epoch[405](2029/5): Loss -0.6873, Sem 0.0890, dir -0.9623, norm 0.1860, swav 0.0000 LR: 6.256e-02 Score 96.950 Data time: 0.2634, Forward time: 2.3682, Backward time: 3.2095, DDP time: 0.0037, Total iter time: 6.2589 [2020-11-08 14:18:30,602][root][INFO] - ===> Epoch[405](2030/5): Loss -0.7044, Sem 0.0966, dir -0.9676, norm 0.1666, swav 0.0000 LR: 6.255e-02 Score 96.737 Data time: 0.2543, Forward time: 2.3688, Backward time: 3.2086, DDP time: 0.0037, Total iter time: 5.6338 [2020-11-08 14:18:37,013][root][INFO] - ===> Epoch[406](2031/5): Loss -0.6924, Sem 0.0918, dir -0.9627, norm 0.1786, swav 0.0000 LR: 6.253e-02 Score 96.894 Data time: 0.3260, Forward time: 2.3704, Backward time: 3.2077, DDP time: 0.0037, Total iter time: 6.2931 [2020-11-08 14:18:42,404][root][INFO] - ===> Epoch[406](2032/5): Loss -0.6959, Sem 0.0945, dir -0.9656, norm 0.1751, swav 0.0000 LR: 6.251e-02 Score 96.969 Data time: 0.2478, Forward time: 2.3711, Backward time: 3.2057, DDP time: 0.0037, Total iter time: 5.2362 [2020-11-08 14:18:48,497][root][INFO] - ===> Epoch[406](2033/5): Loss -0.6831, Sem 0.0985, dir -0.9609, norm 0.1793, swav 0.0000 LR: 6.249e-02 Score 96.597 Data time: 0.1852, Forward time: 2.3705, Backward time: 3.2066, DDP time: 0.0037, Total iter time: 5.9929 [2020-11-08 14:18:54,999][root][INFO] - ===> Epoch[406](2034/5): Loss -0.7032, Sem 0.0916, dir -0.9648, norm 0.1701, swav 0.0000 LR: 6.247e-02 Score 96.871 Data time: 0.2194, Forward time: 2.3703, Backward time: 3.2078, DDP time: 0.0037, Total iter time: 6.4127 [2020-11-08 14:19:02,581][root][INFO] - ===> Epoch[406](2035/5): Loss -0.6777, Sem 0.0930, dir -0.9626, norm 0.1919, swav 0.0000 LR: 6.245e-02 Score 96.944 Data time: 0.3529, Forward time: 2.3728, Backward time: 3.2082, DDP time: 0.0037, Total iter time: 7.4601 [2020-11-08 14:19:09,485][root][INFO] - ===> Epoch[407](2036/5): Loss -0.6802, Sem 0.0895, dir -0.9618, norm 0.1922, swav 0.0000 LR: 6.243e-02 Score 97.007 Data time: 0.2445, Forward time: 2.3739, Backward time: 3.2087, DDP time: 0.0037, Total iter time: 6.7681 [2020-11-08 14:19:14,977][root][INFO] - ===> Epoch[407](2037/5): Loss -0.6604, Sem 0.0973, dir -0.9576, norm 0.2000, swav 0.0000 LR: 6.241e-02 Score 96.823 Data time: 0.1711, Forward time: 2.3729, Backward time: 3.2087, DDP time: 0.0037, Total iter time: 5.3641 [2020-11-08 14:19:21,398][root][INFO] - ===> Epoch[407](2038/5): Loss -0.7135, Sem 0.0940, dir -0.9704, norm 0.1629, swav 0.0000 LR: 6.239e-02 Score 96.800 Data time: 0.1887, Forward time: 2.3725, Backward time: 3.2099, DDP time: 0.0037, Total iter time: 6.3480 [2020-11-08 14:19:27,046][root][INFO] - ===> Epoch[407](2039/5): Loss -0.6833, Sem 0.1019, dir -0.9635, norm 0.1783, swav 0.0000 LR: 6.238e-02 Score 96.614 Data time: 0.1899, Forward time: 2.3718, Backward time: 3.2100, DDP time: 0.0037, Total iter time: 5.5504 [2020-11-08 14:19:34,198][root][INFO] - ===> Epoch[407](2040/5): Loss -0.6855, Sem 0.1067, dir -0.9648, norm 0.1727, swav 0.0000 LR: 6.236e-02 Score 96.517 Data time: 0.1853, Forward time: 2.3707, Backward time: 3.2132, DDP time: 0.0037, Total iter time: 7.0650 [2020-11-08 14:19:41,067][root][INFO] - ===> Epoch[408](2041/5): Loss -0.7065, Sem 0.0912, dir -0.9615, norm 0.1638, swav 0.0000 LR: 6.234e-02 Score 96.913 Data time: 0.2881, Forward time: 2.3719, Backward time: 3.2135, DDP time: 0.0037, Total iter time: 6.7860 [2020-11-08 14:19:47,648][root][INFO] - ===> Epoch[408](2042/5): Loss -0.6783, Sem 0.0919, dir -0.9653, norm 0.1952, swav 0.0000 LR: 6.232e-02 Score 96.870 Data time: 0.2336, Forward time: 2.3725, Backward time: 3.2140, DDP time: 0.0037, Total iter time: 6.4427 [2020-11-08 14:19:52,999][root][INFO] - ===> Epoch[408](2043/5): Loss -0.6822, Sem 0.0980, dir -0.9645, norm 0.1843, swav 0.0000 LR: 6.230e-02 Score 96.786 Data time: 0.1697, Forward time: 2.3716, Backward time: 3.2137, DDP time: 0.0037, Total iter time: 5.2244 [2020-11-08 14:19:58,399][root][INFO] - ===> Epoch[408](2044/5): Loss -0.6982, Sem 0.1022, dir -0.9650, norm 0.1645, swav 0.0000 LR: 6.228e-02 Score 96.504 Data time: 0.1451, Forward time: 2.3705, Backward time: 3.2139, DDP time: 0.0037, Total iter time: 5.3110 [2020-11-08 14:20:03,491][root][INFO] - ===> Epoch[408](2045/5): Loss -0.7075, Sem 0.0917, dir -0.9658, norm 0.1666, swav 0.0000 LR: 6.226e-02 Score 96.922 Data time: 0.2149, Forward time: 2.3703, Backward time: 3.2126, DDP time: 0.0037, Total iter time: 5.0069 [2020-11-08 14:20:08,958][root][INFO] - ===> Epoch[409](2046/5): Loss -0.7043, Sem 0.0888, dir -0.9669, norm 0.1738, swav 0.0000 LR: 6.224e-02 Score 97.058 Data time: 0.2036, Forward time: 2.3701, Backward time: 3.2117, DDP time: 0.0037, Total iter time: 5.3576 [2020-11-08 14:20:14,754][root][INFO] - ===> Epoch[409](2047/5): Loss -0.6890, Sem 0.1049, dir -0.9653, norm 0.1713, swav 0.0000 LR: 6.222e-02 Score 96.488 Data time: 0.1947, Forward time: 2.3694, Backward time: 3.2121, DDP time: 0.0037, Total iter time: 5.6828 [2020-11-08 14:20:22,381][root][INFO] - ===> Epoch[409](2048/5): Loss -0.6964, Sem 0.0923, dir -0.9657, norm 0.1769, swav 0.0000 LR: 6.220e-02 Score 96.885 Data time: 0.1989, Forward time: 2.3691, Backward time: 3.2154, DDP time: 0.0037, Total iter time: 7.5269 [2020-11-08 14:20:27,971][root][INFO] - ===> Epoch[409](2049/5): Loss -0.6765, Sem 0.1036, dir -0.9638, norm 0.1837, swav 0.0000 LR: 6.219e-02 Score 96.374 Data time: 0.2171, Forward time: 2.3690, Backward time: 3.2147, DDP time: 0.0037, Total iter time: 5.4653 [2020-11-08 14:20:34,984][root][INFO] - ===> Epoch[409](2050/5): Loss -0.6944, Sem 0.0860, dir -0.9601, norm 0.1797, swav 0.0000 LR: 6.217e-02 Score 97.147 Data time: 0.2234, Forward time: 2.3695, Backward time: 3.2160, DDP time: 0.0037, Total iter time: 6.8937 [2020-11-08 14:20:40,400][root][INFO] - ===> Epoch[410](2051/5): Loss -0.6913, Sem 0.1022, dir -0.9613, norm 0.1678, swav 0.0000 LR: 6.215e-02 Score 96.588 Data time: 0.1561, Forward time: 2.3683, Backward time: 3.2162, DDP time: 0.0037, Total iter time: 5.2847 [2020-11-08 14:20:47,033][root][INFO] - ===> Epoch[410](2052/5): Loss -0.6865, Sem 0.0850, dir -0.9572, norm 0.1858, swav 0.0000 LR: 6.213e-02 Score 97.164 Data time: 0.2247, Forward time: 2.3682, Backward time: 3.2174, DDP time: 0.0037, Total iter time: 6.5599 [2020-11-08 14:20:52,891][root][INFO] - ===> Epoch[410](2053/5): Loss -0.7149, Sem 0.0843, dir -0.9717, norm 0.1725, swav 0.0000 LR: 6.211e-02 Score 97.217 Data time: 0.2212, Forward time: 2.3685, Backward time: 3.2168, DDP time: 0.0037, Total iter time: 5.7250 [2020-11-08 14:20:59,646][root][INFO] - ===> Epoch[410](2054/5): Loss -0.6894, Sem 0.0913, dir -0.9640, norm 0.1832, swav 0.0000 LR: 6.209e-02 Score 96.870 Data time: 0.2192, Forward time: 2.3687, Backward time: 3.2179, DDP time: 0.0037, Total iter time: 6.6158 [2020-11-08 14:21:04,885][root][INFO] - ===> Epoch[410](2055/5): Loss -0.6546, Sem 0.1126, dir -0.9595, norm 0.1922, swav 0.0000 LR: 6.207e-02 Score 96.215 Data time: 0.1662, Forward time: 2.3679, Backward time: 3.2175, DDP time: 0.0037, Total iter time: 5.1115 [2020-11-08 14:21:11,728][root][INFO] - ===> Epoch[411](2056/5): Loss -0.6924, Sem 0.1032, dir -0.9634, norm 0.1679, swav 0.0000 LR: 6.205e-02 Score 96.583 Data time: 0.2535, Forward time: 2.3686, Backward time: 3.2184, DDP time: 0.0037, Total iter time: 6.7466 [2020-11-08 14:21:16,644][root][INFO] - ===> Epoch[411](2057/5): Loss -0.6987, Sem 0.0906, dir -0.9635, norm 0.1741, swav 0.0000 LR: 6.203e-02 Score 96.951 Data time: 0.1511, Forward time: 2.3674, Backward time: 3.2177, DDP time: 0.0037, Total iter time: 4.7790 [2020-11-08 14:21:22,558][root][INFO] - ===> Epoch[411](2058/5): Loss -0.6874, Sem 0.0941, dir -0.9660, norm 0.1845, swav 0.0000 LR: 6.201e-02 Score 96.816 Data time: 0.2100, Forward time: 2.3670, Backward time: 3.2179, DDP time: 0.0037, Total iter time: 5.8203 [2020-11-08 14:21:27,608][root][INFO] - ===> Epoch[411](2059/5): Loss -0.6942, Sem 0.0922, dir -0.9611, norm 0.1747, swav 0.0000 LR: 6.200e-02 Score 96.780 Data time: 0.2486, Forward time: 2.3674, Backward time: 3.2159, DDP time: 0.0037, Total iter time: 4.9331 [2020-11-08 14:21:34,726][root][INFO] - ===> Epoch[411](2060/5): Loss -0.6754, Sem 0.1051, dir -0.9626, norm 0.1821, swav 0.0000 LR: 6.198e-02 Score 96.499 Data time: 0.1665, Forward time: 2.3664, Backward time: 3.2188, DDP time: 0.0037, Total iter time: 7.0120 [2020-11-08 14:21:40,591][root][INFO] - ===> Epoch[412](2061/5): Loss -0.6941, Sem 0.0872, dir -0.9665, norm 0.1852, swav 0.0000 LR: 6.196e-02 Score 97.124 Data time: 0.1754, Forward time: 2.3652, Backward time: 3.2198, DDP time: 0.0037, Total iter time: 5.7581 [2020-11-08 14:21:47,328][root][INFO] - ===> Epoch[412](2062/5): Loss -0.6727, Sem 0.1035, dir -0.9642, norm 0.1880, swav 0.0000 LR: 6.194e-02 Score 96.526 Data time: 0.3322, Forward time: 2.3670, Backward time: 3.2193, DDP time: 0.0037, Total iter time: 6.6414 [2020-11-08 14:21:52,343][root][INFO] - ===> Epoch[412](2063/5): Loss -0.6923, Sem 0.0917, dir -0.9597, norm 0.1757, swav 0.0000 LR: 6.192e-02 Score 96.848 Data time: 0.1732, Forward time: 2.3664, Backward time: 3.2182, DDP time: 0.0037, Total iter time: 4.8860 [2020-11-08 14:21:58,157][root][INFO] - ===> Epoch[412](2064/5): Loss -0.6934, Sem 0.0992, dir -0.9649, norm 0.1723, swav 0.0000 LR: 6.190e-02 Score 96.583 Data time: 0.2260, Forward time: 2.3657, Backward time: 3.2183, DDP time: 0.0037, Total iter time: 5.6903 [2020-11-08 14:22:03,951][root][INFO] - ===> Epoch[412](2065/5): Loss -0.7017, Sem 0.0855, dir -0.9636, norm 0.1763, swav 0.0000 LR: 6.188e-02 Score 97.087 Data time: 0.2284, Forward time: 2.3658, Backward time: 3.2180, DDP time: 0.0037, Total iter time: 5.6906 [2020-11-08 14:22:10,049][root][INFO] - ===> Epoch[413](2066/5): Loss -0.6997, Sem 0.0944, dir -0.9658, norm 0.1717, swav 0.0000 LR: 6.186e-02 Score 96.805 Data time: 0.1879, Forward time: 2.3651, Backward time: 3.2188, DDP time: 0.0037, Total iter time: 5.9856 [2020-11-08 14:22:16,411][root][INFO] - ===> Epoch[413](2067/5): Loss -0.6861, Sem 0.0950, dir -0.9655, norm 0.1844, swav 0.0000 LR: 6.184e-02 Score 96.853 Data time: 0.2402, Forward time: 2.3652, Backward time: 3.2194, DDP time: 0.0037, Total iter time: 6.2586 [2020-11-08 14:22:21,890][root][INFO] - ===> Epoch[413](2068/5): Loss -0.6876, Sem 0.0942, dir -0.9664, norm 0.1846, swav 0.0000 LR: 6.182e-02 Score 96.800 Data time: 0.2281, Forward time: 2.3655, Backward time: 3.2182, DDP time: 0.0037, Total iter time: 5.3778 [2020-11-08 14:22:27,434][root][INFO] - ===> Epoch[413](2069/5): Loss -0.7241, Sem 0.0848, dir -0.9684, norm 0.1594, swav 0.0000 LR: 6.181e-02 Score 97.122 Data time: 0.1666, Forward time: 2.3647, Backward time: 3.2182, DDP time: 0.0037, Total iter time: 5.4174 [2020-11-08 14:22:34,844][root][INFO] - ===> Epoch[413](2070/5): Loss -0.6649, Sem 0.1029, dir -0.9533, norm 0.1855, swav 0.0000 LR: 6.179e-02 Score 96.530 Data time: 0.2175, Forward time: 2.3642, Backward time: 3.2212, DDP time: 0.0037, Total iter time: 7.3105 [2020-11-08 14:22:42,263][root][INFO] - ===> Epoch[414](2071/5): Loss -0.6740, Sem 0.0962, dir -0.9634, norm 0.1932, swav 0.0000 LR: 6.177e-02 Score 96.751 Data time: 0.3481, Forward time: 2.3665, Backward time: 3.2212, DDP time: 0.0037, Total iter time: 7.2984 [2020-11-08 14:22:48,766][root][INFO] - ===> Epoch[414](2072/5): Loss -0.6917, Sem 0.0991, dir -0.9642, norm 0.1735, swav 0.0000 LR: 6.175e-02 Score 96.657 Data time: 0.1908, Forward time: 2.3661, Backward time: 3.2224, DDP time: 0.0037, Total iter time: 6.3553 [2020-11-08 14:22:54,325][root][INFO] - ===> Epoch[414](2073/5): Loss -0.6876, Sem 0.1070, dir -0.9657, norm 0.1710, swav 0.0000 LR: 6.173e-02 Score 96.371 Data time: 0.2645, Forward time: 2.3667, Backward time: 3.2209, DDP time: 0.0037, Total iter time: 5.4087 [2020-11-08 14:22:59,946][root][INFO] - ===> Epoch[414](2074/5): Loss -0.7114, Sem 0.0850, dir -0.9666, norm 0.1702, swav 0.0000 LR: 6.171e-02 Score 97.188 Data time: 0.1961, Forward time: 2.3662, Backward time: 3.2208, DDP time: 0.0037, Total iter time: 5.5093 [2020-11-08 14:23:05,507][root][INFO] - ===> Epoch[414](2075/5): Loss -0.6872, Sem 0.0945, dir -0.9638, norm 0.1821, swav 0.0000 LR: 6.169e-02 Score 96.847 Data time: 0.2671, Forward time: 2.3665, Backward time: 3.2199, DDP time: 0.0037, Total iter time: 5.4703 [2020-11-08 14:23:11,197][root][INFO] - ===> Epoch[415](2076/5): Loss -0.6986, Sem 0.0927, dir -0.9629, norm 0.1715, swav 0.0000 LR: 6.167e-02 Score 96.794 Data time: 0.1759, Forward time: 2.3660, Backward time: 3.2199, DDP time: 0.0037, Total iter time: 5.5672 [2020-11-08 14:23:17,184][root][INFO] - ===> Epoch[415](2077/5): Loss -0.6881, Sem 0.0992, dir -0.9653, norm 0.1780, swav 0.0000 LR: 6.165e-02 Score 96.670 Data time: 0.2241, Forward time: 2.3658, Backward time: 3.2201, DDP time: 0.0037, Total iter time: 5.8763 [2020-11-08 14:23:24,068][root][INFO] - ===> Epoch[415](2078/5): Loss -0.6900, Sem 0.1010, dir -0.9650, norm 0.1740, swav 0.0000 LR: 6.163e-02 Score 96.583 Data time: 0.3421, Forward time: 2.3677, Backward time: 3.2196, DDP time: 0.0037, Total iter time: 6.7706 [2020-11-08 14:23:29,721][root][INFO] - ===> Epoch[415](2079/5): Loss -0.7002, Sem 0.0981, dir -0.9675, norm 0.1692, swav 0.0000 LR: 6.162e-02 Score 96.687 Data time: 0.3040, Forward time: 2.3686, Backward time: 3.2180, DDP time: 0.0037, Total iter time: 5.5102 [2020-11-08 14:23:35,403][root][INFO] - ===> Epoch[415](2080/5): Loss -0.7315, Sem 0.0797, dir -0.9692, norm 0.1579, swav 0.0000 LR: 6.160e-02 Score 97.295 Data time: 0.2680, Forward time: 2.3695, Backward time: 3.2166, DDP time: 0.0037, Total iter time: 5.5654 [2020-11-08 14:23:40,954][root][INFO] - ===> Epoch[416](2081/5): Loss -0.7109, Sem 0.0971, dir -0.9675, norm 0.1595, swav 0.0000 LR: 6.158e-02 Score 96.615 Data time: 0.2340, Forward time: 2.3697, Backward time: 3.2155, DDP time: 0.0037, Total iter time: 5.4202 [2020-11-08 14:23:46,027][root][INFO] - ===> Epoch[416](2082/5): Loss -0.6885, Sem 0.0955, dir -0.9638, norm 0.1798, swav 0.0000 LR: 6.156e-02 Score 96.763 Data time: 0.2272, Forward time: 2.3700, Backward time: 3.2138, DDP time: 0.0037, Total iter time: 4.9751 [2020-11-08 14:23:51,644][root][INFO] - ===> Epoch[416](2083/5): Loss -0.6832, Sem 0.0939, dir -0.9594, norm 0.1823, swav 0.0000 LR: 6.154e-02 Score 96.870 Data time: 0.2685, Forward time: 2.3708, Backward time: 3.2124, DDP time: 0.0037, Total iter time: 5.5077 [2020-11-08 14:23:57,546][root][INFO] - ===> Epoch[416](2084/5): Loss -0.7045, Sem 0.0876, dir -0.9634, norm 0.1714, swav 0.0000 LR: 6.152e-02 Score 96.965 Data time: 0.2043, Forward time: 2.3706, Backward time: 3.2125, DDP time: 0.0037, Total iter time: 5.7768 [2020-11-08 14:24:03,576][root][INFO] - ===> Epoch[416](2085/5): Loss -0.6991, Sem 0.0895, dir -0.9671, norm 0.1784, swav 0.0000 LR: 6.150e-02 Score 97.009 Data time: 0.2220, Forward time: 2.3706, Backward time: 3.2126, DDP time: 0.0037, Total iter time: 5.9307 [2020-11-08 14:24:09,526][root][INFO] - ===> Epoch[417](2086/5): Loss -0.7207, Sem 0.0853, dir -0.9668, norm 0.1607, swav 0.0000 LR: 6.148e-02 Score 97.113 Data time: 0.2355, Forward time: 2.3711, Backward time: 3.2120, DDP time: 0.0037, Total iter time: 5.8508 [2020-11-08 14:24:15,518][root][INFO] - ===> Epoch[417](2087/5): Loss -0.7101, Sem 0.0867, dir -0.9648, norm 0.1680, swav 0.0000 LR: 6.146e-02 Score 96.999 Data time: 0.1999, Forward time: 2.3707, Backward time: 3.2123, DDP time: 0.0037, Total iter time: 5.8740 [2020-11-08 14:24:20,821][root][INFO] - ===> Epoch[417](2088/5): Loss -0.7055, Sem 0.0888, dir -0.9685, norm 0.1741, swav 0.0000 LR: 6.145e-02 Score 96.984 Data time: 0.2023, Forward time: 2.3704, Backward time: 3.2116, DDP time: 0.0037, Total iter time: 5.1984 [2020-11-08 14:24:28,695][root][INFO] - ===> Epoch[417](2089/5): Loss -0.7097, Sem 0.0857, dir -0.9638, norm 0.1684, swav 0.0000 LR: 6.143e-02 Score 97.102 Data time: 0.2299, Forward time: 2.3707, Backward time: 3.2145, DDP time: 0.0037, Total iter time: 7.7909 [2020-11-08 14:24:35,545][root][INFO] - ===> Epoch[417](2090/5): Loss -0.6840, Sem 0.1015, dir -0.9610, norm 0.1755, swav 0.0000 LR: 6.141e-02 Score 96.555 Data time: 0.2593, Forward time: 2.3714, Backward time: 3.2152, DDP time: 0.0037, Total iter time: 6.7271 [2020-11-08 14:24:40,699][root][INFO] - ===> Epoch[418](2091/5): Loss -0.7060, Sem 0.0910, dir -0.9657, norm 0.1687, swav 0.0000 LR: 6.139e-02 Score 96.949 Data time: 0.2395, Forward time: 2.3718, Backward time: 3.2133, DDP time: 0.0037, Total iter time: 5.0211 [2020-11-08 14:24:47,808][root][INFO] - ===> Epoch[418](2092/5): Loss -0.7175, Sem 0.0874, dir -0.9670, norm 0.1620, swav 0.0000 LR: 6.137e-02 Score 96.981 Data time: 0.1805, Forward time: 2.3710, Backward time: 3.2160, DDP time: 0.0037, Total iter time: 6.9977 [2020-11-08 14:24:53,791][root][INFO] - ===> Epoch[418](2093/5): Loss -0.7047, Sem 0.0885, dir -0.9645, norm 0.1713, swav 0.0000 LR: 6.135e-02 Score 96.969 Data time: 0.1895, Forward time: 2.3706, Backward time: 3.2164, DDP time: 0.0037, Total iter time: 5.8840 [2020-11-08 14:24:59,979][root][INFO] - ===> Epoch[418](2094/5): Loss -0.7047, Sem 0.0941, dir -0.9681, norm 0.1693, swav 0.0000 LR: 6.133e-02 Score 96.886 Data time: 0.1685, Forward time: 2.3698, Backward time: 3.2175, DDP time: 0.0037, Total iter time: 6.0735 [2020-11-08 14:25:05,141][root][INFO] - ===> Epoch[418](2095/5): Loss -0.6771, Sem 0.0943, dir -0.9592, norm 0.1878, swav 0.0000 LR: 6.131e-02 Score 96.868 Data time: 0.2430, Forward time: 2.3699, Backward time: 3.2161, DDP time: 0.0037, Total iter time: 5.0602 [2020-11-08 14:25:10,527][root][INFO] - ===> Epoch[419](2096/5): Loss -0.7147, Sem 0.0846, dir -0.9640, norm 0.1648, swav 0.0000 LR: 6.129e-02 Score 97.173 Data time: 0.2403, Forward time: 2.3705, Backward time: 3.2144, DDP time: 0.0037, Total iter time: 5.2794 [2020-11-08 14:25:16,396][root][INFO] - ===> Epoch[419](2097/5): Loss -0.6858, Sem 0.0941, dir -0.9655, norm 0.1856, swav 0.0000 LR: 6.127e-02 Score 96.763 Data time: 0.1237, Forward time: 2.3689, Backward time: 3.2160, DDP time: 0.0037, Total iter time: 5.7642 [2020-11-08 14:25:22,440][root][INFO] - ===> Epoch[419](2098/5): Loss -0.6754, Sem 0.1074, dir -0.9650, norm 0.1823, swav 0.0000 LR: 6.126e-02 Score 96.247 Data time: 0.1659, Forward time: 2.3679, Backward time: 3.2172, DDP time: 0.0037, Total iter time: 5.9696 [2020-11-08 14:25:29,363][root][INFO] - ===> Epoch[419](2099/5): Loss -0.7103, Sem 0.0843, dir -0.9608, norm 0.1663, swav 0.0000 LR: 6.124e-02 Score 97.156 Data time: 0.2106, Forward time: 2.3678, Backward time: 3.2188, DDP time: 0.0037, Total iter time: 6.8196 [2020-11-08 14:25:34,864][root][INFO] - ===> Epoch[419](2100/5): Loss -0.6873, Sem 0.0917, dir -0.9639, norm 0.1848, swav 0.0000 LR: 6.122e-02 Score 96.913 Data time: 0.1616, Forward time: 2.3666, Backward time: 3.2192, DDP time: 0.0037, Total iter time: 5.3878 [2020-11-08 14:25:40,748][root][INFO] - ===> Epoch[420](2101/5): Loss -0.6891, Sem 0.0974, dir -0.9672, norm 0.1807, swav 0.0000 LR: 6.120e-02 Score 96.700 Data time: 0.2348, Forward time: 2.3669, Backward time: 3.2188, DDP time: 0.0037, Total iter time: 5.8047 [2020-11-08 14:25:46,441][root][INFO] - ===> Epoch[420](2102/5): Loss -0.7309, Sem 0.0819, dir -0.9639, norm 0.1511, swav 0.0000 LR: 6.118e-02 Score 97.217 Data time: 0.2581, Forward time: 2.3679, Backward time: 3.2173, DDP time: 0.0037, Total iter time: 5.5523 [2020-11-08 14:25:51,576][root][INFO] - ===> Epoch[420](2103/5): Loss -0.6863, Sem 0.1016, dir -0.9630, norm 0.1751, swav 0.0000 LR: 6.116e-02 Score 96.517 Data time: 0.1748, Forward time: 2.3672, Backward time: 3.2166, DDP time: 0.0037, Total iter time: 5.0199 [2020-11-08 14:25:57,978][root][INFO] - ===> Epoch[420](2104/5): Loss -0.6814, Sem 0.1004, dir -0.9601, norm 0.1784, swav 0.0000 LR: 6.114e-02 Score 96.638 Data time: 0.1959, Forward time: 2.3668, Backward time: 3.2177, DDP time: 0.0037, Total iter time: 6.2996 [2020-11-08 14:26:04,244][root][INFO] - ===> Epoch[420](2105/5): Loss -0.7195, Sem 0.0788, dir -0.9703, norm 0.1720, swav 0.0000 LR: 6.112e-02 Score 97.280 Data time: 0.2566, Forward time: 2.3674, Backward time: 3.2176, DDP time: 0.0037, Total iter time: 6.1574 [2020-11-08 14:26:10,014][root][INFO] - ===> Epoch[421](2106/5): Loss -0.7130, Sem 0.0872, dir -0.9688, norm 0.1685, swav 0.0000 LR: 6.110e-02 Score 96.995 Data time: 0.1983, Forward time: 2.3672, Backward time: 3.2174, DDP time: 0.0037, Total iter time: 5.6397 [2020-11-08 14:26:16,164][root][INFO] - ===> Epoch[421](2107/5): Loss -0.6877, Sem 0.0943, dir -0.9630, norm 0.1810, swav 0.0000 LR: 6.108e-02 Score 96.881 Data time: 0.1466, Forward time: 2.3663, Backward time: 3.2185, DDP time: 0.0037, Total iter time: 6.0337 [2020-11-08 14:26:22,665][root][INFO] - ===> Epoch[421](2108/5): Loss -0.6845, Sem 0.1145, dir -0.9624, norm 0.1634, swav 0.0000 LR: 6.106e-02 Score 96.407 Data time: 0.1106, Forward time: 2.3643, Backward time: 3.2216, DDP time: 0.0037, Total iter time: 6.4108 [2020-11-08 14:26:29,225][root][INFO] - ===> Epoch[421](2109/5): Loss -0.6846, Sem 0.0947, dir -0.9604, norm 0.1811, swav 0.0000 LR: 6.105e-02 Score 96.805 Data time: 0.2234, Forward time: 2.3644, Backward time: 3.2225, DDP time: 0.0037, Total iter time: 6.5213 [2020-11-08 14:26:34,790][root][INFO] - ===> Epoch[421](2110/5): Loss -0.7119, Sem 0.0917, dir -0.9682, norm 0.1646, swav 0.0000 LR: 6.103e-02 Score 96.918 Data time: 0.1933, Forward time: 2.3638, Backward time: 3.2225, DDP time: 0.0037, Total iter time: 5.4594 [2020-11-08 14:26:40,379][root][INFO] - ===> Epoch[422](2111/5): Loss -0.6670, Sem 0.1000, dir -0.9647, norm 0.1977, swav 0.0000 LR: 6.101e-02 Score 96.724 Data time: 0.2491, Forward time: 2.3644, Backward time: 3.2213, DDP time: 0.0037, Total iter time: 5.4873 [2020-11-08 14:26:47,156][root][INFO] - ===> Epoch[422](2112/5): Loss -0.7154, Sem 0.0894, dir -0.9678, norm 0.1630, swav 0.0000 LR: 6.099e-02 Score 96.927 Data time: 0.2303, Forward time: 2.3649, Backward time: 3.2220, DDP time: 0.0037, Total iter time: 6.6435 [2020-11-08 14:26:54,149][root][INFO] - ===> Epoch[422](2113/5): Loss -0.7099, Sem 0.0848, dir -0.9656, norm 0.1710, swav 0.0000 LR: 6.097e-02 Score 97.091 Data time: 0.1934, Forward time: 2.3645, Backward time: 3.2240, DDP time: 0.0037, Total iter time: 6.8883 [2020-11-08 14:27:01,268][root][INFO] - ===> Epoch[422](2114/5): Loss -0.6990, Sem 0.1100, dir -0.9655, norm 0.1565, swav 0.0000 LR: 6.095e-02 Score 96.423 Data time: 0.2152, Forward time: 2.3640, Backward time: 3.2261, DDP time: 0.0037, Total iter time: 6.9926 [2020-11-08 14:27:06,463][root][INFO] - ===> Epoch[422](2115/5): Loss -0.6972, Sem 0.0895, dir -0.9647, norm 0.1780, swav 0.0000 LR: 6.093e-02 Score 96.896 Data time: 0.2156, Forward time: 2.3641, Backward time: 3.2249, DDP time: 0.0037, Total iter time: 5.1000 [2020-11-08 14:27:12,047][root][INFO] - ===> Epoch[423](2116/5): Loss -0.6853, Sem 0.0981, dir -0.9650, norm 0.1817, swav 0.0000 LR: 6.091e-02 Score 96.717 Data time: 0.2476, Forward time: 2.3645, Backward time: 3.2239, DDP time: 0.0037, Total iter time: 5.4798 [2020-11-08 14:27:18,635][root][INFO] - ===> Epoch[423](2117/5): Loss -0.7135, Sem 0.0876, dir -0.9674, norm 0.1662, swav 0.0000 LR: 6.089e-02 Score 96.986 Data time: 0.2437, Forward time: 2.3650, Backward time: 3.2242, DDP time: 0.0037, Total iter time: 6.4499 [2020-11-08 14:27:24,890][root][INFO] - ===> Epoch[423](2118/5): Loss -0.6768, Sem 0.0944, dir -0.9556, norm 0.1844, swav 0.0000 LR: 6.087e-02 Score 96.819 Data time: 0.1538, Forward time: 2.3639, Backward time: 3.2257, DDP time: 0.0037, Total iter time: 6.1264 [2020-11-08 14:27:29,897][root][INFO] - ===> Epoch[423](2119/5): Loss -0.6802, Sem 0.0952, dir -0.9621, norm 0.1867, swav 0.0000 LR: 6.086e-02 Score 96.736 Data time: 0.1926, Forward time: 2.3637, Backward time: 3.2245, DDP time: 0.0037, Total iter time: 4.8976 [2020-11-08 14:27:35,367][root][INFO] - ===> Epoch[423](2120/5): Loss -0.7232, Sem 0.0863, dir -0.9662, norm 0.1567, swav 0.0000 LR: 6.084e-02 Score 97.038 Data time: 0.1538, Forward time: 2.3625, Backward time: 3.2247, DDP time: 0.0037, Total iter time: 5.3624 [2020-11-08 14:27:40,994][root][INFO] - ===> Epoch[424](2121/5): Loss -0.6839, Sem 0.0953, dir -0.9644, norm 0.1852, swav 0.0000 LR: 6.082e-02 Score 96.818 Data time: 0.1868, Forward time: 2.3619, Backward time: 3.2248, DDP time: 0.0037, Total iter time: 5.5777 [2020-11-08 14:27:47,159][root][INFO] - ===> Epoch[424](2122/5): Loss -0.7107, Sem 0.0866, dir -0.9632, norm 0.1659, swav 0.0000 LR: 6.080e-02 Score 97.025 Data time: 0.2510, Forward time: 2.3623, Backward time: 3.2247, DDP time: 0.0037, Total iter time: 6.0570 [2020-11-08 14:27:54,015][root][INFO] - ===> Epoch[424](2123/5): Loss -0.6923, Sem 0.0850, dir -0.9656, norm 0.1882, swav 0.0000 LR: 6.078e-02 Score 97.085 Data time: 0.2612, Forward time: 2.3632, Backward time: 3.2250, DDP time: 0.0037, Total iter time: 6.7306 [2020-11-08 14:27:59,352][root][INFO] - ===> Epoch[424](2124/5): Loss -0.6990, Sem 0.0933, dir -0.9639, norm 0.1716, swav 0.0000 LR: 6.076e-02 Score 96.841 Data time: 0.2351, Forward time: 2.3632, Backward time: 3.2240, DDP time: 0.0037, Total iter time: 5.2138 [2020-11-08 14:28:05,115][root][INFO] - ===> Epoch[424](2125/5): Loss -0.6951, Sem 0.0887, dir -0.9660, norm 0.1821, swav 0.0000 LR: 6.074e-02 Score 97.027 Data time: 0.2110, Forward time: 2.3633, Backward time: 3.2236, DDP time: 0.0037, Total iter time: 5.6600 [2020-11-08 14:28:10,212][root][INFO] - ===> Epoch[425](2126/5): Loss -0.6841, Sem 0.0946, dir -0.9580, norm 0.1793, swav 0.0000 LR: 6.072e-02 Score 96.793 Data time: 0.1539, Forward time: 2.3620, Backward time: 3.2234, DDP time: 0.0037, Total iter time: 5.0002 [2020-11-08 14:28:15,419][root][INFO] - ===> Epoch[425](2127/5): Loss -0.7032, Sem 0.0872, dir -0.9632, norm 0.1728, swav 0.0000 LR: 6.070e-02 Score 97.075 Data time: 0.2170, Forward time: 2.3622, Backward time: 3.2222, DDP time: 0.0037, Total iter time: 5.1598 [2020-11-08 14:28:20,524][root][INFO] - ===> Epoch[425](2128/5): Loss -0.6801, Sem 0.0996, dir -0.9644, norm 0.1847, swav 0.0000 LR: 6.068e-02 Score 96.738 Data time: 0.1798, Forward time: 2.3615, Backward time: 3.2214, DDP time: 0.0037, Total iter time: 4.9840 [2020-11-08 14:28:28,954][root][INFO] - ===> Epoch[425](2129/5): Loss -0.6756, Sem 0.1012, dir -0.9609, norm 0.1840, swav 0.0000 LR: 6.067e-02 Score 96.701 Data time: 0.2038, Forward time: 2.3616, Backward time: 3.2251, DDP time: 0.0037, Total iter time: 8.3393 [2020-11-08 14:28:34,810][root][INFO] - ===> Epoch[425](2130/5): Loss -0.7150, Sem 0.0941, dir -0.9695, norm 0.1604, swav 0.0000 LR: 6.065e-02 Score 96.868 Data time: 0.2079, Forward time: 2.3615, Backward time: 3.2250, DDP time: 0.0037, Total iter time: 5.7087 [2020-11-08 14:28:40,502][root][INFO] - ===> Epoch[426](2131/5): Loss -0.6937, Sem 0.0941, dir -0.9608, norm 0.1730, swav 0.0000 LR: 6.063e-02 Score 96.790 Data time: 0.1899, Forward time: 2.3609, Backward time: 3.2249, DDP time: 0.0037, Total iter time: 5.5629 [2020-11-08 14:28:45,970][root][INFO] - ===> Epoch[426](2132/5): Loss -0.7307, Sem 0.0899, dir -0.9694, norm 0.1488, swav 0.0000 LR: 6.061e-02 Score 96.901 Data time: 0.2116, Forward time: 2.3607, Backward time: 3.2244, DDP time: 0.0037, Total iter time: 5.3662 [2020-11-08 14:28:51,321][root][INFO] - ===> Epoch[426](2133/5): Loss -0.7255, Sem 0.0891, dir -0.9665, norm 0.1519, swav 0.0000 LR: 6.059e-02 Score 96.880 Data time: 0.1369, Forward time: 2.3594, Backward time: 3.2247, DDP time: 0.0037, Total iter time: 5.2425 [2020-11-08 14:28:58,081][root][INFO] - ===> Epoch[426](2134/5): Loss -0.6818, Sem 0.0850, dir -0.9656, norm 0.1988, swav 0.0000 LR: 6.057e-02 Score 97.195 Data time: 0.1972, Forward time: 2.3588, Backward time: 3.2265, DDP time: 0.0037, Total iter time: 6.6821 [2020-11-08 14:29:04,864][root][INFO] - ===> Epoch[426](2135/5): Loss -0.6787, Sem 0.0958, dir -0.9615, norm 0.1871, swav 0.0000 LR: 6.055e-02 Score 96.847 Data time: 0.3335, Forward time: 2.3604, Backward time: 3.2261, DDP time: 0.0037, Total iter time: 6.6757 [2020-11-08 14:29:10,470][root][INFO] - ===> Epoch[427](2136/5): Loss -0.7188, Sem 0.0827, dir -0.9695, norm 0.1680, swav 0.0000 LR: 6.053e-02 Score 97.234 Data time: 0.1295, Forward time: 2.3592, Backward time: 3.2268, DDP time: 0.0037, Total iter time: 5.4740 [2020-11-08 14:29:17,918][root][INFO] - ===> Epoch[427](2137/5): Loss -0.7230, Sem 0.0858, dir -0.9661, norm 0.1573, swav 0.0000 LR: 6.051e-02 Score 97.044 Data time: 0.1952, Forward time: 2.3586, Backward time: 3.2296, DDP time: 0.0037, Total iter time: 7.3374 [2020-11-08 14:29:23,724][root][INFO] - ===> Epoch[427](2138/5): Loss -0.6998, Sem 0.0908, dir -0.9675, norm 0.1769, swav 0.0000 LR: 6.049e-02 Score 96.884 Data time: 0.2577, Forward time: 2.3590, Backward time: 3.2290, DDP time: 0.0037, Total iter time: 5.6777 [2020-11-08 14:29:31,064][root][INFO] - ===> Epoch[427](2139/5): Loss -0.7015, Sem 0.0921, dir -0.9597, norm 0.1660, swav 0.0000 LR: 6.048e-02 Score 96.839 Data time: 0.2468, Forward time: 2.3593, Backward time: 3.2306, DDP time: 0.0037, Total iter time: 7.2041 [2020-11-08 14:29:36,957][root][INFO] - ===> Epoch[427](2140/5): Loss -0.7068, Sem 0.0829, dir -0.9648, norm 0.1751, swav 0.0000 LR: 6.046e-02 Score 97.206 Data time: 0.2430, Forward time: 2.3598, Backward time: 3.2299, DDP time: 0.0037, Total iter time: 5.7673 [2020-11-08 14:29:45,092][root][INFO] - ===> Epoch[428](2141/5): Loss -0.7007, Sem 0.0873, dir -0.9667, norm 0.1788, swav 0.0000 LR: 6.044e-02 Score 97.085 Data time: 0.2033, Forward time: 2.3596, Backward time: 3.2333, DDP time: 0.0037, Total iter time: 8.0030 [2020-11-08 14:29:50,708][root][INFO] - ===> Epoch[428](2142/5): Loss -0.7199, Sem 0.0878, dir -0.9680, norm 0.1602, swav 0.0000 LR: 6.042e-02 Score 96.976 Data time: 0.1863, Forward time: 2.3590, Backward time: 3.2333, DDP time: 0.0037, Total iter time: 5.5039 [2020-11-08 14:29:56,590][root][INFO] - ===> Epoch[428](2143/5): Loss -0.7054, Sem 0.0855, dir -0.9624, norm 0.1716, swav 0.0000 LR: 6.040e-02 Score 97.104 Data time: 0.2013, Forward time: 2.3585, Backward time: 3.2336, DDP time: 0.0037, Total iter time: 5.7960 [2020-11-08 14:30:03,355][root][INFO] - ===> Epoch[428](2144/5): Loss -0.6843, Sem 0.0978, dir -0.9671, norm 0.1850, swav 0.0000 LR: 6.038e-02 Score 96.672 Data time: 0.2259, Forward time: 2.3584, Backward time: 3.2348, DDP time: 0.0037, Total iter time: 6.6518 [2020-11-08 14:30:10,907][root][INFO] - ===> Epoch[428](2145/5): Loss -0.6868, Sem 0.1015, dir -0.9582, norm 0.1698, swav 0.0000 LR: 6.036e-02 Score 96.525 Data time: 0.2383, Forward time: 2.3590, Backward time: 3.2367, DDP time: 0.0037, Total iter time: 7.4420 [2020-11-08 14:30:16,506][root][INFO] - ===> Epoch[429](2146/5): Loss -0.7004, Sem 0.0941, dir -0.9692, norm 0.1746, swav 0.0000 LR: 6.034e-02 Score 96.800 Data time: 0.1983, Forward time: 2.3591, Backward time: 3.2360, DDP time: 0.0037, Total iter time: 5.4366 [2020-11-08 14:30:23,947][root][INFO] - ===> Epoch[429](2147/5): Loss -0.7188, Sem 0.0869, dir -0.9693, norm 0.1636, swav 0.0000 LR: 6.032e-02 Score 97.024 Data time: 0.1463, Forward time: 2.3578, Backward time: 3.2394, DDP time: 0.0037, Total iter time: 7.3220 [2020-11-08 14:30:29,934][root][INFO] - ===> Epoch[429](2148/5): Loss -0.7165, Sem 0.0830, dir -0.9659, norm 0.1665, swav 0.0000 LR: 6.030e-02 Score 97.187 Data time: 0.2176, Forward time: 2.3577, Backward time: 3.2394, DDP time: 0.0037, Total iter time: 5.8685 [2020-11-08 14:30:36,288][root][INFO] - ===> Epoch[429](2149/5): Loss -0.7062, Sem 0.0883, dir -0.9671, norm 0.1726, swav 0.0000 LR: 6.028e-02 Score 97.024 Data time: 0.1889, Forward time: 2.3574, Backward time: 3.2402, DDP time: 0.0037, Total iter time: 6.2236 [2020-11-08 14:30:41,700][root][INFO] - ===> Epoch[429](2150/5): Loss -0.7081, Sem 0.0903, dir -0.9641, norm 0.1657, swav 0.0000 LR: 6.027e-02 Score 96.920 Data time: 0.1809, Forward time: 2.3567, Backward time: 3.2400, DDP time: 0.0037, Total iter time: 5.2700 [2020-11-08 14:30:47,893][root][INFO] - ===> Epoch[430](2151/5): Loss -0.7231, Sem 0.0885, dir -0.9649, norm 0.1533, swav 0.0000 LR: 6.025e-02 Score 97.006 Data time: 0.2364, Forward time: 2.3571, Backward time: 3.2399, DDP time: 0.0037, Total iter time: 6.1002 [2020-11-08 14:30:53,300][root][INFO] - ===> Epoch[430](2152/5): Loss -0.7017, Sem 0.0987, dir -0.9673, norm 0.1669, swav 0.0000 LR: 6.023e-02 Score 96.447 Data time: 0.1755, Forward time: 2.3566, Backward time: 3.2395, DDP time: 0.0037, Total iter time: 5.3004 [2020-11-08 14:30:59,661][root][INFO] - ===> Epoch[430](2153/5): Loss -0.7284, Sem 0.0909, dir -0.9720, norm 0.1527, swav 0.0000 LR: 6.021e-02 Score 96.882 Data time: 0.1710, Forward time: 2.3558, Backward time: 3.2408, DDP time: 0.0037, Total iter time: 6.2773 [2020-11-08 14:31:05,121][root][INFO] - ===> Epoch[430](2154/5): Loss -0.6878, Sem 0.0881, dir -0.9654, norm 0.1895, swav 0.0000 LR: 6.019e-02 Score 97.003 Data time: 0.2273, Forward time: 2.3559, Backward time: 3.2399, DDP time: 0.0037, Total iter time: 5.3657 [2020-11-08 14:31:10,741][root][INFO] - ===> Epoch[430](2155/5): Loss -0.6856, Sem 0.0945, dir -0.9608, norm 0.1806, swav 0.0000 LR: 6.017e-02 Score 96.910 Data time: 0.1842, Forward time: 2.3552, Backward time: 3.2401, DDP time: 0.0037, Total iter time: 5.4901 [2020-11-08 14:31:16,463][root][INFO] - ===> Epoch[431](2156/5): Loss -0.7057, Sem 0.0939, dir -0.9690, norm 0.1694, swav 0.0000 LR: 6.015e-02 Score 96.788 Data time: 0.2251, Forward time: 2.3551, Backward time: 3.2397, DDP time: 0.0037, Total iter time: 5.6251 [2020-11-08 14:31:23,478][root][INFO] - ===> Epoch[431](2157/5): Loss -0.7046, Sem 0.0899, dir -0.9633, norm 0.1689, swav 0.0000 LR: 6.013e-02 Score 96.928 Data time: 0.2281, Forward time: 2.3554, Backward time: 3.2409, DDP time: 0.0037, Total iter time: 6.8814 [2020-11-08 14:31:28,911][root][INFO] - ===> Epoch[431](2158/5): Loss -0.7369, Sem 0.0838, dir -0.9665, norm 0.1458, swav 0.0000 LR: 6.011e-02 Score 97.211 Data time: 0.1623, Forward time: 2.3546, Backward time: 3.2409, DDP time: 0.0037, Total iter time: 5.2818 [2020-11-08 14:31:34,163][root][INFO] - ===> Epoch[431](2159/5): Loss -0.6766, Sem 0.0975, dir -0.9659, norm 0.1917, swav 0.0000 LR: 6.009e-02 Score 96.702 Data time: 0.1861, Forward time: 2.3539, Backward time: 3.2404, DDP time: 0.0037, Total iter time: 5.1456 [2020-11-08 14:31:39,393][root][INFO] - ===> Epoch[431](2160/5): Loss -0.7047, Sem 0.0970, dir -0.9665, norm 0.1648, swav 0.0000 LR: 6.008e-02 Score 96.746 Data time: 0.1760, Forward time: 2.3533, Backward time: 3.2399, DDP time: 0.0037, Total iter time: 5.1244 [2020-11-08 14:31:45,413][root][INFO] - ===> Epoch[432](2161/5): Loss -0.7099, Sem 0.0915, dir -0.9695, norm 0.1681, swav 0.0000 LR: 6.006e-02 Score 96.901 Data time: 0.1802, Forward time: 2.3528, Backward time: 3.2406, DDP time: 0.0037, Total iter time: 5.9211 [2020-11-08 14:31:50,878][root][INFO] - ===> Epoch[432](2162/5): Loss -0.7265, Sem 0.0845, dir -0.9661, norm 0.1551, swav 0.0000 LR: 6.004e-02 Score 97.080 Data time: 0.1889, Forward time: 2.3520, Backward time: 3.2405, DDP time: 0.0037, Total iter time: 5.3257 [2020-11-08 14:31:56,741][root][INFO] - ===> Epoch[432](2163/5): Loss -0.7008, Sem 0.0916, dir -0.9652, norm 0.1728, swav 0.0000 LR: 6.002e-02 Score 96.947 Data time: 0.2611, Forward time: 2.3528, Backward time: 3.2395, DDP time: 0.0037, Total iter time: 5.7605 [2020-11-08 14:32:03,068][root][INFO] - ===> Epoch[432](2164/5): Loss -0.7091, Sem 0.0856, dir -0.9662, norm 0.1715, swav 0.0000 LR: 6.000e-02 Score 97.085 Data time: 0.1543, Forward time: 2.3520, Backward time: 3.2409, DDP time: 0.0037, Total iter time: 6.2052 [2020-11-08 14:32:08,134][root][INFO] - ===> Epoch[432](2165/5): Loss -0.7046, Sem 0.0936, dir -0.9671, norm 0.1689, swav 0.0000 LR: 5.998e-02 Score 96.783 Data time: 0.1381, Forward time: 2.3506, Backward time: 3.2409, DDP time: 0.0037, Total iter time: 4.9662 [2020-11-08 14:32:14,079][root][INFO] - ===> Epoch[433](2166/5): Loss -0.7095, Sem 0.0823, dir -0.9657, norm 0.1739, swav 0.0000 LR: 5.996e-02 Score 97.205 Data time: 0.1886, Forward time: 2.3500, Backward time: 3.2415, DDP time: 0.0037, Total iter time: 5.8767 [2020-11-08 14:32:19,886][root][INFO] - ===> Epoch[433](2167/5): Loss -0.7012, Sem 0.0996, dir -0.9667, norm 0.1659, swav 0.0000 LR: 5.994e-02 Score 96.639 Data time: 0.2416, Forward time: 2.3504, Backward time: 3.2408, DDP time: 0.0037, Total iter time: 5.6995 [2020-11-08 14:32:25,734][root][INFO] - ===> Epoch[433](2168/5): Loss -0.7002, Sem 0.0912, dir -0.9651, norm 0.1737, swav 0.0000 LR: 5.992e-02 Score 96.874 Data time: 0.2439, Forward time: 2.3507, Backward time: 3.2403, DDP time: 0.0037, Total iter time: 5.7270 [2020-11-08 14:32:31,715][root][INFO] - ===> Epoch[433](2169/5): Loss -0.6948, Sem 0.0937, dir -0.9618, norm 0.1733, swav 0.0000 LR: 5.990e-02 Score 96.817 Data time: 0.3081, Forward time: 2.3517, Backward time: 3.2393, DDP time: 0.0037, Total iter time: 5.8661 [2020-11-08 14:32:38,026][root][INFO] - ===> Epoch[433](2170/5): Loss -0.7173, Sem 0.0839, dir -0.9657, norm 0.1644, swav 0.0000 LR: 5.989e-02 Score 97.131 Data time: 0.2043, Forward time: 2.3515, Backward time: 3.2399, DDP time: 0.0037, Total iter time: 6.1902 [2020-11-08 14:32:43,537][root][INFO] - ===> Epoch[434](2171/5): Loss -0.7039, Sem 0.0956, dir -0.9650, norm 0.1656, swav 0.0000 LR: 5.987e-02 Score 96.668 Data time: 0.2567, Forward time: 2.3521, Backward time: 3.2386, DDP time: 0.0037, Total iter time: 5.4042 [2020-11-08 14:32:49,701][root][INFO] - ===> Epoch[434](2172/5): Loss -0.7293, Sem 0.0857, dir -0.9693, norm 0.1542, swav 0.0000 LR: 5.985e-02 Score 97.018 Data time: 0.1303, Forward time: 2.3508, Backward time: 3.2401, DDP time: 0.0037, Total iter time: 6.0476 [2020-11-08 14:32:55,114][root][INFO] - ===> Epoch[434](2173/5): Loss -0.7005, Sem 0.0941, dir -0.9641, norm 0.1695, swav 0.0000 LR: 5.983e-02 Score 96.723 Data time: 0.2001, Forward time: 2.3502, Backward time: 3.2399, DDP time: 0.0037, Total iter time: 5.3476 [2020-11-08 14:33:01,428][root][INFO] - ===> Epoch[434](2174/5): Loss -0.7079, Sem 0.0918, dir -0.9667, norm 0.1670, swav 0.0000 LR: 5.981e-02 Score 96.871 Data time: 0.3507, Forward time: 2.3515, Backward time: 3.2390, DDP time: 0.0037, Total iter time: 6.2021 [2020-11-08 14:33:07,181][root][INFO] - ===> Epoch[434](2175/5): Loss -0.6997, Sem 0.0857, dir -0.9648, norm 0.1794, swav 0.0000 LR: 5.979e-02 Score 97.111 Data time: 0.2811, Forward time: 2.3524, Backward time: 3.2377, DDP time: 0.0037, Total iter time: 5.6212 [2020-11-08 14:33:13,503][root][INFO] - ===> Epoch[435](2176/5): Loss -0.7177, Sem 0.0866, dir -0.9719, norm 0.1676, swav 0.0000 LR: 5.977e-02 Score 97.007 Data time: 0.1975, Forward time: 2.3523, Backward time: 3.2383, DDP time: 0.0037, Total iter time: 6.2048 [2020-11-08 14:33:18,824][root][INFO] - ===> Epoch[435](2177/5): Loss -0.7074, Sem 0.0895, dir -0.9653, norm 0.1684, swav 0.0000 LR: 5.975e-02 Score 96.959 Data time: 0.1460, Forward time: 2.3512, Backward time: 3.2385, DDP time: 0.0037, Total iter time: 5.2120 [2020-11-08 14:33:25,451][root][INFO] - ===> Epoch[435](2178/5): Loss -0.7012, Sem 0.0907, dir -0.9615, norm 0.1696, swav 0.0000 LR: 5.973e-02 Score 97.017 Data time: 0.1598, Forward time: 2.3505, Backward time: 3.2401, DDP time: 0.0037, Total iter time: 6.5434 [2020-11-08 14:33:31,049][root][INFO] - ===> Epoch[435](2179/5): Loss -0.7208, Sem 0.0883, dir -0.9665, norm 0.1574, swav 0.0000 LR: 5.971e-02 Score 96.999 Data time: 0.1748, Forward time: 2.3499, Backward time: 3.2402, DDP time: 0.0037, Total iter time: 5.4694 [2020-11-08 14:33:37,859][root][INFO] - ===> Epoch[435](2180/5): Loss -0.7228, Sem 0.0806, dir -0.9671, norm 0.1637, swav 0.0000 LR: 5.969e-02 Score 97.188 Data time: 0.1489, Forward time: 2.3489, Backward time: 3.2423, DDP time: 0.0037, Total iter time: 6.6849 [2020-11-08 14:33:43,353][root][INFO] - ===> Epoch[436](2181/5): Loss -0.7097, Sem 0.0876, dir -0.9679, norm 0.1705, swav 0.0000 LR: 5.968e-02 Score 97.062 Data time: 0.1604, Forward time: 2.3479, Backward time: 3.2426, DDP time: 0.0037, Total iter time: 5.4148 [2020-11-08 14:33:49,099][root][INFO] - ===> Epoch[436](2182/5): Loss -0.7151, Sem 0.0929, dir -0.9685, norm 0.1606, swav 0.0000 LR: 5.966e-02 Score 96.809 Data time: 0.2336, Forward time: 2.3482, Backward time: 3.2421, DDP time: 0.0037, Total iter time: 5.6519 [2020-11-08 14:33:54,698][root][INFO] - ===> Epoch[436](2183/5): Loss -0.7224, Sem 0.0793, dir -0.9680, norm 0.1663, swav 0.0000 LR: 5.964e-02 Score 97.285 Data time: 0.2678, Forward time: 2.3490, Backward time: 3.2408, DDP time: 0.0037, Total iter time: 5.4761 [2020-11-08 14:34:01,023][root][INFO] - ===> Epoch[436](2184/5): Loss -0.6965, Sem 0.0913, dir -0.9631, norm 0.1752, swav 0.0000 LR: 5.962e-02 Score 96.902 Data time: 0.2959, Forward time: 2.3499, Backward time: 3.2403, DDP time: 0.0037, Total iter time: 6.1956 [2020-11-08 14:34:06,630][root][INFO] - ===> Epoch[436](2185/5): Loss -0.7063, Sem 0.0923, dir -0.9658, norm 0.1672, swav 0.0000 LR: 5.960e-02 Score 96.808 Data time: 0.2395, Forward time: 2.3504, Backward time: 3.2392, DDP time: 0.0037, Total iter time: 5.4855 [2020-11-08 14:34:13,232][root][INFO] - ===> Epoch[437](2186/5): Loss -0.7279, Sem 0.0860, dir -0.9717, norm 0.1578, swav 0.0000 LR: 5.958e-02 Score 97.045 Data time: 0.1736, Forward time: 2.3498, Backward time: 3.2407, DDP time: 0.0037, Total iter time: 6.5033 [2020-11-08 14:34:20,411][root][INFO] - ===> Epoch[437](2187/5): Loss -0.7018, Sem 0.1002, dir -0.9654, norm 0.1634, swav 0.0000 LR: 5.956e-02 Score 96.574 Data time: 0.1449, Forward time: 2.3487, Backward time: 3.2435, DDP time: 0.0037, Total iter time: 7.0956 [2020-11-08 14:34:27,263][root][INFO] - ===> Epoch[437](2188/5): Loss -0.7001, Sem 0.0857, dir -0.9660, norm 0.1803, swav 0.0000 LR: 5.954e-02 Score 97.093 Data time: 0.2177, Forward time: 2.3489, Backward time: 3.2445, DDP time: 0.0037, Total iter time: 6.7994 [2020-11-08 14:34:32,316][root][INFO] - ===> Epoch[437](2189/5): Loss -0.7294, Sem 0.0829, dir -0.9665, norm 0.1542, swav 0.0000 LR: 5.952e-02 Score 97.225 Data time: 0.2088, Forward time: 2.3489, Backward time: 3.2432, DDP time: 0.0037, Total iter time: 4.9305 [2020-11-08 14:34:37,893][root][INFO] - ===> Epoch[437](2190/5): Loss -0.7198, Sem 0.0809, dir -0.9654, norm 0.1647, swav 0.0000 LR: 5.950e-02 Score 97.152 Data time: 0.2006, Forward time: 2.3486, Backward time: 3.2430, DDP time: 0.0037, Total iter time: 5.4783 [2020-11-08 14:34:44,503][root][INFO] - ===> Epoch[438](2191/5): Loss -0.7273, Sem 0.0839, dir -0.9646, norm 0.1533, swav 0.0000 LR: 5.948e-02 Score 97.102 Data time: 0.2561, Forward time: 2.3494, Backward time: 3.2431, DDP time: 0.0037, Total iter time: 6.5030 [2020-11-08 14:34:50,053][root][INFO] - ===> Epoch[438](2192/5): Loss -0.7102, Sem 0.0926, dir -0.9658, norm 0.1630, swav 0.0000 LR: 5.947e-02 Score 96.803 Data time: 0.2205, Forward time: 2.3495, Backward time: 3.2423, DDP time: 0.0037, Total iter time: 5.4359 [2020-11-08 14:34:56,749][root][INFO] - ===> Epoch[438](2193/5): Loss -0.7247, Sem 0.0737, dir -0.9684, norm 0.1700, swav 0.0000 LR: 5.945e-02 Score 97.484 Data time: 0.2533, Forward time: 2.3501, Backward time: 3.2427, DDP time: 0.0037, Total iter time: 6.5788 [2020-11-08 14:35:02,345][root][INFO] - ===> Epoch[438](2194/5): Loss -0.7078, Sem 0.0855, dir -0.9675, norm 0.1742, swav 0.0000 LR: 5.943e-02 Score 97.097 Data time: 0.1658, Forward time: 2.3493, Backward time: 3.2429, DDP time: 0.0037, Total iter time: 5.4894 [2020-11-08 14:35:09,337][root][INFO] - ===> Epoch[438](2195/5): Loss -0.7251, Sem 0.0887, dir -0.9685, norm 0.1547, swav 0.0000 LR: 5.941e-02 Score 96.956 Data time: 0.2088, Forward time: 2.3491, Backward time: 3.2446, DDP time: 0.0037, Total iter time: 6.9068 [2020-11-08 14:35:15,646][root][INFO] - ===> Epoch[439](2196/5): Loss -0.7300, Sem 0.0843, dir -0.9694, norm 0.1551, swav 0.0000 LR: 5.939e-02 Score 97.125 Data time: 0.2132, Forward time: 2.3490, Backward time: 3.2451, DDP time: 0.0037, Total iter time: 6.1986 [2020-11-08 14:35:20,608][root][INFO] - ===> Epoch[439](2197/5): Loss -0.6961, Sem 0.0856, dir -0.9635, norm 0.1819, swav 0.0000 LR: 5.937e-02 Score 97.167 Data time: 0.1803, Forward time: 2.3483, Backward time: 3.2444, DDP time: 0.0037, Total iter time: 4.8470 [2020-11-08 14:35:26,315][root][INFO] - ===> Epoch[439](2198/5): Loss -0.7060, Sem 0.0851, dir -0.9657, norm 0.1746, swav 0.0000 LR: 5.935e-02 Score 97.133 Data time: 0.3251, Forward time: 2.3489, Backward time: 3.2433, DDP time: 0.0037, Total iter time: 5.6091 [2020-11-08 14:35:33,291][root][INFO] - ===> Epoch[439](2199/5): Loss -0.7155, Sem 0.0884, dir -0.9680, norm 0.1642, swav 0.0000 LR: 5.933e-02 Score 96.917 Data time: 0.2766, Forward time: 2.3503, Backward time: 3.2433, DDP time: 0.0037, Total iter time: 6.8496 [2020-11-08 14:35:38,868][root][INFO] - ===> Epoch[439](2200/5): Loss -0.7122, Sem 0.0891, dir -0.9662, norm 0.1650, swav 0.0000 LR: 5.931e-02 Score 96.910 Data time: 0.2594, Forward time: 2.3509, Backward time: 3.2419, DDP time: 0.0037, Total iter time: 5.4033 [2020-11-08 14:35:44,608][root][INFO] - ===> Epoch[440](2201/5): Loss -0.7242, Sem 0.0855, dir -0.9665, norm 0.1568, swav 0.0000 LR: 5.929e-02 Score 97.023 Data time: 0.2671, Forward time: 2.3517, Backward time: 3.2408, DDP time: 0.0037, Total iter time: 5.6165 [2020-11-08 14:35:50,508][root][INFO] - ===> Epoch[440](2202/5): Loss -0.7023, Sem 0.0868, dir -0.9685, norm 0.1793, swav 0.0000 LR: 5.928e-02 Score 97.003 Data time: 0.2514, Forward time: 2.3525, Backward time: 3.2399, DDP time: 0.0037, Total iter time: 5.7859 [2020-11-08 14:35:55,789][root][INFO] - ===> Epoch[440](2203/5): Loss -0.7242, Sem 0.0824, dir -0.9666, norm 0.1600, swav 0.0000 LR: 5.926e-02 Score 97.192 Data time: 0.2128, Forward time: 2.3525, Backward time: 3.2388, DDP time: 0.0037, Total iter time: 5.1486 [2020-11-08 14:36:02,019][root][INFO] - ===> Epoch[440](2204/5): Loss -0.7061, Sem 0.0835, dir -0.9647, norm 0.1750, swav 0.0000 LR: 5.924e-02 Score 97.221 Data time: 0.1282, Forward time: 2.3512, Backward time: 3.2408, DDP time: 0.0037, Total iter time: 6.1108 [2020-11-08 14:36:07,936][root][INFO] - ===> Epoch[440](2205/5): Loss -0.7072, Sem 0.0918, dir -0.9675, norm 0.1685, swav 0.0000 LR: 5.922e-02 Score 96.830 Data time: 0.2072, Forward time: 2.3510, Backward time: 3.2409, DDP time: 0.0037, Total iter time: 5.8505 [2020-11-08 14:36:13,739][root][INFO] - ===> Epoch[441](2206/5): Loss -0.7126, Sem 0.0805, dir -0.9671, norm 0.1740, swav 0.0000 LR: 5.920e-02 Score 97.242 Data time: 0.2045, Forward time: 2.3510, Backward time: 3.2407, DDP time: 0.0037, Total iter time: 5.6925 [2020-11-08 14:36:20,076][root][INFO] - ===> Epoch[441](2207/5): Loss -0.6906, Sem 0.0930, dir -0.9644, norm 0.1808, swav 0.0000 LR: 5.918e-02 Score 96.894 Data time: 0.1137, Forward time: 2.3496, Backward time: 3.2428, DDP time: 0.0037, Total iter time: 6.2262 [2020-11-08 14:36:26,260][root][INFO] - ===> Epoch[441](2208/5): Loss -0.6910, Sem 0.0966, dir -0.9649, norm 0.1772, swav 0.0000 LR: 5.916e-02 Score 96.725 Data time: 0.1598, Forward time: 2.3486, Backward time: 3.2441, DDP time: 0.0037, Total iter time: 6.1204 [2020-11-08 14:36:31,636][root][INFO] - ===> Epoch[441](2209/5): Loss -0.7053, Sem 0.0786, dir -0.9587, norm 0.1747, swav 0.0000 LR: 5.914e-02 Score 97.285 Data time: 0.2279, Forward time: 2.3488, Backward time: 3.2431, DDP time: 0.0037, Total iter time: 5.2873 [2020-11-08 14:36:37,522][root][INFO] - ===> Epoch[441](2210/5): Loss -0.6960, Sem 0.0938, dir -0.9689, norm 0.1791, swav 0.0000 LR: 5.912e-02 Score 96.835 Data time: 0.1772, Forward time: 2.3483, Backward time: 3.2434, DDP time: 0.0037, Total iter time: 5.7617 [2020-11-08 14:36:44,095][root][INFO] - ===> Epoch[442](2211/5): Loss -0.6920, Sem 0.0829, dir -0.9584, norm 0.1834, swav 0.0000 LR: 5.910e-02 Score 97.218 Data time: 0.2226, Forward time: 2.3480, Backward time: 3.2444, DDP time: 0.0037, Total iter time: 6.4583 [2020-11-08 14:36:49,791][root][INFO] - ===> Epoch[442](2212/5): Loss -0.7181, Sem 0.0859, dir -0.9669, norm 0.1629, swav 0.0000 LR: 5.908e-02 Score 97.098 Data time: 0.2660, Forward time: 2.3487, Backward time: 3.2433, DDP time: 0.0037, Total iter time: 5.5772 [2020-11-08 14:36:56,541][root][INFO] - ===> Epoch[442](2213/5): Loss -0.6989, Sem 0.0909, dir -0.9669, norm 0.1771, swav 0.0000 LR: 5.907e-02 Score 96.963 Data time: 0.2580, Forward time: 2.3489, Backward time: 3.2440, DDP time: 0.0037, Total iter time: 6.6246 [2020-11-08 14:37:02,241][root][INFO] - ===> Epoch[442](2214/5): Loss -0.6901, Sem 0.0906, dir -0.9626, norm 0.1818, swav 0.0000 LR: 5.905e-02 Score 96.858 Data time: 0.2363, Forward time: 2.3494, Backward time: 3.2432, DDP time: 0.0037, Total iter time: 5.5766 [2020-11-08 14:37:08,151][root][INFO] - ===> Epoch[442](2215/5): Loss -0.7030, Sem 0.0918, dir -0.9646, norm 0.1699, swav 0.0000 LR: 5.903e-02 Score 96.891 Data time: 0.1574, Forward time: 2.3486, Backward time: 3.2438, DDP time: 0.0037, Total iter time: 5.7867 [2020-11-08 14:37:14,206][root][INFO] - ===> Epoch[443](2216/5): Loss -0.6919, Sem 0.0889, dir -0.9633, norm 0.1824, swav 0.0000 LR: 5.901e-02 Score 97.042 Data time: 0.1578, Forward time: 2.3476, Backward time: 3.2449, DDP time: 0.0037, Total iter time: 5.9680 [2020-11-08 14:37:19,906][root][INFO] - ===> Epoch[443](2217/5): Loss -0.7145, Sem 0.0915, dir -0.9686, norm 0.1626, swav 0.0000 LR: 5.899e-02 Score 96.868 Data time: 0.1727, Forward time: 2.3468, Backward time: 3.2453, DDP time: 0.0037, Total iter time: 5.6160 [2020-11-08 14:37:25,804][root][INFO] - ===> Epoch[443](2218/5): Loss -0.7273, Sem 0.0765, dir -0.9669, norm 0.1631, swav 0.0000 LR: 5.897e-02 Score 97.401 Data time: 0.1688, Forward time: 2.3462, Backward time: 3.2459, DDP time: 0.0037, Total iter time: 5.8062 [2020-11-08 14:37:32,647][root][INFO] - ===> Epoch[443](2219/5): Loss -0.7033, Sem 0.0852, dir -0.9629, norm 0.1744, swav 0.0000 LR: 5.895e-02 Score 97.043 Data time: 0.1918, Forward time: 2.3457, Backward time: 3.2474, DDP time: 0.0037, Total iter time: 6.7388 [2020-11-08 14:37:41,159][root][INFO] - ===> Epoch[443](2220/5): Loss -0.6826, Sem 0.0947, dir -0.9648, norm 0.1875, swav 0.0000 LR: 5.893e-02 Score 96.738 Data time: 0.1853, Forward time: 2.3451, Backward time: 3.2514, DDP time: 0.0037, Total iter time: 8.3929 [2020-11-08 14:37:47,107][root][INFO] - ===> Epoch[444](2221/5): Loss -0.6926, Sem 0.0946, dir -0.9623, norm 0.1751, swav 0.0000 LR: 5.891e-02 Score 96.756 Data time: 0.2637, Forward time: 2.3459, Backward time: 3.2506, DDP time: 0.0037, Total iter time: 5.8322 [2020-11-08 14:37:54,048][root][INFO] - ===> Epoch[444](2222/5): Loss -0.7162, Sem 0.0882, dir -0.9672, norm 0.1628, swav 0.0000 LR: 5.889e-02 Score 96.984 Data time: 0.2521, Forward time: 2.3460, Backward time: 3.2517, DDP time: 0.0037, Total iter time: 6.8254 [2020-11-08 14:38:00,575][root][INFO] - ===> Epoch[444](2223/5): Loss -0.6973, Sem 0.0908, dir -0.9652, norm 0.1770, swav 0.0000 LR: 5.887e-02 Score 96.915 Data time: 0.1598, Forward time: 2.3452, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 6.3877 [2020-11-08 14:38:06,357][root][INFO] - ===> Epoch[444](2224/5): Loss -0.7259, Sem 0.0781, dir -0.9675, norm 0.1634, swav 0.0000 LR: 5.886e-02 Score 97.409 Data time: 0.2705, Forward time: 2.3459, Backward time: 3.2522, DDP time: 0.0037, Total iter time: 5.6776 [2020-11-08 14:38:12,893][root][INFO] - ===> Epoch[444](2225/5): Loss -0.7179, Sem 0.0802, dir -0.9703, norm 0.1723, swav 0.0000 LR: 5.884e-02 Score 97.375 Data time: 0.1797, Forward time: 2.3456, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 6.4272 [2020-11-08 14:38:19,469][root][INFO] - ===> Epoch[445](2226/5): Loss -0.7099, Sem 0.0917, dir -0.9686, norm 0.1670, swav 0.0000 LR: 5.882e-02 Score 96.837 Data time: 0.2261, Forward time: 2.3456, Backward time: 3.2539, DDP time: 0.0037, Total iter time: 6.4557 [2020-11-08 14:38:25,089][root][INFO] - ===> Epoch[445](2227/5): Loss -0.7090, Sem 0.0888, dir -0.9659, norm 0.1681, swav 0.0000 LR: 5.880e-02 Score 96.941 Data time: 0.2069, Forward time: 2.3456, Backward time: 3.2534, DDP time: 0.0037, Total iter time: 5.4905 [2020-11-08 14:38:30,328][root][INFO] - ===> Epoch[445](2228/5): Loss -0.7489, Sem 0.0796, dir -0.9698, norm 0.1413, swav 0.0000 LR: 5.878e-02 Score 97.202 Data time: 0.1678, Forward time: 2.3447, Backward time: 3.2533, DDP time: 0.0037, Total iter time: 5.1092 [2020-11-08 14:38:35,902][root][INFO] - ===> Epoch[445](2229/5): Loss -0.6969, Sem 0.0797, dir -0.9652, norm 0.1886, swav 0.0000 LR: 5.876e-02 Score 97.330 Data time: 0.2159, Forward time: 2.3446, Backward time: 3.2529, DDP time: 0.0037, Total iter time: 5.4809 [2020-11-08 14:38:42,318][root][INFO] - ===> Epoch[445](2230/5): Loss -0.7064, Sem 0.0909, dir -0.9672, norm 0.1700, swav 0.0000 LR: 5.874e-02 Score 96.932 Data time: 0.1989, Forward time: 2.3444, Backward time: 3.2536, DDP time: 0.0037, Total iter time: 6.3013 [2020-11-08 14:38:48,178][root][INFO] - ===> Epoch[446](2231/5): Loss -0.7254, Sem 0.0821, dir -0.9691, norm 0.1616, swav 0.0000 LR: 5.872e-02 Score 97.167 Data time: 0.2082, Forward time: 2.3442, Backward time: 3.2536, DDP time: 0.0037, Total iter time: 5.7313 [2020-11-08 14:38:54,159][root][INFO] - ===> Epoch[446](2232/5): Loss -0.6989, Sem 0.0909, dir -0.9641, norm 0.1743, swav 0.0000 LR: 5.870e-02 Score 97.061 Data time: 0.2258, Forward time: 2.3443, Backward time: 3.2534, DDP time: 0.0037, Total iter time: 5.8598 [2020-11-08 14:38:59,586][root][INFO] - ===> Epoch[446](2233/5): Loss -0.7005, Sem 0.0912, dir -0.9679, norm 0.1762, swav 0.0000 LR: 5.868e-02 Score 96.886 Data time: 0.2153, Forward time: 2.3439, Backward time: 3.2530, DDP time: 0.0037, Total iter time: 5.3213 [2020-11-08 14:39:07,052][root][INFO] - ===> Epoch[446](2234/5): Loss -0.6991, Sem 0.0954, dir -0.9628, norm 0.1682, swav 0.0000 LR: 5.866e-02 Score 96.713 Data time: 0.2478, Forward time: 2.3443, Backward time: 3.2546, DDP time: 0.0037, Total iter time: 7.3453 [2020-11-08 14:39:12,073][root][INFO] - ===> Epoch[446](2235/5): Loss -0.7420, Sem 0.0806, dir -0.9713, norm 0.1487, swav 0.0000 LR: 5.865e-02 Score 97.235 Data time: 0.2445, Forward time: 2.3441, Backward time: 3.2533, DDP time: 0.0037, Total iter time: 4.8710 [2020-11-08 14:39:17,900][root][INFO] - ===> Epoch[447](2236/5): Loss -0.7036, Sem 0.0925, dir -0.9661, norm 0.1700, swav 0.0000 LR: 5.863e-02 Score 96.810 Data time: 0.2526, Forward time: 2.3447, Backward time: 3.2525, DDP time: 0.0037, Total iter time: 5.7108 [2020-11-08 14:39:23,984][root][INFO] - ===> Epoch[447](2237/5): Loss -0.7167, Sem 0.0909, dir -0.9673, norm 0.1597, swav 0.0000 LR: 5.861e-02 Score 96.876 Data time: 0.1990, Forward time: 2.3446, Backward time: 3.2526, DDP time: 0.0037, Total iter time: 5.9416 [2020-11-08 14:39:29,167][root][INFO] - ===> Epoch[447](2238/5): Loss -0.7166, Sem 0.0904, dir -0.9690, norm 0.1620, swav 0.0000 LR: 5.859e-02 Score 96.850 Data time: 0.1932, Forward time: 2.3443, Backward time: 3.2519, DDP time: 0.0037, Total iter time: 5.0768 [2020-11-08 14:39:34,082][root][INFO] - ===> Epoch[447](2239/5): Loss -0.6854, Sem 0.0963, dir -0.9583, norm 0.1766, swav 0.0000 LR: 5.857e-02 Score 96.853 Data time: 0.2485, Forward time: 2.3444, Backward time: 3.2504, DDP time: 0.0037, Total iter time: 4.7934 [2020-11-08 14:39:40,517][root][INFO] - ===> Epoch[447](2240/5): Loss -0.7121, Sem 0.0856, dir -0.9680, norm 0.1703, swav 0.0000 LR: 5.855e-02 Score 97.122 Data time: 0.2817, Forward time: 2.3454, Backward time: 3.2499, DDP time: 0.0037, Total iter time: 6.3325 [2020-11-08 14:39:46,139][root][INFO] - ===> Epoch[448](2241/5): Loss -0.7241, Sem 0.0851, dir -0.9645, norm 0.1552, swav 0.0000 LR: 5.853e-02 Score 97.003 Data time: 0.2167, Forward time: 2.3455, Backward time: 3.2493, DDP time: 0.0037, Total iter time: 5.5074 [2020-11-08 14:39:51,231][root][INFO] - ===> Epoch[448](2242/5): Loss -0.7260, Sem 0.0816, dir -0.9664, norm 0.1588, swav 0.0000 LR: 5.851e-02 Score 97.191 Data time: 0.1709, Forward time: 2.3450, Backward time: 3.2486, DDP time: 0.0037, Total iter time: 4.9788 [2020-11-08 14:39:56,707][root][INFO] - ===> Epoch[448](2243/5): Loss -0.7190, Sem 0.0812, dir -0.9688, norm 0.1687, swav 0.0000 LR: 5.849e-02 Score 97.269 Data time: 0.1325, Forward time: 2.3438, Backward time: 3.2492, DDP time: 0.0037, Total iter time: 5.3907 [2020-11-08 14:40:04,173][root][INFO] - ===> Epoch[448](2244/5): Loss -0.7087, Sem 0.0940, dir -0.9680, norm 0.1654, swav 0.0000 LR: 5.847e-02 Score 96.847 Data time: 0.2227, Forward time: 2.3440, Backward time: 3.2510, DDP time: 0.0037, Total iter time: 7.4101 [2020-11-08 14:40:10,445][root][INFO] - ===> Epoch[448](2245/5): Loss -0.7128, Sem 0.0846, dir -0.9685, norm 0.1711, swav 0.0000 LR: 5.845e-02 Score 97.054 Data time: 0.2396, Forward time: 2.3446, Backward time: 3.2507, DDP time: 0.0037, Total iter time: 6.1519 [2020-11-08 14:40:17,316][root][INFO] - ===> Epoch[449](2246/5): Loss -0.6909, Sem 0.0932, dir -0.9582, norm 0.1741, swav 0.0000 LR: 5.844e-02 Score 96.803 Data time: 0.1938, Forward time: 2.3444, Backward time: 3.2520, DDP time: 0.0037, Total iter time: 6.7472 [2020-11-08 14:40:22,714][root][INFO] - ===> Epoch[449](2247/5): Loss -0.7032, Sem 0.0879, dir -0.9638, norm 0.1727, swav 0.0000 LR: 5.842e-02 Score 97.009 Data time: 0.1801, Forward time: 2.3437, Backward time: 3.2520, DDP time: 0.0037, Total iter time: 5.2961 [2020-11-08 14:40:28,366][root][INFO] - ===> Epoch[449](2248/5): Loss -0.7190, Sem 0.0853, dir -0.9683, norm 0.1641, swav 0.0000 LR: 5.840e-02 Score 97.030 Data time: 0.2707, Forward time: 2.3444, Backward time: 3.2509, DDP time: 0.0037, Total iter time: 5.5634 [2020-11-08 14:40:34,512][root][INFO] - ===> Epoch[449](2249/5): Loss -0.6963, Sem 0.0845, dir -0.9639, norm 0.1831, swav 0.0000 LR: 5.838e-02 Score 97.100 Data time: 0.1719, Forward time: 2.3437, Backward time: 3.2517, DDP time: 0.0037, Total iter time: 6.0231 [2020-11-08 14:40:41,007][root][INFO] - ===> Epoch[449](2250/5): Loss -0.7104, Sem 0.0879, dir -0.9681, norm 0.1698, swav 0.0000 LR: 5.836e-02 Score 96.980 Data time: 0.2421, Forward time: 2.3440, Backward time: 3.2520, DDP time: 0.0037, Total iter time: 6.4049 [2020-11-08 14:40:46,096][root][INFO] - ===> Epoch[450](2251/5): Loss -0.7053, Sem 0.0929, dir -0.9650, norm 0.1668, swav 0.0000 LR: 5.834e-02 Score 96.855 Data time: 0.1912, Forward time: 2.3437, Backward time: 3.2512, DDP time: 0.0037, Total iter time: 4.9648 [2020-11-08 14:40:52,473][root][INFO] - ===> Epoch[450](2252/5): Loss -0.7036, Sem 0.0898, dir -0.9667, norm 0.1733, swav 0.0000 LR: 5.832e-02 Score 96.931 Data time: 0.1858, Forward time: 2.3434, Backward time: 3.2520, DDP time: 0.0037, Total iter time: 6.2783 [2020-11-08 14:40:58,469][root][INFO] - ===> Epoch[450](2253/5): Loss -0.6886, Sem 0.0967, dir -0.9613, norm 0.1759, swav 0.0000 LR: 5.830e-02 Score 96.725 Data time: 0.1657, Forward time: 2.3426, Backward time: 3.2528, DDP time: 0.0037, Total iter time: 5.8810 [2020-11-08 14:41:03,937][root][INFO] - ===> Epoch[450](2254/5): Loss -0.7269, Sem 0.0835, dir -0.9710, norm 0.1606, swav 0.0000 LR: 5.828e-02 Score 97.078 Data time: 0.1479, Forward time: 2.3416, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 5.3935 [2020-11-08 14:41:09,277][root][INFO] - ===> Epoch[450](2255/5): Loss -0.7002, Sem 0.0870, dir -0.9641, norm 0.1769, swav 0.0000 LR: 5.826e-02 Score 97.057 Data time: 0.2423, Forward time: 2.3422, Backward time: 3.2519, DDP time: 0.0037, Total iter time: 5.3121 [2020-11-08 14:41:14,319][root][INFO] - ===> Epoch[451](2256/5): Loss -0.6716, Sem 0.0875, dir -0.9621, norm 0.2030, swav 0.0000 LR: 5.824e-02 Score 97.005 Data time: 0.1676, Forward time: 2.3416, Backward time: 3.2512, DDP time: 0.0037, Total iter time: 4.9067 [2020-11-08 14:41:20,520][root][INFO] - ===> Epoch[451](2257/5): Loss -0.7005, Sem 0.0897, dir -0.9674, norm 0.1773, swav 0.0000 LR: 5.823e-02 Score 97.052 Data time: 0.2051, Forward time: 2.3413, Backward time: 3.2518, DDP time: 0.0037, Total iter time: 6.1203 [2020-11-08 14:41:25,945][root][INFO] - ===> Epoch[451](2258/5): Loss -0.7349, Sem 0.0817, dir -0.9706, norm 0.1540, swav 0.0000 LR: 5.821e-02 Score 97.077 Data time: 0.2420, Forward time: 2.3417, Backward time: 3.2507, DDP time: 0.0037, Total iter time: 5.3134 [2020-11-08 14:41:32,430][root][INFO] - ===> Epoch[451](2259/5): Loss -0.7133, Sem 0.0861, dir -0.9659, norm 0.1665, swav 0.0000 LR: 5.819e-02 Score 97.020 Data time: 0.2210, Forward time: 2.3420, Backward time: 3.2510, DDP time: 0.0037, Total iter time: 6.3509 [2020-11-08 14:41:38,368][root][INFO] - ===> Epoch[451](2260/5): Loss -0.7205, Sem 0.0816, dir -0.9641, norm 0.1620, swav 0.0000 LR: 5.817e-02 Score 97.189 Data time: 0.2041, Forward time: 2.3417, Backward time: 3.2511, DDP time: 0.0037, Total iter time: 5.8092 [2020-11-08 14:41:44,079][root][INFO] - ===> Epoch[452](2261/5): Loss -0.7135, Sem 0.0873, dir -0.9691, norm 0.1682, swav 0.0000 LR: 5.815e-02 Score 96.920 Data time: 0.2684, Forward time: 2.3424, Backward time: 3.2501, DDP time: 0.0037, Total iter time: 5.5887 [2020-11-08 14:41:48,509][root][INFO] - ===> Epoch[452](2262/5): Loss -0.7150, Sem 0.0912, dir -0.9689, norm 0.1627, swav 0.0000 LR: 5.813e-02 Score 96.984 Data time: 0.1700, Forward time: 2.3419, Backward time: 3.2486, DDP time: 0.0037, Total iter time: 4.3065 [2020-11-08 14:41:55,369][root][INFO] - ===> Epoch[452](2263/5): Loss -0.6945, Sem 0.0872, dir -0.9654, norm 0.1836, swav 0.0000 LR: 5.811e-02 Score 97.065 Data time: 0.1192, Forward time: 2.3406, Backward time: 3.2513, DDP time: 0.0037, Total iter time: 6.7657 [2020-11-08 14:42:02,308][root][INFO] - ===> Epoch[452](2264/5): Loss -0.7136, Sem 0.0845, dir -0.9685, norm 0.1704, swav 0.0000 LR: 5.809e-02 Score 97.076 Data time: 0.1682, Forward time: 2.3400, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 6.8810 [2020-11-08 14:42:08,861][root][INFO] - ===> Epoch[452](2265/5): Loss -0.7221, Sem 0.0890, dir -0.9653, norm 0.1542, swav 0.0000 LR: 5.807e-02 Score 96.990 Data time: 0.2027, Forward time: 2.3397, Backward time: 3.2541, DDP time: 0.0037, Total iter time: 6.4195 [2020-11-08 14:42:15,357][root][INFO] - ===> Epoch[453](2266/5): Loss -0.7090, Sem 0.0950, dir -0.9689, norm 0.1649, swav 0.0000 LR: 5.805e-02 Score 96.703 Data time: 0.2894, Forward time: 2.3406, Backward time: 3.2539, DDP time: 0.0037, Total iter time: 6.3735 [2020-11-08 14:42:22,258][root][INFO] - ===> Epoch[453](2267/5): Loss -0.7297, Sem 0.0862, dir -0.9666, norm 0.1507, swav 0.0000 LR: 5.803e-02 Score 97.104 Data time: 0.2386, Forward time: 2.3409, Backward time: 3.2546, DDP time: 0.0037, Total iter time: 6.7548 [2020-11-08 14:42:27,854][root][INFO] - ===> Epoch[453](2268/5): Loss -0.7043, Sem 0.0834, dir -0.9688, norm 0.1812, swav 0.0000 LR: 5.801e-02 Score 97.180 Data time: 0.1646, Forward time: 2.3403, Backward time: 3.2546, DDP time: 0.0037, Total iter time: 5.4712 [2020-11-08 14:42:33,630][root][INFO] - ===> Epoch[453](2269/5): Loss -0.7274, Sem 0.0891, dir -0.9675, norm 0.1511, swav 0.0000 LR: 5.800e-02 Score 96.881 Data time: 0.1872, Forward time: 2.3400, Backward time: 3.2547, DDP time: 0.0037, Total iter time: 5.7016 [2020-11-08 14:42:39,512][root][INFO] - ===> Epoch[453](2270/5): Loss -0.6945, Sem 0.0904, dir -0.9644, norm 0.1794, swav 0.0000 LR: 5.798e-02 Score 96.958 Data time: 0.1311, Forward time: 2.3388, Backward time: 3.2557, DDP time: 0.0037, Total iter time: 5.7739 [2020-11-08 14:42:44,473][root][INFO] - ===> Epoch[454](2271/5): Loss -0.7133, Sem 0.0889, dir -0.9691, norm 0.1669, swav 0.0000 LR: 5.796e-02 Score 97.086 Data time: 0.1381, Forward time: 2.3378, Backward time: 3.2555, DDP time: 0.0037, Total iter time: 4.9091 [2020-11-08 14:42:49,757][root][INFO] - ===> Epoch[454](2272/5): Loss -0.7186, Sem 0.0922, dir -0.9687, norm 0.1579, swav 0.0000 LR: 5.794e-02 Score 96.840 Data time: 0.2171, Forward time: 2.3377, Backward time: 3.2548, DDP time: 0.0037, Total iter time: 5.1922 [2020-11-08 14:42:56,231][root][INFO] - ===> Epoch[454](2273/5): Loss -0.7150, Sem 0.0887, dir -0.9656, norm 0.1618, swav 0.0000 LR: 5.792e-02 Score 96.901 Data time: 0.1851, Forward time: 2.3373, Backward time: 3.2558, DDP time: 0.0037, Total iter time: 6.3581 [2020-11-08 14:43:01,964][root][INFO] - ===> Epoch[454](2274/5): Loss -0.7287, Sem 0.0834, dir -0.9669, norm 0.1548, swav 0.0000 LR: 5.790e-02 Score 97.151 Data time: 0.1813, Forward time: 2.3367, Backward time: 3.2560, DDP time: 0.0037, Total iter time: 5.5889 [2020-11-08 14:43:08,671][root][INFO] - ===> Epoch[454](2275/5): Loss -0.7194, Sem 0.0840, dir -0.9689, norm 0.1655, swav 0.0000 LR: 5.788e-02 Score 97.172 Data time: 0.2155, Forward time: 2.3367, Backward time: 3.2569, DDP time: 0.0037, Total iter time: 6.6279 [2020-11-08 14:43:13,936][root][INFO] - ===> Epoch[455](2276/5): Loss -0.6966, Sem 0.0883, dir -0.9669, norm 0.1820, swav 0.0000 LR: 5.786e-02 Score 96.993 Data time: 0.1717, Forward time: 2.3363, Backward time: 3.2564, DDP time: 0.0037, Total iter time: 5.1518 [2020-11-08 14:43:19,148][root][INFO] - ===> Epoch[455](2277/5): Loss -0.7173, Sem 0.0865, dir -0.9649, norm 0.1611, swav 0.0000 LR: 5.784e-02 Score 97.091 Data time: 0.1888, Forward time: 2.3359, Backward time: 3.2559, DDP time: 0.0037, Total iter time: 5.1249 [2020-11-08 14:43:24,404][root][INFO] - ===> Epoch[455](2278/5): Loss -0.7270, Sem 0.0853, dir -0.9687, norm 0.1564, swav 0.0000 LR: 5.782e-02 Score 97.084 Data time: 0.2413, Forward time: 2.3363, Backward time: 3.2546, DDP time: 0.0037, Total iter time: 5.1372 [2020-11-08 14:43:31,961][root][INFO] - ===> Epoch[455](2279/5): Loss -0.7202, Sem 0.0911, dir -0.9670, norm 0.1557, swav 0.0000 LR: 5.780e-02 Score 96.904 Data time: 0.1974, Forward time: 2.3360, Backward time: 3.2568, DDP time: 0.0037, Total iter time: 7.4343 [2020-11-08 14:43:37,170][root][INFO] - ===> Epoch[455](2280/5): Loss -0.7185, Sem 0.0922, dir -0.9687, norm 0.1580, swav 0.0000 LR: 5.779e-02 Score 96.979 Data time: 0.2522, Forward time: 2.3363, Backward time: 3.2555, DDP time: 0.0037, Total iter time: 5.0752 [2020-11-08 14:43:44,030][root][INFO] - ===> Epoch[456](2281/5): Loss -0.7001, Sem 0.0902, dir -0.9676, norm 0.1773, swav 0.0000 LR: 5.777e-02 Score 96.880 Data time: 0.1996, Forward time: 2.3362, Backward time: 3.2566, DDP time: 0.0037, Total iter time: 6.7358 [2020-11-08 14:43:49,036][root][INFO] - ===> Epoch[456](2282/5): Loss -0.7281, Sem 0.0919, dir -0.9711, norm 0.1511, swav 0.0000 LR: 5.775e-02 Score 96.817 Data time: 0.2027, Forward time: 2.3360, Backward time: 3.2556, DDP time: 0.0037, Total iter time: 4.8860 [2020-11-08 14:43:55,012][root][INFO] - ===> Epoch[456](2283/5): Loss -0.6948, Sem 0.0890, dir -0.9646, norm 0.1809, swav 0.0000 LR: 5.773e-02 Score 97.004 Data time: 0.1954, Forward time: 2.3358, Backward time: 3.2559, DDP time: 0.0037, Total iter time: 5.8726 [2020-11-08 14:44:00,565][root][INFO] - ===> Epoch[456](2284/5): Loss -0.7179, Sem 0.0880, dir -0.9658, norm 0.1599, swav 0.0000 LR: 5.771e-02 Score 96.943 Data time: 0.2878, Forward time: 2.3360, Backward time: 3.2550, DDP time: 0.0037, Total iter time: 5.4403 [2020-11-08 14:44:07,011][root][INFO] - ===> Epoch[456](2285/5): Loss -0.7076, Sem 0.0906, dir -0.9677, norm 0.1695, swav 0.0000 LR: 5.769e-02 Score 96.991 Data time: 0.3277, Forward time: 2.3370, Backward time: 3.2544, DDP time: 0.0037, Total iter time: 6.3118 [2020-11-08 14:44:13,646][root][INFO] - ===> Epoch[457](2286/5): Loss -0.7411, Sem 0.0775, dir -0.9676, norm 0.1490, swav 0.0000 LR: 5.767e-02 Score 97.363 Data time: 0.2624, Forward time: 2.3373, Backward time: 3.2548, DDP time: 0.0037, Total iter time: 6.5196 [2020-11-08 14:44:19,007][root][INFO] - ===> Epoch[457](2287/5): Loss -0.7018, Sem 0.1035, dir -0.9661, norm 0.1609, swav 0.0000 LR: 5.765e-02 Score 96.361 Data time: 0.2319, Forward time: 2.3377, Backward time: 3.2536, DDP time: 0.0037, Total iter time: 5.2396 [2020-11-08 14:44:25,485][root][INFO] - ===> Epoch[457](2288/5): Loss -0.7074, Sem 0.0860, dir -0.9666, norm 0.1732, swav 0.0000 LR: 5.763e-02 Score 97.035 Data time: 0.2086, Forward time: 2.3372, Backward time: 3.2546, DDP time: 0.0037, Total iter time: 6.3754 [2020-11-08 14:44:32,072][root][INFO] - ===> Epoch[457](2289/5): Loss -0.7195, Sem 0.0947, dir -0.9719, norm 0.1578, swav 0.0000 LR: 5.761e-02 Score 96.727 Data time: 0.3274, Forward time: 2.3384, Backward time: 3.2542, DDP time: 0.0037, Total iter time: 6.5249 [2020-11-08 14:44:38,436][root][INFO] - ===> Epoch[457](2290/5): Loss -0.7050, Sem 0.0943, dir -0.9688, norm 0.1695, swav 0.0000 LR: 5.759e-02 Score 96.894 Data time: 0.1954, Forward time: 2.3382, Backward time: 3.2548, DDP time: 0.0037, Total iter time: 6.2362 [2020-11-08 14:44:44,179][root][INFO] - ===> Epoch[458](2291/5): Loss -0.7195, Sem 0.0907, dir -0.9676, norm 0.1573, swav 0.0000 LR: 5.757e-02 Score 96.845 Data time: 0.2695, Forward time: 2.3389, Backward time: 3.2538, DDP time: 0.0037, Total iter time: 5.6269 [2020-11-08 14:44:49,540][root][INFO] - ===> Epoch[458](2292/5): Loss -0.6988, Sem 0.0965, dir -0.9661, norm 0.1707, swav 0.0000 LR: 5.756e-02 Score 96.625 Data time: 0.1562, Forward time: 2.3382, Backward time: 3.2537, DDP time: 0.0037, Total iter time: 5.2233 [2020-11-08 14:44:54,836][root][INFO] - ===> Epoch[458](2293/5): Loss -0.7070, Sem 0.0895, dir -0.9678, norm 0.1713, swav 0.0000 LR: 5.754e-02 Score 96.950 Data time: 0.2168, Forward time: 2.3380, Backward time: 3.2531, DDP time: 0.0037, Total iter time: 5.1820 [2020-11-08 14:45:01,527][root][INFO] - ===> Epoch[458](2294/5): Loss -0.7106, Sem 0.0916, dir -0.9692, norm 0.1671, swav 0.0000 LR: 5.752e-02 Score 96.870 Data time: 0.2297, Forward time: 2.3381, Backward time: 3.2538, DDP time: 0.0037, Total iter time: 6.5749 [2020-11-08 14:45:07,860][root][INFO] - ===> Epoch[458](2295/5): Loss -0.6921, Sem 0.0917, dir -0.9636, norm 0.1799, swav 0.0000 LR: 5.750e-02 Score 96.897 Data time: 0.2087, Forward time: 2.3382, Backward time: 3.2540, DDP time: 0.0037, Total iter time: 6.2002 [2020-11-08 14:45:13,676][root][INFO] - ===> Epoch[459](2296/5): Loss -0.7063, Sem 0.0928, dir -0.9656, norm 0.1665, swav 0.0000 LR: 5.748e-02 Score 96.949 Data time: 0.2174, Forward time: 2.3384, Backward time: 3.2537, DDP time: 0.0037, Total iter time: 5.6996 [2020-11-08 14:45:20,121][root][INFO] - ===> Epoch[459](2297/5): Loss -0.7198, Sem 0.0815, dir -0.9683, norm 0.1669, swav 0.0000 LR: 5.746e-02 Score 97.189 Data time: 0.2985, Forward time: 2.3389, Backward time: 3.2536, DDP time: 0.0037, Total iter time: 6.3171 [2020-11-08 14:45:25,709][root][INFO] - ===> Epoch[459](2298/5): Loss -0.7118, Sem 0.0893, dir -0.9671, norm 0.1660, swav 0.0000 LR: 5.744e-02 Score 96.980 Data time: 0.2526, Forward time: 2.3395, Backward time: 3.2525, DDP time: 0.0037, Total iter time: 5.4572 [2020-11-08 14:45:30,986][root][INFO] - ===> Epoch[459](2299/5): Loss -0.7146, Sem 0.0953, dir -0.9672, norm 0.1573, swav 0.0000 LR: 5.742e-02 Score 96.761 Data time: 0.2126, Forward time: 2.3397, Backward time: 3.2514, DDP time: 0.0037, Total iter time: 5.1484 [2020-11-08 14:45:35,822][root][INFO] - ===> Epoch[459](2300/5): Loss -0.7066, Sem 0.0936, dir -0.9663, norm 0.1662, swav 0.0000 LR: 5.740e-02 Score 96.713 Data time: 0.1867, Forward time: 2.3392, Backward time: 3.2506, DDP time: 0.0037, Total iter time: 4.7151 [2020-11-08 14:45:41,189][root][INFO] - ===> Epoch[460](2301/5): Loss -0.7017, Sem 0.0839, dir -0.9696, norm 0.1841, swav 0.0000 LR: 5.738e-02 Score 97.171 Data time: 0.2387, Forward time: 2.3394, Backward time: 3.2496, DDP time: 0.0037, Total iter time: 5.2625 [2020-11-08 14:45:47,856][root][INFO] - ===> Epoch[460](2302/5): Loss -0.6972, Sem 0.0907, dir -0.9655, norm 0.1775, swav 0.0000 LR: 5.736e-02 Score 96.930 Data time: 0.2832, Forward time: 2.3402, Backward time: 3.2495, DDP time: 0.0037, Total iter time: 6.5405 [2020-11-08 14:45:53,582][root][INFO] - ===> Epoch[460](2303/5): Loss -0.7169, Sem 0.0901, dir -0.9675, norm 0.1606, swav 0.0000 LR: 5.735e-02 Score 96.870 Data time: 0.1981, Forward time: 2.3399, Backward time: 3.2495, DDP time: 0.0037, Total iter time: 5.5867 [2020-11-08 14:45:59,827][root][INFO] - ===> Epoch[460](2304/5): Loss -0.7375, Sem 0.0849, dir -0.9699, norm 0.1475, swav 0.0000 LR: 5.733e-02 Score 97.058 Data time: 0.2175, Forward time: 2.3398, Backward time: 3.2499, DDP time: 0.0037, Total iter time: 6.1437 [2020-11-08 14:46:05,168][root][INFO] - ===> Epoch[460](2305/5): Loss -0.6741, Sem 0.0972, dir -0.9578, norm 0.1866, swav 0.0000 LR: 5.731e-02 Score 96.628 Data time: 0.1743, Forward time: 2.3393, Backward time: 3.2497, DDP time: 0.0037, Total iter time: 5.2256 [2020-11-08 14:46:11,091][root][INFO] - ===> Epoch[461](2306/5): Loss -0.7235, Sem 0.0850, dir -0.9688, norm 0.1602, swav 0.0000 LR: 5.729e-02 Score 97.163 Data time: 0.2875, Forward time: 2.3400, Backward time: 3.2488, DDP time: 0.0037, Total iter time: 5.8157 [2020-11-08 14:46:16,367][root][INFO] - ===> Epoch[461](2307/5): Loss -0.6830, Sem 0.0961, dir -0.9683, norm 0.1892, swav 0.0000 LR: 5.727e-02 Score 96.719 Data time: 0.2054, Forward time: 2.3399, Backward time: 3.2480, DDP time: 0.0037, Total iter time: 5.1304 [2020-11-08 14:46:21,483][root][INFO] - ===> Epoch[461](2308/5): Loss -0.7092, Sem 0.0843, dir -0.9614, norm 0.1679, swav 0.0000 LR: 5.725e-02 Score 97.123 Data time: 0.2106, Forward time: 2.3397, Backward time: 3.2472, DDP time: 0.0037, Total iter time: 5.0076 [2020-11-08 14:46:26,687][root][INFO] - ===> Epoch[461](2309/5): Loss -0.7189, Sem 0.0895, dir -0.9668, norm 0.1584, swav 0.0000 LR: 5.723e-02 Score 96.808 Data time: 0.2145, Forward time: 2.3396, Backward time: 3.2464, DDP time: 0.0037, Total iter time: 5.0887 [2020-11-08 14:46:33,257][root][INFO] - ===> Epoch[461](2310/5): Loss -0.7088, Sem 0.0931, dir -0.9669, norm 0.1650, swav 0.0000 LR: 5.721e-02 Score 97.000 Data time: 0.1923, Forward time: 2.3390, Backward time: 3.2476, DDP time: 0.0037, Total iter time: 6.4555 [2020-11-08 14:46:39,200][root][INFO] - ===> Epoch[462](2311/5): Loss -0.7108, Sem 0.0899, dir -0.9689, norm 0.1682, swav 0.0000 LR: 5.719e-02 Score 96.931 Data time: 0.2382, Forward time: 2.3394, Backward time: 3.2473, DDP time: 0.0037, Total iter time: 5.8467 [2020-11-08 14:46:45,972][root][INFO] - ===> Epoch[462](2312/5): Loss -0.7152, Sem 0.0886, dir -0.9677, norm 0.1638, swav 0.0000 LR: 5.717e-02 Score 96.964 Data time: 0.2356, Forward time: 2.3401, Backward time: 3.2475, DDP time: 0.0037, Total iter time: 6.6445 [2020-11-08 14:46:51,047][root][INFO] - ===> Epoch[462](2313/5): Loss -0.7063, Sem 0.0875, dir -0.9658, norm 0.1720, swav 0.0000 LR: 5.715e-02 Score 97.044 Data time: 0.1747, Forward time: 2.3396, Backward time: 3.2468, DDP time: 0.0037, Total iter time: 4.9296 [2020-11-08 14:46:56,473][root][INFO] - ===> Epoch[462](2314/5): Loss -0.7286, Sem 0.0848, dir -0.9685, norm 0.1551, swav 0.0000 LR: 5.713e-02 Score 97.116 Data time: 0.2588, Forward time: 2.3395, Backward time: 3.2463, DDP time: 0.0037, Total iter time: 5.3161 [2020-11-08 14:47:01,810][root][INFO] - ===> Epoch[462](2315/5): Loss -0.6833, Sem 0.0943, dir -0.9644, norm 0.1868, swav 0.0000 LR: 5.712e-02 Score 96.817 Data time: 0.2269, Forward time: 2.3398, Backward time: 3.2452, DDP time: 0.0037, Total iter time: 5.2218 [2020-11-08 14:47:08,150][root][INFO] - ===> Epoch[463](2316/5): Loss -0.7219, Sem 0.0894, dir -0.9706, norm 0.1593, swav 0.0000 LR: 5.710e-02 Score 96.848 Data time: 0.1836, Forward time: 2.3395, Backward time: 3.2459, DDP time: 0.0037, Total iter time: 6.2238 [2020-11-08 14:47:14,089][root][INFO] - ===> Epoch[463](2317/5): Loss -0.7114, Sem 0.0897, dir -0.9688, norm 0.1677, swav 0.0000 LR: 5.708e-02 Score 96.983 Data time: 0.1876, Forward time: 2.3391, Backward time: 3.2463, DDP time: 0.0037, Total iter time: 5.8406 [2020-11-08 14:47:19,844][root][INFO] - ===> Epoch[463](2318/5): Loss -0.7255, Sem 0.0808, dir -0.9699, norm 0.1635, swav 0.0000 LR: 5.706e-02 Score 97.247 Data time: 0.1815, Forward time: 2.3386, Backward time: 3.2465, DDP time: 0.0037, Total iter time: 5.6604 [2020-11-08 14:47:25,185][root][INFO] - ===> Epoch[463](2319/5): Loss -0.7314, Sem 0.0789, dir -0.9720, norm 0.1618, swav 0.0000 LR: 5.704e-02 Score 97.297 Data time: 0.1714, Forward time: 2.3380, Backward time: 3.2463, DDP time: 0.0037, Total iter time: 5.2177 [2020-11-08 14:47:31,393][root][INFO] - ===> Epoch[463](2320/5): Loss -0.6975, Sem 0.0953, dir -0.9612, norm 0.1685, swav 0.0000 LR: 5.702e-02 Score 96.721 Data time: 0.2338, Forward time: 2.3380, Backward time: 3.2466, DDP time: 0.0037, Total iter time: 6.1289 [2020-11-08 14:47:37,067][root][INFO] - ===> Epoch[464](2321/5): Loss -0.7135, Sem 0.0849, dir -0.9646, norm 0.1662, swav 0.0000 LR: 5.700e-02 Score 97.132 Data time: 0.2703, Forward time: 2.3386, Backward time: 3.2456, DDP time: 0.0037, Total iter time: 5.5427 [2020-11-08 14:47:43,074][root][INFO] - ===> Epoch[464](2322/5): Loss -0.7145, Sem 0.0845, dir -0.9693, norm 0.1702, swav 0.0000 LR: 5.698e-02 Score 97.086 Data time: 0.2179, Forward time: 2.3386, Backward time: 3.2456, DDP time: 0.0037, Total iter time: 5.8801 [2020-11-08 14:47:51,007][root][INFO] - ===> Epoch[464](2323/5): Loss -0.7272, Sem 0.0869, dir -0.9690, norm 0.1549, swav 0.0000 LR: 5.696e-02 Score 96.991 Data time: 0.2001, Forward time: 2.3383, Backward time: 3.2482, DDP time: 0.0037, Total iter time: 7.8165 [2020-11-08 14:47:56,675][root][INFO] - ===> Epoch[464](2324/5): Loss -0.7217, Sem 0.0823, dir -0.9657, norm 0.1616, swav 0.0000 LR: 5.694e-02 Score 97.226 Data time: 0.2321, Forward time: 2.3377, Backward time: 3.2483, DDP time: 0.0037, Total iter time: 5.5702 [2020-11-08 14:48:02,239][root][INFO] - ===> Epoch[464](2325/5): Loss -0.7255, Sem 0.0861, dir -0.9724, norm 0.1608, swav 0.0000 LR: 5.692e-02 Score 97.116 Data time: 0.2648, Forward time: 2.3384, Backward time: 3.2472, DDP time: 0.0037, Total iter time: 5.4582 [2020-11-08 14:48:09,223][root][INFO] - ===> Epoch[465](2326/5): Loss -0.6794, Sem 0.0978, dir -0.9646, norm 0.1874, swav 0.0000 LR: 5.690e-02 Score 96.814 Data time: 0.2496, Forward time: 2.3389, Backward time: 3.2478, DDP time: 0.0037, Total iter time: 6.8483 [2020-11-08 14:48:14,348][root][INFO] - ===> Epoch[465](2327/5): Loss -0.7198, Sem 0.0955, dir -0.9689, norm 0.1537, swav 0.0000 LR: 5.689e-02 Score 96.747 Data time: 0.1975, Forward time: 2.3388, Backward time: 3.2469, DDP time: 0.0037, Total iter time: 5.0024 [2020-11-08 14:48:20,813][root][INFO] - ===> Epoch[465](2328/5): Loss -0.7289, Sem 0.0829, dir -0.9661, norm 0.1542, swav 0.0000 LR: 5.687e-02 Score 97.185 Data time: 0.1266, Forward time: 2.3378, Backward time: 3.2487, DDP time: 0.0037, Total iter time: 6.3593 [2020-11-08 14:48:26,525][root][INFO] - ===> Epoch[465](2329/5): Loss -0.7162, Sem 0.0833, dir -0.9612, norm 0.1617, swav 0.0000 LR: 5.685e-02 Score 97.131 Data time: 0.1704, Forward time: 2.3370, Backward time: 3.2492, DDP time: 0.0037, Total iter time: 5.6415 [2020-11-08 14:48:34,382][root][INFO] - ===> Epoch[465](2330/5): Loss -0.7079, Sem 0.0999, dir -0.9679, norm 0.1601, swav 0.0000 LR: 5.683e-02 Score 96.605 Data time: 0.2705, Forward time: 2.3376, Backward time: 3.2508, DDP time: 0.0037, Total iter time: 7.7524 [2020-11-08 14:48:40,424][root][INFO] - ===> Epoch[466](2331/5): Loss -0.7235, Sem 0.0853, dir -0.9684, norm 0.1596, swav 0.0000 LR: 5.681e-02 Score 97.081 Data time: 0.1906, Forward time: 2.3373, Backward time: 3.2511, DDP time: 0.0037, Total iter time: 5.9024 [2020-11-08 14:48:45,336][root][INFO] - ===> Epoch[466](2332/5): Loss -0.7160, Sem 0.0888, dir -0.9667, norm 0.1618, swav 0.0000 LR: 5.679e-02 Score 96.934 Data time: 0.2130, Forward time: 2.3373, Backward time: 3.2498, DDP time: 0.0037, Total iter time: 4.8028 [2020-11-08 14:48:51,423][root][INFO] - ===> Epoch[466](2333/5): Loss -0.7162, Sem 0.0959, dir -0.9718, norm 0.1597, swav 0.0000 LR: 5.677e-02 Score 96.690 Data time: 0.2238, Forward time: 2.3374, Backward time: 3.2499, DDP time: 0.0037, Total iter time: 5.9559 [2020-11-08 14:48:57,662][root][INFO] - ===> Epoch[466](2334/5): Loss -0.6875, Sem 0.0889, dir -0.9639, norm 0.1875, swav 0.0000 LR: 5.675e-02 Score 96.985 Data time: 0.2170, Forward time: 2.3371, Backward time: 3.2503, DDP time: 0.0037, Total iter time: 6.1075 [2020-11-08 14:49:02,865][root][INFO] - ===> Epoch[466](2335/5): Loss -0.7171, Sem 0.0863, dir -0.9669, norm 0.1635, swav 0.0000 LR: 5.673e-02 Score 97.152 Data time: 0.2214, Forward time: 2.3372, Backward time: 3.2494, DDP time: 0.0037, Total iter time: 5.0812 [2020-11-08 14:49:08,043][root][INFO] - ===> Epoch[467](2336/5): Loss -0.6973, Sem 0.0938, dir -0.9678, norm 0.1767, swav 0.0000 LR: 5.671e-02 Score 96.869 Data time: 0.2029, Forward time: 2.3373, Backward time: 3.2484, DDP time: 0.0037, Total iter time: 5.0475 [2020-11-08 14:49:13,841][root][INFO] - ===> Epoch[467](2337/5): Loss -0.7237, Sem 0.0843, dir -0.9621, norm 0.1541, swav 0.0000 LR: 5.669e-02 Score 97.152 Data time: 0.1276, Forward time: 2.3360, Backward time: 3.2496, DDP time: 0.0037, Total iter time: 5.6782 [2020-11-08 14:49:20,056][root][INFO] - ===> Epoch[467](2338/5): Loss -0.7143, Sem 0.0966, dir -0.9678, norm 0.1569, swav 0.0000 LR: 5.667e-02 Score 96.709 Data time: 0.3064, Forward time: 2.3366, Backward time: 3.2493, DDP time: 0.0037, Total iter time: 6.1204 [2020-11-08 14:49:25,103][root][INFO] - ===> Epoch[467](2339/5): Loss -0.6974, Sem 0.0928, dir -0.9649, norm 0.1746, swav 0.0000 LR: 5.666e-02 Score 96.824 Data time: 0.2225, Forward time: 2.3365, Backward time: 3.2482, DDP time: 0.0037, Total iter time: 4.9231 [2020-11-08 14:49:31,394][root][INFO] - ===> Epoch[467](2340/5): Loss -0.7236, Sem 0.0806, dir -0.9706, norm 0.1664, swav 0.0000 LR: 5.664e-02 Score 97.317 Data time: 0.2798, Forward time: 2.3375, Backward time: 3.2476, DDP time: 0.0037, Total iter time: 6.1814 [2020-11-08 14:49:38,007][root][INFO] - ===> Epoch[468](2341/5): Loss -0.7118, Sem 0.0840, dir -0.9683, norm 0.1725, swav 0.0000 LR: 5.662e-02 Score 97.123 Data time: 0.1581, Forward time: 2.3368, Backward time: 3.2488, DDP time: 0.0037, Total iter time: 6.4658 [2020-11-08 14:49:43,749][root][INFO] - ===> Epoch[468](2342/5): Loss -0.7179, Sem 0.0949, dir -0.9718, norm 0.1591, swav 0.0000 LR: 5.660e-02 Score 96.841 Data time: 0.2715, Forward time: 2.3372, Backward time: 3.2482, DDP time: 0.0037, Total iter time: 5.6408 [2020-11-08 14:49:49,410][root][INFO] - ===> Epoch[468](2343/5): Loss -0.7150, Sem 0.0903, dir -0.9652, norm 0.1600, swav 0.0000 LR: 5.658e-02 Score 96.889 Data time: 0.1326, Forward time: 2.3362, Backward time: 3.2487, DDP time: 0.0037, Total iter time: 5.5206 [2020-11-08 14:49:54,887][root][INFO] - ===> Epoch[468](2344/5): Loss -0.7287, Sem 0.0848, dir -0.9705, norm 0.1570, swav 0.0000 LR: 5.656e-02 Score 97.070 Data time: 0.1874, Forward time: 2.3358, Backward time: 3.2486, DDP time: 0.0037, Total iter time: 5.3818 [2020-11-08 14:50:00,750][root][INFO] - ===> Epoch[468](2345/5): Loss -0.7303, Sem 0.0856, dir -0.9682, norm 0.1522, swav 0.0000 LR: 5.654e-02 Score 97.109 Data time: 0.1507, Forward time: 2.3350, Backward time: 3.2493, DDP time: 0.0037, Total iter time: 5.7471 [2020-11-08 14:50:05,656][root][INFO] - ===> Epoch[469](2346/5): Loss -0.7171, Sem 0.0869, dir -0.9673, norm 0.1633, swav 0.0000 LR: 5.652e-02 Score 96.979 Data time: 0.1847, Forward time: 2.3346, Backward time: 3.2485, DDP time: 0.0037, Total iter time: 4.8234 [2020-11-08 14:50:11,174][root][INFO] - ===> Epoch[469](2347/5): Loss -0.7318, Sem 0.0767, dir -0.9702, norm 0.1618, swav 0.0000 LR: 5.650e-02 Score 97.421 Data time: 0.2714, Forward time: 2.3351, Backward time: 3.2475, DDP time: 0.0037, Total iter time: 5.4112 [2020-11-08 14:50:17,349][root][INFO] - ===> Epoch[469](2348/5): Loss -0.7164, Sem 0.0896, dir -0.9668, norm 0.1608, swav 0.0000 LR: 5.648e-02 Score 96.925 Data time: 0.2826, Forward time: 2.3359, Backward time: 3.2468, DDP time: 0.0037, Total iter time: 6.0453 [2020-11-08 14:50:23,420][root][INFO] - ===> Epoch[469](2349/5): Loss -0.7027, Sem 0.0938, dir -0.9646, norm 0.1682, swav 0.0000 LR: 5.646e-02 Score 96.747 Data time: 0.2500, Forward time: 2.3367, Backward time: 3.2461, DDP time: 0.0037, Total iter time: 5.9405 [2020-11-08 14:50:28,929][root][INFO] - ===> Epoch[469](2350/5): Loss -0.7293, Sem 0.0810, dir -0.9717, norm 0.1615, swav 0.0000 LR: 5.644e-02 Score 97.177 Data time: 0.2283, Forward time: 2.3367, Backward time: 3.2455, DDP time: 0.0037, Total iter time: 5.3771 [2020-11-08 14:50:35,258][root][INFO] - ===> Epoch[470](2351/5): Loss -0.7078, Sem 0.0922, dir -0.9658, norm 0.1657, swav 0.0000 LR: 5.643e-02 Score 96.799 Data time: 0.2970, Forward time: 2.3378, Backward time: 3.2448, DDP time: 0.0037, Total iter time: 6.2132 [2020-11-08 14:50:41,525][root][INFO] - ===> Epoch[470](2352/5): Loss -0.6958, Sem 0.0889, dir -0.9674, norm 0.1827, swav 0.0000 LR: 5.641e-02 Score 96.998 Data time: 0.1642, Forward time: 2.3373, Backward time: 3.2457, DDP time: 0.0037, Total iter time: 6.1331 [2020-11-08 14:50:47,529][root][INFO] - ===> Epoch[470](2353/5): Loss -0.7277, Sem 0.0796, dir -0.9708, norm 0.1635, swav 0.0000 LR: 5.639e-02 Score 97.211 Data time: 0.1824, Forward time: 2.3371, Backward time: 3.2459, DDP time: 0.0037, Total iter time: 5.9246 [2020-11-08 14:50:53,354][root][INFO] - ===> Epoch[470](2354/5): Loss -0.7353, Sem 0.0786, dir -0.9672, norm 0.1532, swav 0.0000 LR: 5.637e-02 Score 97.308 Data time: 0.1665, Forward time: 2.3365, Backward time: 3.2463, DDP time: 0.0037, Total iter time: 5.7317 [2020-11-08 14:51:00,232][root][INFO] - ===> Epoch[470](2355/5): Loss -0.7130, Sem 0.0868, dir -0.9664, norm 0.1666, swav 0.0000 LR: 5.635e-02 Score 97.058 Data time: 0.1696, Forward time: 2.3360, Backward time: 3.2479, DDP time: 0.0037, Total iter time: 6.8123 [2020-11-08 14:51:05,676][root][INFO] - ===> Epoch[471](2356/5): Loss -0.7230, Sem 0.0870, dir -0.9699, norm 0.1599, swav 0.0000 LR: 5.633e-02 Score 97.046 Data time: 0.2142, Forward time: 2.3359, Backward time: 3.2475, DDP time: 0.0037, Total iter time: 5.3654 [2020-11-08 14:51:11,407][root][INFO] - ===> Epoch[471](2357/5): Loss -0.7120, Sem 0.0823, dir -0.9622, norm 0.1680, swav 0.0000 LR: 5.631e-02 Score 97.239 Data time: 0.2725, Forward time: 2.3367, Backward time: 3.2464, DDP time: 0.0037, Total iter time: 5.6306 [2020-11-08 14:51:18,105][root][INFO] - ===> Epoch[471](2358/5): Loss -0.6907, Sem 0.0900, dir -0.9650, norm 0.1843, swav 0.0000 LR: 5.629e-02 Score 96.850 Data time: 0.2163, Forward time: 2.3368, Backward time: 3.2471, DDP time: 0.0037, Total iter time: 6.5802 [2020-11-08 14:51:24,928][root][INFO] - ===> Epoch[471](2359/5): Loss -0.7251, Sem 0.0921, dir -0.9692, norm 0.1520, swav 0.0000 LR: 5.627e-02 Score 96.835 Data time: 0.1867, Forward time: 2.3365, Backward time: 3.2483, DDP time: 0.0037, Total iter time: 6.6934 [2020-11-08 14:51:30,397][root][INFO] - ===> Epoch[471](2360/5): Loss -0.7291, Sem 0.0766, dir -0.9682, norm 0.1625, swav 0.0000 LR: 5.625e-02 Score 97.375 Data time: 0.1586, Forward time: 2.3357, Backward time: 3.2484, DDP time: 0.0037, Total iter time: 5.3693 [2020-11-08 14:51:36,983][root][INFO] - ===> Epoch[472](2361/5): Loss -0.7122, Sem 0.0893, dir -0.9698, norm 0.1683, swav 0.0000 LR: 5.623e-02 Score 96.982 Data time: 0.2556, Forward time: 2.3364, Backward time: 3.2486, DDP time: 0.0037, Total iter time: 6.5146 [2020-11-08 14:51:43,671][root][INFO] - ===> Epoch[472](2362/5): Loss -0.7084, Sem 0.0906, dir -0.9634, norm 0.1644, swav 0.0000 LR: 5.621e-02 Score 96.802 Data time: 0.2172, Forward time: 2.3363, Backward time: 3.2494, DDP time: 0.0037, Total iter time: 6.5616 [2020-11-08 14:51:49,056][root][INFO] - ===> Epoch[472](2363/5): Loss -0.7203, Sem 0.0766, dir -0.9637, norm 0.1668, swav 0.0000 LR: 5.620e-02 Score 97.404 Data time: 0.1982, Forward time: 2.3362, Backward time: 3.2489, DDP time: 0.0037, Total iter time: 5.2742 [2020-11-08 14:51:55,606][root][INFO] - ===> Epoch[472](2364/5): Loss -0.7192, Sem 0.0841, dir -0.9703, norm 0.1670, swav 0.0000 LR: 5.618e-02 Score 97.182 Data time: 0.1630, Forward time: 2.3352, Backward time: 3.2505, DDP time: 0.0037, Total iter time: 6.4405 [2020-11-08 14:52:01,453][root][INFO] - ===> Epoch[472](2365/5): Loss -0.7207, Sem 0.0848, dir -0.9660, norm 0.1605, swav 0.0000 LR: 5.616e-02 Score 97.050 Data time: 0.1346, Forward time: 2.3341, Backward time: 3.2514, DDP time: 0.0037, Total iter time: 5.7617 [2020-11-08 14:52:07,362][root][INFO] - ===> Epoch[473](2366/5): Loss -0.7178, Sem 0.0945, dir -0.9700, norm 0.1577, swav 0.0000 LR: 5.614e-02 Score 96.841 Data time: 0.2487, Forward time: 2.3346, Backward time: 3.2509, DDP time: 0.0037, Total iter time: 5.8489 [2020-11-08 14:52:12,684][root][INFO] - ===> Epoch[473](2367/5): Loss -0.7262, Sem 0.0747, dir -0.9707, norm 0.1699, swav 0.0000 LR: 5.612e-02 Score 97.463 Data time: 0.2494, Forward time: 2.3350, Backward time: 3.2497, DDP time: 0.0037, Total iter time: 5.1743 [2020-11-08 14:52:18,581][root][INFO] - ===> Epoch[473](2368/5): Loss -0.7012, Sem 0.0868, dir -0.9657, norm 0.1777, swav 0.0000 LR: 5.610e-02 Score 96.985 Data time: 0.2476, Forward time: 2.3356, Backward time: 3.2491, DDP time: 0.0037, Total iter time: 5.7822 [2020-11-08 14:52:25,701][root][INFO] - ===> Epoch[473](2369/5): Loss -0.7240, Sem 0.0875, dir -0.9688, norm 0.1572, swav 0.0000 LR: 5.608e-02 Score 97.127 Data time: 0.2012, Forward time: 2.3357, Backward time: 3.2501, DDP time: 0.0037, Total iter time: 6.9849 [2020-11-08 14:52:30,800][root][INFO] - ===> Epoch[473](2370/5): Loss -0.7108, Sem 0.0947, dir -0.9651, norm 0.1596, swav 0.0000 LR: 5.606e-02 Score 96.781 Data time: 0.1481, Forward time: 2.3347, Backward time: 3.2502, DDP time: 0.0037, Total iter time: 4.9700 [2020-11-08 14:52:37,369][root][INFO] - ===> Epoch[474](2371/5): Loss -0.7266, Sem 0.0798, dir -0.9670, norm 0.1606, swav 0.0000 LR: 5.604e-02 Score 97.212 Data time: 0.3095, Forward time: 2.3359, Backward time: 3.2497, DDP time: 0.0037, Total iter time: 6.4904 [2020-11-08 14:52:43,327][root][INFO] - ===> Epoch[474](2372/5): Loss -0.7371, Sem 0.0817, dir -0.9690, norm 0.1502, swav 0.0000 LR: 5.602e-02 Score 97.156 Data time: 0.1651, Forward time: 2.3353, Backward time: 3.2502, DDP time: 0.0037, Total iter time: 5.8274 [2020-11-08 14:52:48,774][root][INFO] - ===> Epoch[474](2373/5): Loss -0.7033, Sem 0.0924, dir -0.9654, norm 0.1696, swav 0.0000 LR: 5.600e-02 Score 96.882 Data time: 0.2478, Forward time: 2.3357, Backward time: 3.2492, DDP time: 0.0037, Total iter time: 5.3535 [2020-11-08 14:52:54,944][root][INFO] - ===> Epoch[474](2374/5): Loss -0.7033, Sem 0.0870, dir -0.9656, norm 0.1753, swav 0.0000 LR: 5.598e-02 Score 96.997 Data time: 0.1883, Forward time: 2.3354, Backward time: 3.2497, DDP time: 0.0037, Total iter time: 6.0628 [2020-11-08 14:53:00,682][root][INFO] - ===> Epoch[474](2375/5): Loss -0.7257, Sem 0.0824, dir -0.9690, norm 0.1610, swav 0.0000 LR: 5.596e-02 Score 97.080 Data time: 0.1723, Forward time: 2.3349, Backward time: 3.2501, DDP time: 0.0037, Total iter time: 5.6529 [2020-11-08 14:53:06,154][root][INFO] - ===> Epoch[475](2376/5): Loss -0.7415, Sem 0.0772, dir -0.9705, norm 0.1518, swav 0.0000 LR: 5.595e-02 Score 97.309 Data time: 0.1959, Forward time: 2.3347, Backward time: 3.2497, DDP time: 0.0037, Total iter time: 5.3836 [2020-11-08 14:53:11,854][root][INFO] - ===> Epoch[475](2377/5): Loss -0.6979, Sem 0.0876, dir -0.9632, norm 0.1777, swav 0.0000 LR: 5.593e-02 Score 96.989 Data time: 0.1785, Forward time: 2.3341, Backward time: 3.2500, DDP time: 0.0037, Total iter time: 5.5892 [2020-11-08 14:53:18,396][root][INFO] - ===> Epoch[475](2378/5): Loss -0.7250, Sem 0.0788, dir -0.9663, norm 0.1626, swav 0.0000 LR: 5.591e-02 Score 97.302 Data time: 0.2209, Forward time: 2.3344, Backward time: 3.2503, DDP time: 0.0037, Total iter time: 6.4355 [2020-11-08 14:53:23,145][root][INFO] - ===> Epoch[475](2379/5): Loss -0.7042, Sem 0.0884, dir -0.9691, norm 0.1766, swav 0.0000 LR: 5.589e-02 Score 97.071 Data time: 0.1637, Forward time: 2.3337, Backward time: 3.2496, DDP time: 0.0037, Total iter time: 4.6090 [2020-11-08 14:53:29,947][root][INFO] - ===> Epoch[475](2380/5): Loss -0.6984, Sem 0.0963, dir -0.9662, norm 0.1715, swav 0.0000 LR: 5.587e-02 Score 96.635 Data time: 0.1957, Forward time: 2.3335, Backward time: 3.2508, DDP time: 0.0037, Total iter time: 6.6931 [2020-11-08 14:53:35,772][root][INFO] - ===> Epoch[476](2381/5): Loss -0.7616, Sem 0.0717, dir -0.9729, norm 0.1396, swav 0.0000 LR: 5.585e-02 Score 97.515 Data time: 0.1940, Forward time: 2.3331, Backward time: 3.2509, DDP time: 0.0037, Total iter time: 5.6974 [2020-11-08 14:53:41,266][root][INFO] - ===> Epoch[476](2382/5): Loss -0.7250, Sem 0.0742, dir -0.9630, norm 0.1639, swav 0.0000 LR: 5.583e-02 Score 97.492 Data time: 0.1736, Forward time: 2.3324, Backward time: 3.2511, DDP time: 0.0037, Total iter time: 5.3821 [2020-11-08 14:53:47,315][root][INFO] - ===> Epoch[476](2383/5): Loss -0.7111, Sem 0.0879, dir -0.9679, norm 0.1689, swav 0.0000 LR: 5.581e-02 Score 96.997 Data time: 0.2515, Forward time: 2.3328, Backward time: 3.2508, DDP time: 0.0037, Total iter time: 5.9366 [2020-11-08 14:53:53,987][root][INFO] - ===> Epoch[476](2384/5): Loss -0.7191, Sem 0.0888, dir -0.9682, norm 0.1603, swav 0.0000 LR: 5.579e-02 Score 96.856 Data time: 0.1836, Forward time: 2.3325, Backward time: 3.2518, DDP time: 0.0037, Total iter time: 6.5391 [2020-11-08 14:53:59,231][root][INFO] - ===> Epoch[476](2385/5): Loss -0.7227, Sem 0.0805, dir -0.9701, norm 0.1670, swav 0.0000 LR: 5.577e-02 Score 97.313 Data time: 0.1482, Forward time: 2.3317, Backward time: 3.2518, DDP time: 0.0037, Total iter time: 5.1190 [2020-11-08 14:54:06,871][root][INFO] - ===> Epoch[477](2386/5): Loss -0.7311, Sem 0.0820, dir -0.9647, norm 0.1516, swav 0.0000 LR: 5.575e-02 Score 97.118 Data time: 0.2006, Forward time: 2.3315, Backward time: 3.2538, DDP time: 0.0037, Total iter time: 7.5396 [2020-11-08 14:54:14,124][root][INFO] - ===> Epoch[477](2387/5): Loss -0.7130, Sem 0.0889, dir -0.9705, norm 0.1686, swav 0.0000 LR: 5.573e-02 Score 96.909 Data time: 0.2122, Forward time: 2.3313, Backward time: 3.2554, DDP time: 0.0037, Total iter time: 7.1221 [2020-11-08 14:54:20,352][root][INFO] - ===> Epoch[477](2388/5): Loss -0.7317, Sem 0.0747, dir -0.9700, norm 0.1636, swav 0.0000 LR: 5.572e-02 Score 97.508 Data time: 0.3171, Forward time: 2.3321, Backward time: 3.2546, DDP time: 0.0037, Total iter time: 6.1098 [2020-11-08 14:54:25,617][root][INFO] - ===> Epoch[477](2389/5): Loss -0.7157, Sem 0.0880, dir -0.9656, norm 0.1619, swav 0.0000 LR: 5.570e-02 Score 97.153 Data time: 0.1976, Forward time: 2.3321, Backward time: 3.2538, DDP time: 0.0037, Total iter time: 5.1574 [2020-11-08 14:54:31,016][root][INFO] - ===> Epoch[477](2390/5): Loss -0.7160, Sem 0.0870, dir -0.9668, norm 0.1638, swav 0.0000 LR: 5.568e-02 Score 96.999 Data time: 0.1733, Forward time: 2.3316, Backward time: 3.2537, DDP time: 0.0037, Total iter time: 5.2801 [2020-11-08 14:54:35,809][root][INFO] - ===> Epoch[478](2391/5): Loss -0.7115, Sem 0.0902, dir -0.9659, norm 0.1642, swav 0.0000 LR: 5.566e-02 Score 96.925 Data time: 0.1895, Forward time: 2.3313, Backward time: 3.2528, DDP time: 0.0037, Total iter time: 4.7032 [2020-11-08 14:54:43,087][root][INFO] - ===> Epoch[478](2392/5): Loss -0.7135, Sem 0.0823, dir -0.9665, norm 0.1707, swav 0.0000 LR: 5.564e-02 Score 97.144 Data time: 0.2387, Forward time: 2.3316, Backward time: 3.2540, DDP time: 0.0037, Total iter time: 7.1643 [2020-11-08 14:54:50,053][root][INFO] - ===> Epoch[478](2393/5): Loss -0.7377, Sem 0.0789, dir -0.9721, norm 0.1555, swav 0.0000 LR: 5.562e-02 Score 97.360 Data time: 0.2461, Forward time: 2.3314, Backward time: 3.2550, DDP time: 0.0037, Total iter time: 6.8139 [2020-11-08 14:54:55,871][root][INFO] - ===> Epoch[478](2394/5): Loss -0.7450, Sem 0.0774, dir -0.9732, norm 0.1508, swav 0.0000 LR: 5.560e-02 Score 97.327 Data time: 0.2489, Forward time: 2.3320, Backward time: 3.2543, DDP time: 0.0037, Total iter time: 5.7124 [2020-11-08 14:55:01,326][root][INFO] - ===> Epoch[478](2395/5): Loss -0.7118, Sem 0.0863, dir -0.9661, norm 0.1680, swav 0.0000 LR: 5.558e-02 Score 97.032 Data time: 0.2104, Forward time: 2.3321, Backward time: 3.2536, DDP time: 0.0037, Total iter time: 5.3334 [2020-11-08 14:55:07,071][root][INFO] - ===> Epoch[479](2396/5): Loss -0.7598, Sem 0.0790, dir -0.9754, norm 0.1366, swav 0.0000 LR: 5.556e-02 Score 97.239 Data time: 0.1414, Forward time: 2.3313, Backward time: 3.2541, DDP time: 0.0037, Total iter time: 5.6328 [2020-11-08 14:55:11,740][root][INFO] - ===> Epoch[479](2397/5): Loss -0.7240, Sem 0.0741, dir -0.9666, norm 0.1685, swav 0.0000 LR: 5.554e-02 Score 97.518 Data time: 0.1643, Forward time: 2.3308, Backward time: 3.2533, DDP time: 0.0037, Total iter time: 4.5886 [2020-11-08 14:55:17,403][root][INFO] - ===> Epoch[479](2398/5): Loss -0.7252, Sem 0.0787, dir -0.9670, norm 0.1630, swav 0.0000 LR: 5.552e-02 Score 97.226 Data time: 0.1874, Forward time: 2.3304, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 5.5671 [2020-11-08 14:55:23,299][root][INFO] - ===> Epoch[479](2399/5): Loss -0.7356, Sem 0.0780, dir -0.9686, norm 0.1549, swav 0.0000 LR: 5.550e-02 Score 97.296 Data time: 0.2486, Forward time: 2.3305, Backward time: 3.2531, DDP time: 0.0037, Total iter time: 5.7884 [2020-11-08 14:55:31,543][root][INFO] - ===> Epoch[479](2400/5): Loss -0.6915, Sem 0.0976, dir -0.9631, norm 0.1740, swav 0.0000 LR: 5.548e-02 Score 96.701 Data time: 0.3820, Forward time: 2.3325, Backward time: 3.2535, DDP time: 0.0037, Total iter time: 8.1105 [2020-11-08 14:55:38,145][root][INFO] - ===> Epoch[480](2401/5): Loss -0.7165, Sem 0.0883, dir -0.9672, norm 0.1624, swav 0.0000 LR: 5.547e-02 Score 97.040 Data time: 0.2114, Forward time: 2.3327, Backward time: 3.2538, DDP time: 0.0037, Total iter time: 6.4540 [2020-11-08 14:55:43,542][root][INFO] - ===> Epoch[480](2402/5): Loss -0.7406, Sem 0.0785, dir -0.9708, norm 0.1517, swav 0.0000 LR: 5.545e-02 Score 97.339 Data time: 0.2071, Forward time: 2.3326, Backward time: 3.2533, DDP time: 0.0037, Total iter time: 5.2594 [2020-11-08 14:55:50,822][root][INFO] - ===> Epoch[480](2403/5): Loss -0.7383, Sem 0.0815, dir -0.9713, norm 0.1515, swav 0.0000 LR: 5.543e-02 Score 97.200 Data time: 0.2284, Forward time: 2.3328, Backward time: 3.2545, DDP time: 0.0037, Total iter time: 7.1920 [2020-11-08 14:55:55,714][root][INFO] - ===> Epoch[480](2404/5): Loss -0.7312, Sem 0.0857, dir -0.9666, norm 0.1497, swav 0.0000 LR: 5.541e-02 Score 97.032 Data time: 0.1439, Forward time: 2.3320, Backward time: 3.2541, DDP time: 0.0037, Total iter time: 4.7594 [2020-11-08 14:56:01,465][root][INFO] - ===> Epoch[480](2405/5): Loss -0.7375, Sem 0.0774, dir -0.9717, norm 0.1567, swav 0.0000 LR: 5.539e-02 Score 97.362 Data time: 0.2458, Forward time: 2.3322, Backward time: 3.2537, DDP time: 0.0037, Total iter time: 5.6769 [2020-11-08 14:56:06,408][root][INFO] - ===> Epoch[481](2406/5): Loss -0.7399, Sem 0.0832, dir -0.9682, norm 0.1450, swav 0.0000 LR: 5.537e-02 Score 97.151 Data time: 0.2241, Forward time: 2.3323, Backward time: 3.2524, DDP time: 0.0037, Total iter time: 4.8132 [2020-11-08 14:56:13,991][root][INFO] - ===> Epoch[481](2407/5): Loss -0.7197, Sem 0.0841, dir -0.9686, norm 0.1648, swav 0.0000 LR: 5.535e-02 Score 97.213 Data time: 0.1694, Forward time: 2.3318, Backward time: 3.2547, DDP time: 0.0037, Total iter time: 7.4690 [2020-11-08 14:56:19,703][root][INFO] - ===> Epoch[481](2408/5): Loss -0.7309, Sem 0.0898, dir -0.9720, norm 0.1514, swav 0.0000 LR: 5.533e-02 Score 96.909 Data time: 0.1579, Forward time: 2.3309, Backward time: 3.2553, DDP time: 0.0037, Total iter time: 5.6558 [2020-11-08 14:56:25,473][root][INFO] - ===> Epoch[481](2409/5): Loss -0.7199, Sem 0.0907, dir -0.9675, norm 0.1569, swav 0.0000 LR: 5.531e-02 Score 96.961 Data time: 0.1693, Forward time: 2.3304, Backward time: 3.2557, DDP time: 0.0037, Total iter time: 5.7036 [2020-11-08 14:56:32,783][root][INFO] - ===> Epoch[481](2410/5): Loss -0.7369, Sem 0.0775, dir -0.9717, norm 0.1573, swav 0.0000 LR: 5.529e-02 Score 97.353 Data time: 0.2140, Forward time: 2.3302, Backward time: 3.2572, DDP time: 0.0037, Total iter time: 7.2085 [2020-11-08 14:56:38,560][root][INFO] - ===> Epoch[482](2411/5): Loss -0.7151, Sem 0.0892, dir -0.9703, norm 0.1660, swav 0.0000 LR: 5.527e-02 Score 96.932 Data time: 0.2577, Forward time: 2.3307, Backward time: 3.2565, DDP time: 0.0037, Total iter time: 5.6370 [2020-11-08 14:56:43,868][root][INFO] - ===> Epoch[482](2412/5): Loss -0.7372, Sem 0.0858, dir -0.9673, norm 0.1443, swav 0.0000 LR: 5.525e-02 Score 97.079 Data time: 0.2212, Forward time: 2.3309, Backward time: 3.2555, DDP time: 0.0037, Total iter time: 5.1702 [2020-11-08 14:56:49,066][root][INFO] - ===> Epoch[482](2413/5): Loss -0.7171, Sem 0.0856, dir -0.9659, norm 0.1632, swav 0.0000 LR: 5.524e-02 Score 97.084 Data time: 0.2236, Forward time: 2.3312, Backward time: 3.2544, DDP time: 0.0037, Total iter time: 5.0848 [2020-11-08 14:56:54,730][root][INFO] - ===> Epoch[482](2414/5): Loss -0.7221, Sem 0.0822, dir -0.9709, norm 0.1665, swav 0.0000 LR: 5.522e-02 Score 97.127 Data time: 0.1912, Forward time: 2.3309, Backward time: 3.2543, DDP time: 0.0037, Total iter time: 5.5444 [2020-11-08 14:56:59,709][root][INFO] - ===> Epoch[482](2415/5): Loss -0.7207, Sem 0.0861, dir -0.9659, norm 0.1591, swav 0.0000 LR: 5.520e-02 Score 97.028 Data time: 0.1913, Forward time: 2.3306, Backward time: 3.2535, DDP time: 0.0037, Total iter time: 4.8667 [2020-11-08 14:57:07,003][root][INFO] - ===> Epoch[483](2416/5): Loss -0.7078, Sem 0.0899, dir -0.9658, norm 0.1680, swav 0.0000 LR: 5.518e-02 Score 96.878 Data time: 0.2138, Forward time: 2.3305, Backward time: 3.2549, DDP time: 0.0037, Total iter time: 7.1894 [2020-11-08 14:57:12,822][root][INFO] - ===> Epoch[483](2417/5): Loss -0.7375, Sem 0.0741, dir -0.9675, norm 0.1560, swav 0.0000 LR: 5.516e-02 Score 97.404 Data time: 0.1630, Forward time: 2.3299, Backward time: 3.2554, DDP time: 0.0037, Total iter time: 5.6954 [2020-11-08 14:57:18,299][root][INFO] - ===> Epoch[483](2418/5): Loss -0.7122, Sem 0.0875, dir -0.9640, norm 0.1643, swav 0.0000 LR: 5.514e-02 Score 97.022 Data time: 0.1975, Forward time: 2.3298, Backward time: 3.2549, DDP time: 0.0037, Total iter time: 5.3952 [2020-11-08 14:57:23,129][root][INFO] - ===> Epoch[483](2419/5): Loss -0.7298, Sem 0.0781, dir -0.9709, norm 0.1631, swav 0.0000 LR: 5.512e-02 Score 97.362 Data time: 0.2375, Forward time: 2.3294, Backward time: 3.2539, DDP time: 0.0037, Total iter time: 4.7335 [2020-11-08 14:57:28,891][root][INFO] - ===> Epoch[483](2420/5): Loss -0.7273, Sem 0.0847, dir -0.9682, norm 0.1562, swav 0.0000 LR: 5.510e-02 Score 97.078 Data time: 0.2415, Forward time: 2.3298, Backward time: 3.2533, DDP time: 0.0037, Total iter time: 5.6772 [2020-11-08 14:57:35,448][root][INFO] - ===> Epoch[484](2421/5): Loss -0.7156, Sem 0.0810, dir -0.9693, norm 0.1727, swav 0.0000 LR: 5.508e-02 Score 97.201 Data time: 0.1994, Forward time: 2.3296, Backward time: 3.2540, DDP time: 0.0037, Total iter time: 6.4345 [2020-11-08 14:57:40,303][root][INFO] - ===> Epoch[484](2422/5): Loss -0.7498, Sem 0.0738, dir -0.9706, norm 0.1470, swav 0.0000 LR: 5.506e-02 Score 97.457 Data time: 0.1821, Forward time: 2.3292, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 4.7388 [2020-11-08 14:57:46,637][root][INFO] - ===> Epoch[484](2423/5): Loss -0.7246, Sem 0.0827, dir -0.9698, norm 0.1625, swav 0.0000 LR: 5.504e-02 Score 97.135 Data time: 0.2563, Forward time: 2.3296, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 6.2443 [2020-11-08 14:57:52,559][root][INFO] - ===> Epoch[484](2424/5): Loss -0.7185, Sem 0.0817, dir -0.9666, norm 0.1665, swav 0.0000 LR: 5.502e-02 Score 97.241 Data time: 0.2392, Forward time: 2.3301, Backward time: 3.2526, DDP time: 0.0037, Total iter time: 5.7954 [2020-11-08 14:57:58,228][root][INFO] - ===> Epoch[484](2425/5): Loss -0.7181, Sem 0.0876, dir -0.9656, norm 0.1599, swav 0.0000 LR: 5.500e-02 Score 96.969 Data time: 0.1960, Forward time: 2.3300, Backward time: 3.2524, DDP time: 0.0037, Total iter time: 5.5540 [2020-11-08 14:58:04,959][root][INFO] - ===> Epoch[485](2426/5): Loss -0.7384, Sem 0.0826, dir -0.9724, norm 0.1513, swav 0.0000 LR: 5.499e-02 Score 97.205 Data time: 0.1736, Forward time: 2.3294, Backward time: 3.2538, DDP time: 0.0037, Total iter time: 6.6198 [2020-11-08 14:58:10,573][root][INFO] - ===> Epoch[485](2427/5): Loss -0.7180, Sem 0.0861, dir -0.9659, norm 0.1618, swav 0.0000 LR: 5.497e-02 Score 97.048 Data time: 0.2193, Forward time: 2.3294, Backward time: 3.2533, DDP time: 0.0037, Total iter time: 5.5487 [2020-11-08 14:58:17,211][root][INFO] - ===> Epoch[485](2428/5): Loss -0.7427, Sem 0.0758, dir -0.9678, norm 0.1493, swav 0.0000 LR: 5.495e-02 Score 97.413 Data time: 0.2785, Forward time: 2.3301, Backward time: 3.2533, DDP time: 0.0037, Total iter time: 6.5312 [2020-11-08 14:58:23,035][root][INFO] - ===> Epoch[485](2429/5): Loss -0.7128, Sem 0.0837, dir -0.9684, norm 0.1719, swav 0.0000 LR: 5.493e-02 Score 97.172 Data time: 0.2119, Forward time: 2.3300, Backward time: 3.2531, DDP time: 0.0037, Total iter time: 5.6714 [2020-11-08 14:58:30,066][root][INFO] - ===> Epoch[485](2430/5): Loss -0.7149, Sem 0.0865, dir -0.9666, norm 0.1652, swav 0.0000 LR: 5.491e-02 Score 97.004 Data time: 0.3449, Forward time: 2.3313, Backward time: 3.2529, DDP time: 0.0037, Total iter time: 6.9164 [2020-11-08 14:58:36,694][root][INFO] - ===> Epoch[486](2431/5): Loss -0.7271, Sem 0.0809, dir -0.9705, norm 0.1624, swav 0.0000 LR: 5.489e-02 Score 97.152 Data time: 0.2676, Forward time: 2.3317, Backward time: 3.2530, DDP time: 0.0037, Total iter time: 6.4860 [2020-11-08 14:58:44,376][root][INFO] - ===> Epoch[486](2432/5): Loss -0.7348, Sem 0.0825, dir -0.9731, norm 0.1559, swav 0.0000 LR: 5.487e-02 Score 97.155 Data time: 0.1743, Forward time: 2.3313, Backward time: 3.2551, DDP time: 0.0037, Total iter time: 7.5516 [2020-11-08 14:58:50,420][root][INFO] - ===> Epoch[486](2433/5): Loss -0.7491, Sem 0.0758, dir -0.9652, norm 0.1403, swav 0.0000 LR: 5.485e-02 Score 97.354 Data time: 0.1903, Forward time: 2.3310, Backward time: 3.2556, DDP time: 0.0037, Total iter time: 5.9502 [2020-11-08 14:58:56,445][root][INFO] - ===> Epoch[486](2434/5): Loss -0.7316, Sem 0.0873, dir -0.9694, norm 0.1505, swav 0.0000 LR: 5.483e-02 Score 96.944 Data time: 0.2655, Forward time: 2.3311, Backward time: 3.2555, DDP time: 0.0037, Total iter time: 5.9305 [2020-11-08 14:59:01,974][root][INFO] - ===> Epoch[486](2435/5): Loss -0.7181, Sem 0.0839, dir -0.9691, norm 0.1671, swav 0.0000 LR: 5.481e-02 Score 97.098 Data time: 0.2325, Forward time: 2.3315, Backward time: 3.2546, DDP time: 0.0037, Total iter time: 5.4066 [2020-11-08 14:59:07,228][root][INFO] - ===> Epoch[487](2436/5): Loss -0.7348, Sem 0.0777, dir -0.9712, norm 0.1587, swav 0.0000 LR: 5.479e-02 Score 97.290 Data time: 0.2303, Forward time: 2.3316, Backward time: 3.2537, DDP time: 0.0037, Total iter time: 5.1235 [2020-11-08 14:59:13,509][root][INFO] - ===> Epoch[487](2437/5): Loss -0.7249, Sem 0.0896, dir -0.9692, norm 0.1548, swav 0.0000 LR: 5.477e-02 Score 96.921 Data time: 0.2227, Forward time: 2.3317, Backward time: 3.2539, DDP time: 0.0037, Total iter time: 6.1666 [2020-11-08 14:59:19,226][root][INFO] - ===> Epoch[487](2438/5): Loss -0.7366, Sem 0.0787, dir -0.9670, norm 0.1517, swav 0.0000 LR: 5.475e-02 Score 97.329 Data time: 0.2767, Forward time: 2.3321, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 5.6191 [2020-11-08 14:59:26,071][root][INFO] - ===> Epoch[487](2439/5): Loss -0.7197, Sem 0.0829, dir -0.9676, norm 0.1650, swav 0.0000 LR: 5.473e-02 Score 97.103 Data time: 0.1454, Forward time: 2.3312, Backward time: 3.2548, DDP time: 0.0037, Total iter time: 6.7195 [2020-11-08 14:59:31,964][root][INFO] - ===> Epoch[487](2440/5): Loss -0.7454, Sem 0.0794, dir -0.9710, norm 0.1461, swav 0.0000 LR: 5.472e-02 Score 97.237 Data time: 0.2533, Forward time: 2.3315, Backward time: 3.2544, DDP time: 0.0037, Total iter time: 5.8027 [2020-11-08 14:59:36,997][root][INFO] - ===> Epoch[488](2441/5): Loss -0.7294, Sem 0.0812, dir -0.9683, norm 0.1577, swav 0.0000 LR: 5.470e-02 Score 97.155 Data time: 0.2479, Forward time: 2.3318, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 4.9071 [2020-11-08 14:59:44,533][root][INFO] - ===> Epoch[488](2442/5): Loss -0.7497, Sem 0.0748, dir -0.9723, norm 0.1478, swav 0.0000 LR: 5.468e-02 Score 97.392 Data time: 0.2948, Forward time: 2.3323, Backward time: 3.2542, DDP time: 0.0037, Total iter time: 7.4367 [2020-11-08 14:59:50,703][root][INFO] - ===> Epoch[488](2443/5): Loss -0.7373, Sem 0.0843, dir -0.9712, norm 0.1496, swav 0.0000 LR: 5.466e-02 Score 97.084 Data time: 0.2480, Forward time: 2.3323, Backward time: 3.2543, DDP time: 0.0037, Total iter time: 6.0448 [2020-11-08 14:59:57,412][root][INFO] - ===> Epoch[488](2444/5): Loss -0.7343, Sem 0.0868, dir -0.9688, norm 0.1478, swav 0.0000 LR: 5.464e-02 Score 96.997 Data time: 0.1826, Forward time: 2.3319, Backward time: 3.2555, DDP time: 0.0037, Total iter time: 6.5984 [2020-11-08 15:00:04,533][root][INFO] - ===> Epoch[488](2445/5): Loss -0.7032, Sem 0.0821, dir -0.9669, norm 0.1816, swav 0.0000 LR: 5.462e-02 Score 97.169 Data time: 0.3312, Forward time: 2.3329, Backward time: 3.2557, DDP time: 0.0037, Total iter time: 7.0378 [2020-11-08 15:00:10,101][root][INFO] - ===> Epoch[489](2446/5): Loss -0.7264, Sem 0.0848, dir -0.9699, norm 0.1587, swav 0.0000 LR: 5.460e-02 Score 97.049 Data time: 0.1691, Forward time: 2.3324, Backward time: 3.2557, DDP time: 0.0037, Total iter time: 5.4408 [2020-11-08 15:00:16,199][root][INFO] - ===> Epoch[489](2447/5): Loss -0.7234, Sem 0.0790, dir -0.9662, norm 0.1637, swav 0.0000 LR: 5.458e-02 Score 97.300 Data time: 0.2531, Forward time: 2.3327, Backward time: 3.2554, DDP time: 0.0037, Total iter time: 6.0050 [2020-11-08 15:00:21,859][root][INFO] - ===> Epoch[489](2448/5): Loss -0.7321, Sem 0.0798, dir -0.9678, norm 0.1559, swav 0.0000 LR: 5.456e-02 Score 97.192 Data time: 0.2168, Forward time: 2.3327, Backward time: 3.2551, DDP time: 0.0037, Total iter time: 5.5500 [2020-11-08 15:00:27,944][root][INFO] - ===> Epoch[489](2449/5): Loss -0.7328, Sem 0.0771, dir -0.9687, norm 0.1588, swav 0.0000 LR: 5.454e-02 Score 97.376 Data time: 0.2793, Forward time: 2.3334, Backward time: 3.2545, DDP time: 0.0037, Total iter time: 5.9792 [2020-11-08 15:00:34,426][root][INFO] - ===> Epoch[489](2450/5): Loss -0.7327, Sem 0.0853, dir -0.9681, norm 0.1501, swav 0.0000 LR: 5.452e-02 Score 97.031 Data time: 0.2183, Forward time: 2.3336, Backward time: 3.2548, DDP time: 0.0037, Total iter time: 6.3452 [2020-11-08 15:00:39,729][root][INFO] - ===> Epoch[490](2451/5): Loss -0.7256, Sem 0.0880, dir -0.9658, norm 0.1522, swav 0.0000 LR: 5.450e-02 Score 96.988 Data time: 0.1884, Forward time: 2.3333, Backward time: 3.2544, DDP time: 0.0037, Total iter time: 5.1837 [2020-11-08 15:00:45,608][root][INFO] - ===> Epoch[490](2452/5): Loss -0.7101, Sem 0.0799, dir -0.9653, norm 0.1753, swav 0.0000 LR: 5.448e-02 Score 97.206 Data time: 0.2360, Forward time: 2.3336, Backward time: 3.2541, DDP time: 0.0037, Total iter time: 5.8088 [2020-11-08 15:00:52,028][root][INFO] - ===> Epoch[490](2453/5): Loss -0.7258, Sem 0.0856, dir -0.9716, norm 0.1602, swav 0.0000 LR: 5.447e-02 Score 97.107 Data time: 0.1924, Forward time: 2.3335, Backward time: 3.2546, DDP time: 0.0037, Total iter time: 6.2915 [2020-11-08 15:00:58,369][root][INFO] - ===> Epoch[490](2454/5): Loss -0.7400, Sem 0.0786, dir -0.9728, norm 0.1542, swav 0.0000 LR: 5.445e-02 Score 97.250 Data time: 0.2106, Forward time: 2.3331, Backward time: 3.2553, DDP time: 0.0037, Total iter time: 6.2330 [2020-11-08 15:01:03,886][root][INFO] - ===> Epoch[490](2455/5): Loss -0.7350, Sem 0.0863, dir -0.9702, norm 0.1488, swav 0.0000 LR: 5.443e-02 Score 97.030 Data time: 0.1626, Forward time: 2.3324, Backward time: 3.2555, DDP time: 0.0037, Total iter time: 5.4027 [2020-11-08 15:01:08,889][root][INFO] - ===> Epoch[491](2456/5): Loss -0.7491, Sem 0.0780, dir -0.9668, norm 0.1396, swav 0.0000 LR: 5.441e-02 Score 97.268 Data time: 0.1710, Forward time: 2.3319, Backward time: 3.2551, DDP time: 0.0037, Total iter time: 4.9196 [2020-11-08 15:01:14,051][root][INFO] - ===> Epoch[491](2457/5): Loss -0.7319, Sem 0.0884, dir -0.9729, norm 0.1527, swav 0.0000 LR: 5.439e-02 Score 97.029 Data time: 0.1438, Forward time: 2.3311, Backward time: 3.2551, DDP time: 0.0037, Total iter time: 5.0545 [2020-11-08 15:01:19,931][root][INFO] - ===> Epoch[491](2458/5): Loss -0.7150, Sem 0.0851, dir -0.9668, norm 0.1666, swav 0.0000 LR: 5.437e-02 Score 97.140 Data time: 0.1676, Forward time: 2.3306, Backward time: 3.2555, DDP time: 0.0037, Total iter time: 5.7951 [2020-11-08 15:01:27,005][root][INFO] - ===> Epoch[491](2459/5): Loss -0.7143, Sem 0.0809, dir -0.9687, norm 0.1735, swav 0.0000 LR: 5.435e-02 Score 97.186 Data time: 0.2075, Forward time: 2.3303, Backward time: 3.2568, DDP time: 0.0037, Total iter time: 6.9546 [2020-11-08 15:01:32,725][root][INFO] - ===> Epoch[491](2460/5): Loss -0.7219, Sem 0.0793, dir -0.9690, norm 0.1677, swav 0.0000 LR: 5.433e-02 Score 97.289 Data time: 0.2662, Forward time: 2.3309, Backward time: 3.2560, DDP time: 0.0037, Total iter time: 5.5995 [2020-11-08 15:01:39,224][root][INFO] - ===> Epoch[492](2461/5): Loss -0.7482, Sem 0.0701, dir -0.9756, norm 0.1573, swav 0.0000 LR: 5.431e-02 Score 97.552 Data time: 0.1989, Forward time: 2.3310, Backward time: 3.2564, DDP time: 0.0037, Total iter time: 6.3753 [2020-11-08 15:01:44,331][root][INFO] - ===> Epoch[492](2462/5): Loss -0.7296, Sem 0.0846, dir -0.9691, norm 0.1548, swav 0.0000 LR: 5.429e-02 Score 97.075 Data time: 0.2099, Forward time: 2.3310, Backward time: 3.2554, DDP time: 0.0037, Total iter time: 4.9800 [2020-11-08 15:01:52,178][root][INFO] - ===> Epoch[492](2463/5): Loss -0.7244, Sem 0.0886, dir -0.9681, norm 0.1552, swav 0.0000 LR: 5.427e-02 Score 96.930 Data time: 0.1494, Forward time: 2.3303, Backward time: 3.2579, DDP time: 0.0037, Total iter time: 7.7211 [2020-11-08 15:01:58,877][root][INFO] - ===> Epoch[492](2464/5): Loss -0.7301, Sem 0.0763, dir -0.9675, norm 0.1611, swav 0.0000 LR: 5.425e-02 Score 97.352 Data time: 0.2641, Forward time: 2.3305, Backward time: 3.2585, DDP time: 0.0037, Total iter time: 6.6148 [2020-11-08 15:02:04,245][root][INFO] - ===> Epoch[492](2465/5): Loss -0.7187, Sem 0.0846, dir -0.9688, norm 0.1655, swav 0.0000 LR: 5.423e-02 Score 97.154 Data time: 0.2510, Forward time: 2.3309, Backward time: 3.2574, DDP time: 0.0037, Total iter time: 5.2436 [2020-11-08 15:02:10,412][root][INFO] - ===> Epoch[493](2466/5): Loss -0.7202, Sem 0.0827, dir -0.9691, norm 0.1662, swav 0.0000 LR: 5.422e-02 Score 97.151 Data time: 0.1614, Forward time: 2.3300, Backward time: 3.2586, DDP time: 0.0037, Total iter time: 6.0437 [2020-11-08 15:02:17,330][root][INFO] - ===> Epoch[493](2467/5): Loss -0.7089, Sem 0.0870, dir -0.9678, norm 0.1720, swav 0.0000 LR: 5.420e-02 Score 97.036 Data time: 0.1695, Forward time: 2.3295, Backward time: 3.2601, DDP time: 0.0037, Total iter time: 6.8134 [2020-11-08 15:02:25,115][root][INFO] - ===> Epoch[493](2468/5): Loss -0.7449, Sem 0.0816, dir -0.9704, norm 0.1438, swav 0.0000 LR: 5.418e-02 Score 97.147 Data time: 0.1561, Forward time: 2.3288, Backward time: 3.2625, DDP time: 0.0037, Total iter time: 7.6614 [2020-11-08 15:02:31,264][root][INFO] - ===> Epoch[493](2469/5): Loss -0.7371, Sem 0.0833, dir -0.9710, norm 0.1507, swav 0.0000 LR: 5.416e-02 Score 97.141 Data time: 0.1833, Forward time: 2.3284, Backward time: 3.2631, DDP time: 0.0037, Total iter time: 6.0639 [2020-11-08 15:02:37,430][root][INFO] - ===> Epoch[493](2470/5): Loss -0.7357, Sem 0.0778, dir -0.9706, norm 0.1571, swav 0.0000 LR: 5.414e-02 Score 97.356 Data time: 0.2465, Forward time: 2.3287, Backward time: 3.2630, DDP time: 0.0037, Total iter time: 6.0475 [2020-11-08 15:02:43,081][root][INFO] - ===> Epoch[494](2471/5): Loss -0.7380, Sem 0.0791, dir -0.9737, norm 0.1565, swav 0.0000 LR: 5.412e-02 Score 97.229 Data time: 0.1921, Forward time: 2.3285, Backward time: 3.2628, DDP time: 0.0037, Total iter time: 5.5160 [2020-11-08 15:02:48,223][root][INFO] - ===> Epoch[494](2472/5): Loss -0.7461, Sem 0.0751, dir -0.9702, norm 0.1490, swav 0.0000 LR: 5.410e-02 Score 97.367 Data time: 0.2328, Forward time: 2.3287, Backward time: 3.2617, DDP time: 0.0037, Total iter time: 5.0153 [2020-11-08 15:02:54,008][root][INFO] - ===> Epoch[494](2473/5): Loss -0.7160, Sem 0.0861, dir -0.9641, norm 0.1620, swav 0.0000 LR: 5.408e-02 Score 97.003 Data time: 0.2175, Forward time: 2.3287, Backward time: 3.2616, DDP time: 0.0037, Total iter time: 5.6737 [2020-11-08 15:02:59,918][root][INFO] - ===> Epoch[494](2474/5): Loss -0.7269, Sem 0.0779, dir -0.9691, norm 0.1643, swav 0.0000 LR: 5.406e-02 Score 97.272 Data time: 0.2713, Forward time: 2.3293, Backward time: 3.2608, DDP time: 0.0038, Total iter time: 5.7928 [2020-11-08 15:03:06,974][root][INFO] - ===> Epoch[494](2475/5): Loss -0.7012, Sem 0.0910, dir -0.9646, norm 0.1724, swav 0.0000 LR: 5.404e-02 Score 96.880 Data time: 0.1935, Forward time: 2.3292, Backward time: 3.2619, DDP time: 0.0038, Total iter time: 6.9248 [2020-11-08 15:03:12,487][root][INFO] - ===> Epoch[495](2476/5): Loss -0.7416, Sem 0.0775, dir -0.9705, norm 0.1514, swav 0.0000 LR: 5.402e-02 Score 97.369 Data time: 0.1491, Forward time: 2.3284, Backward time: 3.2622, DDP time: 0.0038, Total iter time: 5.3946 [2020-11-08 15:03:18,262][root][INFO] - ===> Epoch[495](2477/5): Loss -0.7304, Sem 0.0807, dir -0.9657, norm 0.1546, swav 0.0000 LR: 5.400e-02 Score 97.215 Data time: 0.2636, Forward time: 2.3290, Backward time: 3.2614, DDP time: 0.0037, Total iter time: 5.7093 [2020-11-08 15:03:24,543][root][INFO] - ===> Epoch[495](2478/5): Loss -0.6997, Sem 0.0841, dir -0.9650, norm 0.1812, swav 0.0000 LR: 5.398e-02 Score 97.129 Data time: 0.1703, Forward time: 2.3285, Backward time: 3.2622, DDP time: 0.0037, Total iter time: 6.1326 [2020-11-08 15:03:30,111][root][INFO] - ===> Epoch[495](2479/5): Loss -0.7242, Sem 0.0792, dir -0.9687, norm 0.1653, swav 0.0000 LR: 5.396e-02 Score 97.153 Data time: 0.1729, Forward time: 2.3281, Backward time: 3.2623, DDP time: 0.0037, Total iter time: 5.4748 [2020-11-08 15:03:36,290][root][INFO] - ===> Epoch[495](2480/5): Loss -0.7280, Sem 0.0802, dir -0.9680, norm 0.1599, swav 0.0000 LR: 5.395e-02 Score 97.269 Data time: 0.1996, Forward time: 2.3279, Backward time: 3.2626, DDP time: 0.0037, Total iter time: 6.0662 [2020-11-08 15:03:41,865][root][INFO] - ===> Epoch[496](2481/5): Loss -0.7199, Sem 0.0819, dir -0.9703, norm 0.1685, swav 0.0000 LR: 5.393e-02 Score 97.186 Data time: 0.2568, Forward time: 2.3281, Backward time: 3.2619, DDP time: 0.0037, Total iter time: 5.4614 [2020-11-08 15:03:49,093][root][INFO] - ===> Epoch[496](2482/5): Loss -0.7273, Sem 0.0732, dir -0.9655, norm 0.1649, swav 0.0000 LR: 5.391e-02 Score 97.429 Data time: 0.3334, Forward time: 2.3294, Backward time: 3.2618, DDP time: 0.0037, Total iter time: 7.1159 [2020-11-08 15:03:54,983][root][INFO] - ===> Epoch[496](2483/5): Loss -0.7171, Sem 0.0824, dir -0.9700, norm 0.1705, swav 0.0000 LR: 5.389e-02 Score 97.221 Data time: 0.2534, Forward time: 2.3301, Backward time: 3.2610, DDP time: 0.0037, Total iter time: 5.7760 [2020-11-08 15:04:01,741][root][INFO] - ===> Epoch[496](2484/5): Loss -0.7439, Sem 0.0821, dir -0.9720, norm 0.1460, swav 0.0000 LR: 5.387e-02 Score 97.165 Data time: 0.2467, Forward time: 2.3306, Backward time: 3.2613, DDP time: 0.0037, Total iter time: 6.6367 [2020-11-08 15:04:08,263][root][INFO] - ===> Epoch[496](2485/5): Loss -0.7199, Sem 0.0808, dir -0.9615, norm 0.1608, swav 0.0000 LR: 5.385e-02 Score 97.196 Data time: 0.1752, Forward time: 2.3301, Backward time: 3.2623, DDP time: 0.0037, Total iter time: 6.4004 [2020-11-08 15:04:14,232][root][INFO] - ===> Epoch[497](2486/5): Loss -0.7332, Sem 0.0877, dir -0.9708, norm 0.1499, swav 0.0000 LR: 5.383e-02 Score 96.943 Data time: 0.2661, Forward time: 2.3306, Backward time: 3.2617, DDP time: 0.0037, Total iter time: 5.8725 [2020-11-08 15:04:20,071][root][INFO] - ===> Epoch[497](2487/5): Loss -0.7281, Sem 0.0744, dir -0.9667, norm 0.1641, swav 0.0000 LR: 5.381e-02 Score 97.485 Data time: 0.1587, Forward time: 2.3301, Backward time: 3.2621, DDP time: 0.0037, Total iter time: 5.7354 [2020-11-08 15:04:26,266][root][INFO] - ===> Epoch[497](2488/5): Loss -0.7202, Sem 0.0792, dir -0.9679, norm 0.1685, swav 0.0000 LR: 5.379e-02 Score 97.303 Data time: 0.2231, Forward time: 2.3300, Backward time: 3.2623, DDP time: 0.0037, Total iter time: 6.1147 [2020-11-08 15:04:32,406][root][INFO] - ===> Epoch[497](2489/5): Loss -0.7280, Sem 0.0850, dir -0.9693, norm 0.1563, swav 0.0000 LR: 5.377e-02 Score 97.053 Data time: 0.2654, Forward time: 2.3305, Backward time: 3.2620, DDP time: 0.0037, Total iter time: 6.0254 [2020-11-08 15:04:37,864][root][INFO] - ===> Epoch[497](2490/5): Loss -0.7267, Sem 0.0820, dir -0.9688, norm 0.1601, swav 0.0000 LR: 5.375e-02 Score 97.192 Data time: 0.2414, Forward time: 2.3309, Backward time: 3.2610, DDP time: 0.0037, Total iter time: 5.3398 [2020-11-08 15:04:43,777][root][INFO] - ===> Epoch[498](2491/5): Loss -0.7402, Sem 0.0835, dir -0.9726, norm 0.1489, swav 0.0000 LR: 5.373e-02 Score 97.147 Data time: 0.1970, Forward time: 2.3307, Backward time: 3.2611, DDP time: 0.0037, Total iter time: 5.7978 [2020-11-08 15:04:49,320][root][INFO] - ===> Epoch[498](2492/5): Loss -0.7296, Sem 0.0846, dir -0.9695, norm 0.1553, swav 0.0000 LR: 5.371e-02 Score 97.109 Data time: 0.2043, Forward time: 2.3306, Backward time: 3.2608, DDP time: 0.0037, Total iter time: 5.4566 [2020-11-08 15:04:54,307][root][INFO] - ===> Epoch[498](2493/5): Loss -0.7434, Sem 0.0714, dir -0.9640, norm 0.1493, swav 0.0000 LR: 5.369e-02 Score 97.575 Data time: 0.2024, Forward time: 2.3303, Backward time: 3.2601, DDP time: 0.0037, Total iter time: 4.8655 [2020-11-08 15:04:59,807][root][INFO] - ===> Epoch[498](2494/5): Loss -0.7294, Sem 0.0842, dir -0.9704, norm 0.1568, swav 0.0000 LR: 5.368e-02 Score 97.082 Data time: 0.2760, Forward time: 2.3306, Backward time: 3.2592, DDP time: 0.0037, Total iter time: 5.3773 [2020-11-08 15:05:05,435][root][INFO] - ===> Epoch[498](2495/5): Loss -0.7305, Sem 0.0882, dir -0.9707, norm 0.1520, swav 0.0000 LR: 5.366e-02 Score 97.062 Data time: 0.1799, Forward time: 2.3303, Backward time: 3.2592, DDP time: 0.0037, Total iter time: 5.5025 [2020-11-08 15:05:09,767][root][INFO] - ===> Epoch[499](2496/5): Loss -0.7449, Sem 0.0777, dir -0.9678, norm 0.1452, swav 0.0000 LR: 5.364e-02 Score 97.276 Data time: 0.1492, Forward time: 2.3296, Backward time: 3.2582, DDP time: 0.0038, Total iter time: 4.2111 [2020-11-08 15:05:15,406][root][INFO] - ===> Epoch[499](2497/5): Loss -0.7329, Sem 0.0866, dir -0.9727, norm 0.1531, swav 0.0000 LR: 5.362e-02 Score 97.094 Data time: 0.2148, Forward time: 2.3288, Backward time: 3.2587, DDP time: 0.0038, Total iter time: 5.5521 [2020-11-08 15:05:22,063][root][INFO] - ===> Epoch[499](2498/5): Loss -0.7460, Sem 0.0770, dir -0.9721, norm 0.1491, swav 0.0000 LR: 5.360e-02 Score 97.372 Data time: 0.3447, Forward time: 2.3298, Backward time: 3.2583, DDP time: 0.0037, Total iter time: 6.5745 [2020-11-08 15:05:28,433][root][INFO] - ===> Epoch[499](2499/5): Loss -0.7272, Sem 0.0768, dir -0.9682, norm 0.1643, swav 0.0000 LR: 5.358e-02 Score 97.373 Data time: 0.2505, Forward time: 2.3302, Backward time: 3.2582, DDP time: 0.0038, Total iter time: 6.2381 [2020-11-08 15:05:33,876][root][INFO] - ===> Epoch[499](2500/5): Loss -0.7278, Sem 0.0864, dir -0.9690, norm 0.1548, swav 0.0000 LR: 5.356e-02 Score 96.955 Data time: 0.2791, Forward time: 2.3306, Backward time: 3.2572, DDP time: 0.0038, Total iter time: 5.3169 [2020-11-08 15:05:34,561][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 15:05:34,752][root][INFO] - ===> Start testing [2020-11-08 15:07:09,058][root][INFO] - 101/312: Data time: 0.0615, Iter time: 0.4427 Loss 0.291 (AVG: 0.889) Score 93.844 (AVG: 85.260) mIOU 63.774 mAP 72.514 mAcc 74.244 IOU: 80.341 96.388 55.469 61.036 87.976 71.583 64.487 58.493 59.888 62.203 28.595 56.596 44.104 66.564 40.671 73.574 88.741 68.572 88.302 21.898 mAP: 78.759 96.088 64.334 67.020 86.254 79.147 69.619 72.795 63.734 63.851 46.233 60.501 56.083 69.289 52.998 89.338 97.235 85.894 96.302 54.807 mAcc: 95.750 98.472 73.705 67.492 93.860 82.275 83.511 66.190 68.104 82.476 36.361 83.388 75.353 71.520 42.180 76.637 92.768 74.312 96.623 23.897 [2020-11-08 15:08:36,098][root][INFO] - 201/312: Data time: 0.0080, Iter time: 0.2185 Loss 0.971 (AVG: 0.894) Score 77.942 (AVG: 85.349) mIOU 62.829 mAP 70.333 mAcc 72.305 IOU: 79.450 96.274 53.427 71.658 88.312 77.002 67.463 54.777 54.316 62.652 27.837 57.764 47.111 62.463 38.390 57.861 87.824 64.415 82.907 24.688 mAP: 78.884 95.674 60.711 71.886 88.151 73.470 69.141 67.520 61.412 63.450 50.248 58.830 57.891 67.346 44.898 88.423 96.777 83.009 76.198 52.746 mAcc: 95.448 98.614 71.734 77.547 93.304 83.685 84.689 65.650 63.503 77.507 32.743 80.124 72.816 67.499 40.072 60.854 90.310 71.341 91.066 27.594 [2020-11-08 15:10:06,202][root][INFO] - 301/312: Data time: 0.0070, Iter time: 0.5343 Loss 0.233 (AVG: 0.858) Score 93.192 (AVG: 85.799) mIOU 62.770 mAP 69.946 mAcc 72.175 IOU: 80.685 96.149 53.667 72.013 88.628 78.774 65.541 54.559 55.703 63.659 26.613 56.513 46.777 55.360 37.806 58.071 89.519 61.846 85.623 27.894 mAP: 80.119 95.641 60.258 68.759 89.393 77.510 68.720 67.169 61.563 63.514 49.182 56.271 56.589 60.475 43.049 86.872 97.092 82.054 81.773 52.919 mAcc: 95.549 98.669 69.414 76.627 93.783 85.624 82.356 65.045 67.269 75.756 32.207 78.768 72.088 59.793 40.028 64.644 91.454 69.699 93.071 31.653 [2020-11-08 15:10:16,199][root][INFO] - 312/312: Data time: 0.0035, Iter time: 0.2997 Loss 0.547 (AVG: 0.856) Score 87.570 (AVG: 85.778) mIOU 62.780 mAP 69.909 mAcc 72.260 IOU: 80.837 96.114 54.055 72.355 88.541 77.976 65.476 54.570 55.423 63.916 26.821 56.680 46.662 56.158 37.950 57.133 89.571 61.881 85.623 27.867 mAP: 80.002 95.669 60.619 69.042 89.136 77.210 67.896 66.770 61.337 64.988 48.556 55.776 56.616 61.085 43.749 85.228 97.185 82.313 81.773 53.235 mAcc: 95.602 98.659 69.958 76.973 93.872 85.552 82.147 64.843 66.489 76.151 32.442 78.824 72.323 61.307 40.120 63.473 91.473 70.385 93.071 31.530 [2020-11-08 15:10:16,200][root][INFO] - Finished test. Elapsed time: 281.4466 [2020-11-08 15:10:27,264][root][INFO] - [2020-11-08 15:10:27,265][root][INFO] - ################################################################ [2020-11-08 15:10:27,265][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 15:10:27,265][root][INFO] - ################################################################ [2020-11-08 15:10:27,265][root][INFO] - cabinet : 0.202 0.388 0.617 [2020-11-08 15:10:27,265][root][INFO] - bed : 0.358 0.703 0.753 [2020-11-08 15:10:27,265][root][INFO] - chair : 0.696 0.838 0.890 [2020-11-08 15:10:27,265][root][INFO] - sofa : 0.398 0.630 0.807 [2020-11-08 15:10:27,265][root][INFO] - table : 0.413 0.603 0.701 [2020-11-08 15:10:27,265][root][INFO] - door : 0.215 0.399 0.518 [2020-11-08 15:10:27,265][root][INFO] - window : 0.104 0.234 0.466 [2020-11-08 15:10:27,265][root][INFO] - bookshelf : 0.166 0.439 0.683 [2020-11-08 15:10:27,265][root][INFO] - picture : 0.148 0.293 0.353 [2020-11-08 15:10:27,266][root][INFO] - counter : 0.028 0.095 0.509 [2020-11-08 15:10:27,266][root][INFO] - desk : 0.037 0.145 0.510 [2020-11-08 15:10:27,266][root][INFO] - curtain : 0.158 0.272 0.449 [2020-11-08 15:10:27,266][root][INFO] - refrigerator : 0.246 0.295 0.312 [2020-11-08 15:10:27,266][root][INFO] - shower curtain : 0.340 0.558 0.641 [2020-11-08 15:10:27,266][root][INFO] - toilet : 0.846 0.980 0.980 [2020-11-08 15:10:27,266][root][INFO] - sink : 0.242 0.633 0.857 [2020-11-08 15:10:27,266][root][INFO] - bathtub : 0.622 0.774 0.871 [2020-11-08 15:10:27,266][root][INFO] - otherfurniture : 0.278 0.392 0.516 [2020-11-08 15:10:27,266][root][INFO] - ---------------------------------------------------------------- [2020-11-08 15:10:27,266][root][INFO] - average : 0.305 0.482 0.635 [2020-11-08 15:10:27,266][root][INFO] - [2020-11-08 15:10:27,503][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 15:10:28,178][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 15:10:28,397][root][INFO] - Current best mIoU: 62.780 at iter 2500 [2020-11-08 15:10:33,367][root][INFO] - ===> Epoch[500](2501/5): Loss -0.7094, Sem 0.0849, dir -0.9715, norm 0.1772, swav 0.0000 LR: 5.354e-02 Score 97.114 Data time: 0.2070, Forward time: 2.3306, Backward time: 3.2563, DDP time: 0.0038, Total iter time: 4.9650 [2020-11-08 15:10:38,972][root][INFO] - ===> Epoch[500](2502/5): Loss -0.7381, Sem 0.0834, dir -0.9685, norm 0.1470, swav 0.0000 LR: 5.352e-02 Score 97.059 Data time: 0.1864, Forward time: 2.3304, Backward time: 3.2562, DDP time: 0.0038, Total iter time: 5.4491 [2020-11-08 15:10:43,965][root][INFO] - ===> Epoch[500](2503/5): Loss -0.7298, Sem 0.0829, dir -0.9687, norm 0.1560, swav 0.0000 LR: 5.350e-02 Score 97.189 Data time: 0.1844, Forward time: 2.3300, Backward time: 3.2556, DDP time: 0.0038, Total iter time: 4.9097 [2020-11-08 15:10:50,414][root][INFO] - ===> Epoch[500](2504/5): Loss -0.7515, Sem 0.0766, dir -0.9703, norm 0.1422, swav 0.0000 LR: 5.348e-02 Score 97.316 Data time: 0.1994, Forward time: 2.3297, Backward time: 3.2564, DDP time: 0.0038, Total iter time: 6.3545 [2020-11-08 15:10:57,504][root][INFO] - ===> Epoch[500](2505/5): Loss -0.7274, Sem 0.0845, dir -0.9700, norm 0.1581, swav 0.0000 LR: 5.346e-02 Score 97.132 Data time: 0.2185, Forward time: 2.3298, Backward time: 3.2574, DDP time: 0.0038, Total iter time: 6.9777 [2020-11-08 15:11:03,280][root][INFO] - ===> Epoch[501](2506/5): Loss -0.7308, Sem 0.0877, dir -0.9730, norm 0.1546, swav 0.0000 LR: 5.344e-02 Score 96.953 Data time: 0.1874, Forward time: 2.3295, Backward time: 3.2575, DDP time: 0.0038, Total iter time: 5.6572 [2020-11-08 15:11:09,088][root][INFO] - ===> Epoch[501](2507/5): Loss -0.7149, Sem 0.0883, dir -0.9696, norm 0.1664, swav 0.0000 LR: 5.342e-02 Score 97.070 Data time: 0.1798, Forward time: 2.3292, Backward time: 3.2577, DDP time: 0.0038, Total iter time: 5.7016 [2020-11-08 15:11:14,715][root][INFO] - ===> Epoch[501](2508/5): Loss -0.7245, Sem 0.0807, dir -0.9697, norm 0.1645, swav 0.0000 LR: 5.341e-02 Score 97.256 Data time: 0.2590, Forward time: 2.3297, Backward time: 3.2568, DDP time: 0.0038, Total iter time: 5.5552 [2020-11-08 15:11:20,415][root][INFO] - ===> Epoch[501](2509/5): Loss -0.7316, Sem 0.0870, dir -0.9668, norm 0.1482, swav 0.0000 LR: 5.339e-02 Score 97.026 Data time: 0.2225, Forward time: 2.3298, Backward time: 3.2564, DDP time: 0.0038, Total iter time: 5.5817 [2020-11-08 15:11:27,003][root][INFO] - ===> Epoch[501](2510/5): Loss -0.7067, Sem 0.0865, dir -0.9634, norm 0.1701, swav 0.0000 LR: 5.337e-02 Score 97.041 Data time: 0.2318, Forward time: 2.3300, Backward time: 3.2568, DDP time: 0.0038, Total iter time: 6.4662 [2020-11-08 15:11:31,728][root][INFO] - ===> Epoch[502](2511/5): Loss -0.7588, Sem 0.0724, dir -0.9712, norm 0.1401, swav 0.0000 LR: 5.335e-02 Score 97.456 Data time: 0.2117, Forward time: 2.3299, Backward time: 3.2556, DDP time: 0.0038, Total iter time: 4.5831 [2020-11-08 15:11:37,832][root][INFO] - ===> Epoch[502](2512/5): Loss -0.7113, Sem 0.0914, dir -0.9655, norm 0.1628, swav 0.0000 LR: 5.333e-02 Score 96.834 Data time: 0.2049, Forward time: 2.3297, Backward time: 3.2560, DDP time: 0.0038, Total iter time: 6.0025 [2020-11-08 15:11:43,875][root][INFO] - ===> Epoch[502](2513/5): Loss -0.6841, Sem 0.0952, dir -0.9624, norm 0.1831, swav 0.0000 LR: 5.331e-02 Score 96.690 Data time: 0.2430, Forward time: 2.3299, Backward time: 3.2558, DDP time: 0.0038, Total iter time: 5.9399 [2020-11-08 15:11:49,689][root][INFO] - ===> Epoch[502](2514/5): Loss -0.7069, Sem 0.0919, dir -0.9669, norm 0.1680, swav 0.0000 LR: 5.329e-02 Score 96.998 Data time: 0.2585, Forward time: 2.3302, Backward time: 3.2553, DDP time: 0.0038, Total iter time: 5.6849 [2020-11-08 15:11:56,240][root][INFO] - ===> Epoch[502](2515/5): Loss -0.6883, Sem 0.1048, dir -0.9685, norm 0.1753, swav 0.0000 LR: 5.327e-02 Score 96.556 Data time: 0.2382, Forward time: 2.3306, Backward time: 3.2554, DDP time: 0.0038, Total iter time: 6.4287 [2020-11-08 15:12:01,355][root][INFO] - ===> Epoch[503](2516/5): Loss -0.7161, Sem 0.0911, dir -0.9684, norm 0.1612, swav 0.0000 LR: 5.325e-02 Score 96.886 Data time: 0.1970, Forward time: 2.3306, Backward time: 3.2546, DDP time: 0.0038, Total iter time: 4.9714 [2020-11-08 15:12:09,065][root][INFO] - ===> Epoch[503](2517/5): Loss -0.7255, Sem 0.0879, dir -0.9694, norm 0.1560, swav 0.0000 LR: 5.323e-02 Score 96.944 Data time: 0.2153, Forward time: 2.3305, Backward time: 3.2563, DDP time: 0.0038, Total iter time: 7.6025 [2020-11-08 15:12:15,039][root][INFO] - ===> Epoch[503](2518/5): Loss -0.7034, Sem 0.0955, dir -0.9653, norm 0.1663, swav 0.0000 LR: 5.321e-02 Score 96.785 Data time: 0.1958, Forward time: 2.3304, Backward time: 3.2563, DDP time: 0.0038, Total iter time: 5.8384 [2020-11-08 15:12:21,322][root][INFO] - ===> Epoch[503](2519/5): Loss -0.7232, Sem 0.0906, dir -0.9669, norm 0.1531, swav 0.0000 LR: 5.319e-02 Score 96.940 Data time: 0.1964, Forward time: 2.3302, Backward time: 3.2568, DDP time: 0.0038, Total iter time: 6.1796 [2020-11-08 15:12:26,900][root][INFO] - ===> Epoch[503](2520/5): Loss -0.7108, Sem 0.0879, dir -0.9702, norm 0.1715, swav 0.0000 LR: 5.317e-02 Score 97.082 Data time: 0.2414, Forward time: 2.3304, Backward time: 3.2562, DDP time: 0.0038, Total iter time: 5.4572 [2020-11-08 15:12:32,417][root][INFO] - ===> Epoch[504](2521/5): Loss -0.7276, Sem 0.0876, dir -0.9683, norm 0.1531, swav 0.0000 LR: 5.315e-02 Score 97.088 Data time: 0.2129, Forward time: 2.3303, Backward time: 3.2558, DDP time: 0.0038, Total iter time: 5.4001 [2020-11-08 15:12:38,847][root][INFO] - ===> Epoch[504](2522/5): Loss -0.6889, Sem 0.1174, dir -0.9703, norm 0.1640, swav 0.0000 LR: 5.314e-02 Score 96.204 Data time: 0.2553, Forward time: 2.3305, Backward time: 3.2560, DDP time: 0.0038, Total iter time: 6.3143 [2020-11-08 15:12:45,570][root][INFO] - ===> Epoch[504](2523/5): Loss -0.7175, Sem 0.0907, dir -0.9678, norm 0.1596, swav 0.0000 LR: 5.312e-02 Score 96.820 Data time: 0.2907, Forward time: 2.3312, Backward time: 3.2559, DDP time: 0.0038, Total iter time: 6.5853 [2020-11-08 15:12:52,479][root][INFO] - ===> Epoch[504](2524/5): Loss -0.7135, Sem 0.0876, dir -0.9646, norm 0.1635, swav 0.0000 LR: 5.310e-02 Score 97.107 Data time: 0.2590, Forward time: 2.3317, Backward time: 3.2563, DDP time: 0.0038, Total iter time: 6.7640 [2020-11-08 15:12:58,151][root][INFO] - ===> Epoch[504](2525/5): Loss -0.7102, Sem 0.1037, dir -0.9670, norm 0.1532, swav 0.0000 LR: 5.308e-02 Score 96.585 Data time: 0.1730, Forward time: 2.3313, Backward time: 3.2564, DDP time: 0.0038, Total iter time: 5.5661 [2020-11-08 15:13:04,019][root][INFO] - ===> Epoch[505](2526/5): Loss -0.7028, Sem 0.1007, dir -0.9671, norm 0.1637, swav 0.0000 LR: 5.306e-02 Score 96.654 Data time: 0.2044, Forward time: 2.3312, Backward time: 3.2564, DDP time: 0.0038, Total iter time: 5.8030 [2020-11-08 15:13:09,625][root][INFO] - ===> Epoch[505](2527/5): Loss -0.7028, Sem 0.0835, dir -0.9676, norm 0.1814, swav 0.0000 LR: 5.304e-02 Score 97.093 Data time: 0.2103, Forward time: 2.3314, Backward time: 3.2559, DDP time: 0.0038, Total iter time: 5.4950 [2020-11-08 15:13:15,743][root][INFO] - ===> Epoch[505](2528/5): Loss -0.7251, Sem 0.0807, dir -0.9648, norm 0.1590, swav 0.0000 LR: 5.302e-02 Score 97.296 Data time: 0.1609, Forward time: 2.3308, Backward time: 3.2565, DDP time: 0.0038, Total iter time: 6.0001 [2020-11-08 15:13:22,392][root][INFO] - ===> Epoch[505](2529/5): Loss -0.7173, Sem 0.0915, dir -0.9647, norm 0.1559, swav 0.0000 LR: 5.300e-02 Score 96.863 Data time: 0.1509, Forward time: 2.3305, Backward time: 3.2576, DDP time: 0.0038, Total iter time: 6.5752 [2020-11-08 15:13:27,697][root][INFO] - ===> Epoch[505](2530/5): Loss -0.7096, Sem 0.0882, dir -0.9688, norm 0.1710, swav 0.0000 LR: 5.298e-02 Score 97.062 Data time: 0.1369, Forward time: 2.3297, Backward time: 3.2577, DDP time: 0.0038, Total iter time: 5.1876 [2020-11-08 15:13:33,907][root][INFO] - ===> Epoch[506](2531/5): Loss -0.7239, Sem 0.0800, dir -0.9669, norm 0.1630, swav 0.0000 LR: 5.296e-02 Score 97.334 Data time: 0.1690, Forward time: 2.3292, Backward time: 3.2584, DDP time: 0.0038, Total iter time: 6.0934 [2020-11-08 15:13:40,168][root][INFO] - ===> Epoch[506](2532/5): Loss -0.6887, Sem 0.1061, dir -0.9635, norm 0.1688, swav 0.0000 LR: 5.294e-02 Score 96.436 Data time: 0.1367, Forward time: 2.3283, Backward time: 3.2597, DDP time: 0.0038, Total iter time: 6.1511 [2020-11-08 15:13:45,417][root][INFO] - ===> Epoch[506](2533/5): Loss -0.7189, Sem 0.0835, dir -0.9704, norm 0.1680, swav 0.0000 LR: 5.292e-02 Score 97.187 Data time: 0.1835, Forward time: 2.3280, Backward time: 3.2594, DDP time: 0.0038, Total iter time: 5.2102 [2020-11-08 15:13:50,992][root][INFO] - ===> Epoch[506](2534/5): Loss -0.7026, Sem 0.0942, dir -0.9649, norm 0.1681, swav 0.0000 LR: 5.290e-02 Score 96.770 Data time: 0.2168, Forward time: 2.3280, Backward time: 3.2590, DDP time: 0.0038, Total iter time: 5.4670 [2020-11-08 15:13:57,791][root][INFO] - ===> Epoch[506](2535/5): Loss -0.6980, Sem 0.1036, dir -0.9681, norm 0.1664, swav 0.0000 LR: 5.288e-02 Score 96.666 Data time: 0.1775, Forward time: 2.3276, Backward time: 3.2601, DDP time: 0.0038, Total iter time: 6.6859 [2020-11-08 15:14:02,725][root][INFO] - ===> Epoch[507](2536/5): Loss -0.7162, Sem 0.0824, dir -0.9642, norm 0.1657, swav 0.0000 LR: 5.286e-02 Score 97.206 Data time: 0.1935, Forward time: 2.3273, Backward time: 3.2594, DDP time: 0.0038, Total iter time: 4.8384 [2020-11-08 15:14:08,071][root][INFO] - ===> Epoch[507](2537/5): Loss -0.7080, Sem 0.0933, dir -0.9649, norm 0.1636, swav 0.0000 LR: 5.285e-02 Score 96.804 Data time: 0.2380, Forward time: 2.3271, Backward time: 3.2590, DDP time: 0.0038, Total iter time: 5.2398 [2020-11-08 15:14:15,223][root][INFO] - ===> Epoch[507](2538/5): Loss -0.6920, Sem 0.0996, dir -0.9669, norm 0.1754, swav 0.0000 LR: 5.283e-02 Score 96.653 Data time: 0.2351, Forward time: 2.3274, Backward time: 3.2598, DDP time: 0.0038, Total iter time: 7.0432 [2020-11-08 15:14:21,760][root][INFO] - ===> Epoch[507](2539/5): Loss -0.6930, Sem 0.0991, dir -0.9655, norm 0.1734, swav 0.0000 LR: 5.281e-02 Score 96.638 Data time: 0.1709, Forward time: 2.3269, Backward time: 3.2608, DDP time: 0.0038, Total iter time: 6.4024 [2020-11-08 15:14:27,279][root][INFO] - ===> Epoch[507](2540/5): Loss -0.7296, Sem 0.0895, dir -0.9695, norm 0.1504, swav 0.0000 LR: 5.279e-02 Score 97.043 Data time: 0.2631, Forward time: 2.3273, Backward time: 3.2600, DDP time: 0.0038, Total iter time: 5.4249 [2020-11-08 15:14:33,755][root][INFO] - ===> Epoch[508](2541/5): Loss -0.6960, Sem 0.0972, dir -0.9655, norm 0.1722, swav 0.0000 LR: 5.277e-02 Score 96.689 Data time: 0.2134, Forward time: 2.3273, Backward time: 3.2604, DDP time: 0.0038, Total iter time: 6.3565 [2020-11-08 15:14:39,521][root][INFO] - ===> Epoch[508](2542/5): Loss -0.7352, Sem 0.0905, dir -0.9699, norm 0.1443, swav 0.0000 LR: 5.275e-02 Score 96.993 Data time: 0.2378, Forward time: 2.3275, Backward time: 3.2600, DDP time: 0.0038, Total iter time: 5.6384 [2020-11-08 15:14:44,749][root][INFO] - ===> Epoch[508](2543/5): Loss -0.7049, Sem 0.1045, dir -0.9696, norm 0.1602, swav 0.0000 LR: 5.273e-02 Score 96.456 Data time: 0.2560, Forward time: 2.3276, Backward time: 3.2591, DDP time: 0.0038, Total iter time: 5.1179 [2020-11-08 15:14:51,252][root][INFO] - ===> Epoch[508](2544/5): Loss -0.7040, Sem 0.0872, dir -0.9667, norm 0.1755, swav 0.0000 LR: 5.271e-02 Score 97.075 Data time: 0.2031, Forward time: 2.3276, Backward time: 3.2596, DDP time: 0.0038, Total iter time: 6.3689 [2020-11-08 15:14:56,155][root][INFO] - ===> Epoch[508](2545/5): Loss -0.7282, Sem 0.0793, dir -0.9675, norm 0.1600, swav 0.0000 LR: 5.269e-02 Score 97.285 Data time: 0.1564, Forward time: 2.3271, Backward time: 3.2592, DDP time: 0.0038, Total iter time: 4.7852 [2020-11-08 15:15:02,039][root][INFO] - ===> Epoch[509](2546/5): Loss -0.7279, Sem 0.0916, dir -0.9659, norm 0.1464, swav 0.0000 LR: 5.267e-02 Score 96.874 Data time: 0.2072, Forward time: 2.3269, Backward time: 3.2593, DDP time: 0.0038, Total iter time: 5.7883 [2020-11-08 15:15:09,785][root][INFO] - ===> Epoch[509](2547/5): Loss -0.7188, Sem 0.0896, dir -0.9685, norm 0.1600, swav 0.0000 LR: 5.265e-02 Score 96.907 Data time: 0.1976, Forward time: 2.3265, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 7.6503 [2020-11-08 15:15:16,337][root][INFO] - ===> Epoch[509](2548/5): Loss -0.6755, Sem 0.0944, dir -0.9650, norm 0.1951, swav 0.0000 LR: 5.263e-02 Score 96.860 Data time: 0.2965, Forward time: 2.3271, Backward time: 3.2611, DDP time: 0.0038, Total iter time: 6.4448 [2020-11-08 15:15:22,436][root][INFO] - ===> Epoch[509](2549/5): Loss -0.7381, Sem 0.0891, dir -0.9752, norm 0.1480, swav 0.0000 LR: 5.261e-02 Score 96.954 Data time: 0.2719, Forward time: 2.3278, Backward time: 3.2605, DDP time: 0.0038, Total iter time: 5.9673 [2020-11-08 15:15:29,121][root][INFO] - ===> Epoch[509](2550/5): Loss -0.7080, Sem 0.0918, dir -0.9646, norm 0.1647, swav 0.0000 LR: 5.259e-02 Score 96.973 Data time: 0.1372, Forward time: 2.3272, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 6.5561 [2020-11-08 15:15:35,380][root][INFO] - ===> Epoch[510](2551/5): Loss -0.7037, Sem 0.0868, dir -0.9650, norm 0.1746, swav 0.0000 LR: 5.257e-02 Score 97.043 Data time: 0.3410, Forward time: 2.3279, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 6.1553 [2020-11-08 15:15:41,034][root][INFO] - ===> Epoch[510](2552/5): Loss -0.7297, Sem 0.0818, dir -0.9698, norm 0.1582, swav 0.0000 LR: 5.256e-02 Score 97.182 Data time: 0.1983, Forward time: 2.3278, Backward time: 3.2610, DDP time: 0.0038, Total iter time: 5.5261 [2020-11-08 15:15:46,157][root][INFO] - ===> Epoch[510](2553/5): Loss -0.6837, Sem 0.1088, dir -0.9681, norm 0.1757, swav 0.0000 LR: 5.254e-02 Score 96.572 Data time: 0.2045, Forward time: 2.3277, Backward time: 3.2604, DDP time: 0.0038, Total iter time: 5.0110 [2020-11-08 15:15:51,934][root][INFO] - ===> Epoch[510](2554/5): Loss -0.7242, Sem 0.0917, dir -0.9677, norm 0.1518, swav 0.0000 LR: 5.252e-02 Score 96.881 Data time: 0.1634, Forward time: 2.3272, Backward time: 3.2608, DDP time: 0.0038, Total iter time: 5.6764 [2020-11-08 15:15:58,074][root][INFO] - ===> Epoch[510](2555/5): Loss -0.7106, Sem 0.0900, dir -0.9714, norm 0.1708, swav 0.0000 LR: 5.250e-02 Score 96.888 Data time: 0.2125, Forward time: 2.3272, Backward time: 3.2609, DDP time: 0.0038, Total iter time: 6.0457 [2020-11-08 15:16:04,234][root][INFO] - ===> Epoch[511](2556/5): Loss -0.6945, Sem 0.0834, dir -0.9650, norm 0.1872, swav 0.0000 LR: 5.248e-02 Score 97.165 Data time: 0.2241, Forward time: 2.3272, Backward time: 3.2610, DDP time: 0.0038, Total iter time: 6.0359 [2020-11-08 15:16:09,248][root][INFO] - ===> Epoch[511](2557/5): Loss -0.7365, Sem 0.0826, dir -0.9666, norm 0.1475, swav 0.0000 LR: 5.246e-02 Score 97.179 Data time: 0.2032, Forward time: 2.3271, Backward time: 3.2602, DDP time: 0.0038, Total iter time: 4.8941 [2020-11-08 15:16:16,546][root][INFO] - ===> Epoch[511](2558/5): Loss -0.6952, Sem 0.0963, dir -0.9639, norm 0.1724, swav 0.0000 LR: 5.244e-02 Score 96.788 Data time: 0.1877, Forward time: 2.3270, Backward time: 3.2616, DDP time: 0.0038, Total iter time: 7.2101 [2020-11-08 15:16:22,368][root][INFO] - ===> Epoch[511](2559/5): Loss -0.7258, Sem 0.0823, dir -0.9721, norm 0.1640, swav 0.0000 LR: 5.242e-02 Score 97.207 Data time: 0.2338, Forward time: 2.3271, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 5.7157 [2020-11-08 15:16:27,316][root][INFO] - ===> Epoch[511](2560/5): Loss -0.7171, Sem 0.0866, dir -0.9649, norm 0.1613, swav 0.0000 LR: 5.240e-02 Score 97.042 Data time: 0.1927, Forward time: 2.3269, Backward time: 3.2605, DDP time: 0.0038, Total iter time: 4.8257 [2020-11-08 15:16:34,713][root][INFO] - ===> Epoch[512](2561/5): Loss -0.6971, Sem 0.0919, dir -0.9609, norm 0.1719, swav 0.0000 LR: 5.238e-02 Score 96.909 Data time: 0.1762, Forward time: 2.3266, Backward time: 3.2622, DDP time: 0.0038, Total iter time: 7.3030 [2020-11-08 15:16:40,920][root][INFO] - ===> Epoch[512](2562/5): Loss -0.7367, Sem 0.0814, dir -0.9723, norm 0.1542, swav 0.0000 LR: 5.236e-02 Score 97.120 Data time: 0.2351, Forward time: 2.3263, Backward time: 3.2626, DDP time: 0.0038, Total iter time: 6.1112 [2020-11-08 15:16:45,744][root][INFO] - ===> Epoch[512](2563/5): Loss -0.7220, Sem 0.0877, dir -0.9678, norm 0.1582, swav 0.0000 LR: 5.234e-02 Score 97.025 Data time: 0.2146, Forward time: 2.3262, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 4.7057 [2020-11-08 15:16:51,157][root][INFO] - ===> Epoch[512](2564/5): Loss -0.7269, Sem 0.0859, dir -0.9701, norm 0.1573, swav 0.0000 LR: 5.232e-02 Score 97.109 Data time: 0.2252, Forward time: 2.3262, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.3077 [2020-11-08 15:16:56,094][root][INFO] - ===> Epoch[512](2565/5): Loss -0.7198, Sem 0.0765, dir -0.9682, norm 0.1719, swav 0.0000 LR: 5.230e-02 Score 97.347 Data time: 0.1666, Forward time: 2.3257, Backward time: 3.2607, DDP time: 0.0038, Total iter time: 4.8129 [2020-11-08 15:17:01,912][root][INFO] - ===> Epoch[513](2566/5): Loss -0.7198, Sem 0.0822, dir -0.9692, norm 0.1672, swav 0.0000 LR: 5.228e-02 Score 97.211 Data time: 0.2113, Forward time: 2.3257, Backward time: 3.2606, DDP time: 0.0038, Total iter time: 5.7366 [2020-11-08 15:17:08,886][root][INFO] - ===> Epoch[513](2567/5): Loss -0.7187, Sem 0.0802, dir -0.9643, norm 0.1653, swav 0.0000 LR: 5.227e-02 Score 97.331 Data time: 0.2635, Forward time: 2.3260, Backward time: 3.2611, DDP time: 0.0038, Total iter time: 6.8756 [2020-11-08 15:17:15,343][root][INFO] - ===> Epoch[513](2568/5): Loss -0.7152, Sem 0.0899, dir -0.9678, norm 0.1628, swav 0.0000 LR: 5.225e-02 Score 96.844 Data time: 0.2724, Forward time: 2.3266, Backward time: 3.2609, DDP time: 0.0038, Total iter time: 6.3253 [2020-11-08 15:17:20,687][root][INFO] - ===> Epoch[513](2569/5): Loss -0.7249, Sem 0.0889, dir -0.9673, norm 0.1535, swav 0.0000 LR: 5.223e-02 Score 96.914 Data time: 0.2046, Forward time: 2.3266, Backward time: 3.2604, DDP time: 0.0038, Total iter time: 5.2210 [2020-11-08 15:17:26,874][root][INFO] - ===> Epoch[513](2570/5): Loss -0.7124, Sem 0.0889, dir -0.9698, norm 0.1685, swav 0.0000 LR: 5.221e-02 Score 96.920 Data time: 0.2690, Forward time: 2.3266, Backward time: 3.2605, DDP time: 0.0038, Total iter time: 6.0681 [2020-11-08 15:17:32,510][root][INFO] - ===> Epoch[514](2571/5): Loss -0.7156, Sem 0.0873, dir -0.9695, norm 0.1666, swav 0.0000 LR: 5.219e-02 Score 97.029 Data time: 0.2483, Forward time: 2.3268, Backward time: 3.2599, DDP time: 0.0038, Total iter time: 5.5218 [2020-11-08 15:17:38,677][root][INFO] - ===> Epoch[514](2572/5): Loss -0.7092, Sem 0.0802, dir -0.9656, norm 0.1762, swav 0.0000 LR: 5.217e-02 Score 97.196 Data time: 0.2303, Forward time: 2.3271, Backward time: 3.2598, DDP time: 0.0038, Total iter time: 6.0266 [2020-11-08 15:17:44,865][root][INFO] - ===> Epoch[514](2573/5): Loss -0.7225, Sem 0.0836, dir -0.9674, norm 0.1614, swav 0.0000 LR: 5.215e-02 Score 97.137 Data time: 0.1777, Forward time: 2.3266, Backward time: 3.2604, DDP time: 0.0038, Total iter time: 6.0686 [2020-11-08 15:17:51,375][root][INFO] - ===> Epoch[514](2574/5): Loss -0.7286, Sem 0.0783, dir -0.9678, norm 0.1609, swav 0.0000 LR: 5.213e-02 Score 97.373 Data time: 0.2582, Forward time: 2.3268, Backward time: 3.2607, DDP time: 0.0038, Total iter time: 6.4007 [2020-11-08 15:17:57,278][root][INFO] - ===> Epoch[514](2575/5): Loss -0.7146, Sem 0.0885, dir -0.9674, norm 0.1643, swav 0.0000 LR: 5.211e-02 Score 96.902 Data time: 0.1856, Forward time: 2.3265, Backward time: 3.2609, DDP time: 0.0038, Total iter time: 5.7996 [2020-11-08 15:18:02,976][root][INFO] - ===> Epoch[515](2576/5): Loss -0.7084, Sem 0.0861, dir -0.9696, norm 0.1751, swav 0.0000 LR: 5.209e-02 Score 96.970 Data time: 0.2080, Forward time: 2.3264, Backward time: 3.2608, DDP time: 0.0038, Total iter time: 5.5862 [2020-11-08 15:18:10,131][root][INFO] - ===> Epoch[515](2577/5): Loss -0.7187, Sem 0.0896, dir -0.9698, norm 0.1615, swav 0.0000 LR: 5.207e-02 Score 96.904 Data time: 0.2193, Forward time: 2.3264, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 7.0473 [2020-11-08 15:18:17,173][root][INFO] - ===> Epoch[515](2578/5): Loss -0.6979, Sem 0.0942, dir -0.9608, norm 0.1687, swav 0.0000 LR: 5.205e-02 Score 96.835 Data time: 0.1912, Forward time: 2.3262, Backward time: 3.2628, DDP time: 0.0038, Total iter time: 6.9175 [2020-11-08 15:18:22,888][root][INFO] - ===> Epoch[515](2579/5): Loss -0.7480, Sem 0.0813, dir -0.9721, norm 0.1427, swav 0.0000 LR: 5.203e-02 Score 97.176 Data time: 0.1791, Forward time: 2.3258, Backward time: 3.2630, DDP time: 0.0038, Total iter time: 5.5957 [2020-11-08 15:18:28,010][root][INFO] - ===> Epoch[515](2580/5): Loss -0.7197, Sem 0.0857, dir -0.9703, norm 0.1649, swav 0.0000 LR: 5.201e-02 Score 97.110 Data time: 0.1616, Forward time: 2.3252, Backward time: 3.2628, DDP time: 0.0038, Total iter time: 5.0177 [2020-11-08 15:18:34,119][root][INFO] - ===> Epoch[516](2581/5): Loss -0.7301, Sem 0.0862, dir -0.9721, norm 0.1557, swav 0.0000 LR: 5.199e-02 Score 97.080 Data time: 0.2467, Forward time: 2.3254, Backward time: 3.2628, DDP time: 0.0038, Total iter time: 6.0186 [2020-11-08 15:18:39,710][root][INFO] - ===> Epoch[516](2582/5): Loss -0.7632, Sem 0.0776, dir -0.9737, norm 0.1330, swav 0.0000 LR: 5.198e-02 Score 97.329 Data time: 0.2331, Forward time: 2.3254, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 5.4665 [2020-11-08 15:18:45,928][root][INFO] - ===> Epoch[516](2583/5): Loss -0.7120, Sem 0.0840, dir -0.9623, norm 0.1663, swav 0.0000 LR: 5.196e-02 Score 97.068 Data time: 0.2868, Forward time: 2.3261, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 6.1041 [2020-11-08 15:18:51,900][root][INFO] - ===> Epoch[516](2584/5): Loss -0.7328, Sem 0.0886, dir -0.9697, norm 0.1483, swav 0.0000 LR: 5.194e-02 Score 96.889 Data time: 0.1880, Forward time: 2.3259, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 5.8250 [2020-11-08 15:18:57,452][root][INFO] - ===> Epoch[516](2585/5): Loss -0.7178, Sem 0.0787, dir -0.9667, norm 0.1702, swav 0.0000 LR: 5.192e-02 Score 97.364 Data time: 0.2036, Forward time: 2.3257, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 5.4278 [2020-11-08 15:19:04,130][root][INFO] - ===> Epoch[517](2586/5): Loss -0.7147, Sem 0.0800, dir -0.9651, norm 0.1704, swav 0.0000 LR: 5.190e-02 Score 97.240 Data time: 0.2156, Forward time: 2.3258, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 6.5578 [2020-11-08 15:19:10,923][root][INFO] - ===> Epoch[517](2587/5): Loss -0.7388, Sem 0.0850, dir -0.9712, norm 0.1474, swav 0.0000 LR: 5.188e-02 Score 97.088 Data time: 0.1315, Forward time: 2.3251, Backward time: 3.2637, DDP time: 0.0038, Total iter time: 6.6624 [2020-11-08 15:19:15,991][root][INFO] - ===> Epoch[517](2588/5): Loss -0.7324, Sem 0.0827, dir -0.9679, norm 0.1528, swav 0.0000 LR: 5.186e-02 Score 97.250 Data time: 0.1436, Forward time: 2.3245, Backward time: 3.2636, DDP time: 0.0038, Total iter time: 5.0085 [2020-11-08 15:19:21,484][root][INFO] - ===> Epoch[517](2589/5): Loss -0.7267, Sem 0.0854, dir -0.9672, norm 0.1552, swav 0.0000 LR: 5.184e-02 Score 97.113 Data time: 0.2196, Forward time: 2.3244, Backward time: 3.2632, DDP time: 0.0038, Total iter time: 5.3892 [2020-11-08 15:19:26,914][root][INFO] - ===> Epoch[517](2590/5): Loss -0.7421, Sem 0.0853, dir -0.9728, norm 0.1454, swav 0.0000 LR: 5.182e-02 Score 97.045 Data time: 0.2539, Forward time: 2.3247, Backward time: 3.2623, DDP time: 0.0038, Total iter time: 5.3253 [2020-11-08 15:19:32,994][root][INFO] - ===> Epoch[518](2591/5): Loss -0.7319, Sem 0.0768, dir -0.9683, norm 0.1597, swav 0.0000 LR: 5.180e-02 Score 97.341 Data time: 0.2812, Forward time: 2.3255, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 5.9559 [2020-11-08 15:19:38,123][root][INFO] - ===> Epoch[518](2592/5): Loss -0.7315, Sem 0.0827, dir -0.9698, norm 0.1556, swav 0.0000 LR: 5.178e-02 Score 97.093 Data time: 0.2402, Forward time: 2.3257, Backward time: 3.2607, DDP time: 0.0038, Total iter time: 5.0109 [2020-11-08 15:19:43,981][root][INFO] - ===> Epoch[518](2593/5): Loss -0.7274, Sem 0.0803, dir -0.9678, norm 0.1601, swav 0.0000 LR: 5.176e-02 Score 97.239 Data time: 0.2059, Forward time: 2.3255, Backward time: 3.2607, DDP time: 0.0038, Total iter time: 5.7643 [2020-11-08 15:19:49,584][root][INFO] - ===> Epoch[518](2594/5): Loss -0.7270, Sem 0.0806, dir -0.9669, norm 0.1593, swav 0.0000 LR: 5.174e-02 Score 97.263 Data time: 0.2760, Forward time: 2.3260, Backward time: 3.2599, DDP time: 0.0038, Total iter time: 5.5039 [2020-11-08 15:19:55,328][root][INFO] - ===> Epoch[518](2595/5): Loss -0.7286, Sem 0.0876, dir -0.9714, norm 0.1551, swav 0.0000 LR: 5.172e-02 Score 96.897 Data time: 0.2697, Forward time: 2.3260, Backward time: 3.2596, DDP time: 0.0038, Total iter time: 5.6189 [2020-11-08 15:20:01,568][root][INFO] - ===> Epoch[519](2596/5): Loss -0.7273, Sem 0.0886, dir -0.9690, norm 0.1531, swav 0.0000 LR: 5.170e-02 Score 96.959 Data time: 0.3010, Forward time: 2.3268, Backward time: 3.2590, DDP time: 0.0038, Total iter time: 6.1263 [2020-11-08 15:20:08,081][root][INFO] - ===> Epoch[519](2597/5): Loss -0.7309, Sem 0.0809, dir -0.9670, norm 0.1552, swav 0.0000 LR: 5.169e-02 Score 97.205 Data time: 0.2088, Forward time: 2.3269, Backward time: 3.2593, DDP time: 0.0038, Total iter time: 6.3979 [2020-11-08 15:20:13,249][root][INFO] - ===> Epoch[519](2598/5): Loss -0.7286, Sem 0.0818, dir -0.9663, norm 0.1559, swav 0.0000 LR: 5.167e-02 Score 97.225 Data time: 0.2144, Forward time: 2.3269, Backward time: 3.2586, DDP time: 0.0038, Total iter time: 5.0364 [2020-11-08 15:20:19,129][root][INFO] - ===> Epoch[519](2599/5): Loss -0.7264, Sem 0.0774, dir -0.9693, norm 0.1655, swav 0.0000 LR: 5.165e-02 Score 97.336 Data time: 0.2194, Forward time: 2.3270, Backward time: 3.2585, DDP time: 0.0038, Total iter time: 5.7688 [2020-11-08 15:20:25,077][root][INFO] - ===> Epoch[519](2600/5): Loss -0.7216, Sem 0.0899, dir -0.9703, norm 0.1589, swav 0.0000 LR: 5.163e-02 Score 96.830 Data time: 0.1906, Forward time: 2.3267, Backward time: 3.2587, DDP time: 0.0038, Total iter time: 5.8045 [2020-11-08 15:20:31,216][root][INFO] - ===> Epoch[520](2601/5): Loss -0.7149, Sem 0.0809, dir -0.9675, norm 0.1716, swav 0.0000 LR: 5.161e-02 Score 97.146 Data time: 0.3169, Forward time: 2.3274, Backward time: 3.2581, DDP time: 0.0038, Total iter time: 6.0182 [2020-11-08 15:20:37,415][root][INFO] - ===> Epoch[520](2602/5): Loss -0.7552, Sem 0.0730, dir -0.9725, norm 0.1443, swav 0.0000 LR: 5.159e-02 Score 97.577 Data time: 0.2537, Forward time: 2.3278, Backward time: 3.2578, DDP time: 0.0038, Total iter time: 6.0790 [2020-11-08 15:20:43,099][root][INFO] - ===> Epoch[520](2603/5): Loss -0.7222, Sem 0.0857, dir -0.9684, norm 0.1606, swav 0.0000 LR: 5.157e-02 Score 97.046 Data time: 0.1577, Forward time: 2.3272, Backward time: 3.2581, DDP time: 0.0038, Total iter time: 5.5843 [2020-11-08 15:20:48,916][root][INFO] - ===> Epoch[520](2604/5): Loss -0.7366, Sem 0.0864, dir -0.9693, norm 0.1464, swav 0.0000 LR: 5.155e-02 Score 97.038 Data time: 0.2374, Forward time: 2.3275, Backward time: 3.2576, DDP time: 0.0038, Total iter time: 5.7178 [2020-11-08 15:20:55,018][root][INFO] - ===> Epoch[520](2605/5): Loss -0.7388, Sem 0.0794, dir -0.9694, norm 0.1513, swav 0.0000 LR: 5.153e-02 Score 97.255 Data time: 0.3078, Forward time: 2.3282, Backward time: 3.2570, DDP time: 0.0038, Total iter time: 5.9899 [2020-11-08 15:21:00,016][root][INFO] - ===> Epoch[521](2606/5): Loss -0.7690, Sem 0.0672, dir -0.9756, norm 0.1394, swav 0.0000 LR: 5.151e-02 Score 97.695 Data time: 0.2499, Forward time: 2.3284, Backward time: 3.2558, DDP time: 0.0038, Total iter time: 4.8894 [2020-11-08 15:21:06,799][root][INFO] - ===> Epoch[521](2607/5): Loss -0.7462, Sem 0.0754, dir -0.9680, norm 0.1464, swav 0.0000 LR: 5.149e-02 Score 97.369 Data time: 0.2878, Forward time: 2.3292, Backward time: 3.2557, DDP time: 0.0038, Total iter time: 6.6726 [2020-11-08 15:21:12,563][root][INFO] - ===> Epoch[521](2608/5): Loss -0.7255, Sem 0.0799, dir -0.9709, norm 0.1654, swav 0.0000 LR: 5.147e-02 Score 97.239 Data time: 0.1569, Forward time: 2.3287, Backward time: 3.2560, DDP time: 0.0038, Total iter time: 5.6413 [2020-11-08 15:21:18,915][root][INFO] - ===> Epoch[521](2609/5): Loss -0.7327, Sem 0.0746, dir -0.9686, norm 0.1613, swav 0.0000 LR: 5.145e-02 Score 97.410 Data time: 0.2201, Forward time: 2.3287, Backward time: 3.2563, DDP time: 0.0038, Total iter time: 6.2526 [2020-11-08 15:21:25,259][root][INFO] - ===> Epoch[521](2610/5): Loss -0.7063, Sem 0.1032, dir -0.9665, norm 0.1569, swav 0.0000 LR: 5.143e-02 Score 96.473 Data time: 0.2114, Forward time: 2.3285, Backward time: 3.2568, DDP time: 0.0038, Total iter time: 6.2177 [2020-11-08 15:21:31,113][root][INFO] - ===> Epoch[522](2611/5): Loss -0.7530, Sem 0.0739, dir -0.9713, norm 0.1444, swav 0.0000 LR: 5.141e-02 Score 97.408 Data time: 0.2479, Forward time: 2.3289, Backward time: 3.2563, DDP time: 0.0038, Total iter time: 5.7616 [2020-11-08 15:21:36,849][root][INFO] - ===> Epoch[522](2612/5): Loss -0.7254, Sem 0.0894, dir -0.9706, norm 0.1558, swav 0.0000 LR: 5.139e-02 Score 96.944 Data time: 0.1924, Forward time: 2.3286, Backward time: 3.2563, DDP time: 0.0038, Total iter time: 5.5943 [2020-11-08 15:21:42,443][root][INFO] - ===> Epoch[522](2613/5): Loss -0.7464, Sem 0.0765, dir -0.9713, norm 0.1484, swav 0.0000 LR: 5.138e-02 Score 97.387 Data time: 0.2289, Forward time: 2.3287, Backward time: 3.2559, DDP time: 0.0038, Total iter time: 5.5001 [2020-11-08 15:21:47,893][root][INFO] - ===> Epoch[522](2614/5): Loss -0.7226, Sem 0.0807, dir -0.9681, norm 0.1648, swav 0.0000 LR: 5.136e-02 Score 97.176 Data time: 0.2225, Forward time: 2.3287, Backward time: 3.2554, DDP time: 0.0038, Total iter time: 5.3316 [2020-11-08 15:21:52,936][root][INFO] - ===> Epoch[522](2615/5): Loss -0.7099, Sem 0.0785, dir -0.9676, norm 0.1792, swav 0.0000 LR: 5.134e-02 Score 97.334 Data time: 0.1815, Forward time: 2.3285, Backward time: 3.2549, DDP time: 0.0038, Total iter time: 4.9287 [2020-11-08 15:21:58,106][root][INFO] - ===> Epoch[523](2616/5): Loss -0.7400, Sem 0.0800, dir -0.9684, norm 0.1485, swav 0.0000 LR: 5.132e-02 Score 97.252 Data time: 0.2550, Forward time: 2.3287, Backward time: 3.2540, DDP time: 0.0038, Total iter time: 5.0895 [2020-11-08 15:22:04,278][root][INFO] - ===> Epoch[523](2617/5): Loss -0.7283, Sem 0.0812, dir -0.9712, norm 0.1616, swav 0.0000 LR: 5.130e-02 Score 97.205 Data time: 0.2894, Forward time: 2.3294, Backward time: 3.2534, DDP time: 0.0038, Total iter time: 6.0401 [2020-11-08 15:22:10,656][root][INFO] - ===> Epoch[523](2618/5): Loss -0.7400, Sem 0.0875, dir -0.9708, norm 0.1433, swav 0.0000 LR: 5.128e-02 Score 97.049 Data time: 0.1915, Forward time: 2.3294, Backward time: 3.2538, DDP time: 0.0038, Total iter time: 6.2634 [2020-11-08 15:22:16,675][root][INFO] - ===> Epoch[523](2619/5): Loss -0.7450, Sem 0.0724, dir -0.9698, norm 0.1525, swav 0.0000 LR: 5.126e-02 Score 97.529 Data time: 0.2159, Forward time: 2.3295, Backward time: 3.2537, DDP time: 0.0038, Total iter time: 5.9232 [2020-11-08 15:22:23,171][root][INFO] - ===> Epoch[523](2620/5): Loss -0.7140, Sem 0.0910, dir -0.9692, norm 0.1641, swav 0.0000 LR: 5.124e-02 Score 96.806 Data time: 0.1812, Forward time: 2.3291, Backward time: 3.2545, DDP time: 0.0038, Total iter time: 6.3683 [2020-11-08 15:22:28,577][root][INFO] - ===> Epoch[524](2621/5): Loss -0.7304, Sem 0.0768, dir -0.9663, norm 0.1591, swav 0.0000 LR: 5.122e-02 Score 97.381 Data time: 0.2005, Forward time: 2.3290, Backward time: 3.2541, DDP time: 0.0038, Total iter time: 5.2969 [2020-11-08 15:22:34,479][root][INFO] - ===> Epoch[524](2622/5): Loss -0.7123, Sem 0.0871, dir -0.9693, norm 0.1699, swav 0.0000 LR: 5.120e-02 Score 97.011 Data time: 0.2098, Forward time: 2.3290, Backward time: 3.2540, DDP time: 0.0038, Total iter time: 5.7819 [2020-11-08 15:22:39,635][root][INFO] - ===> Epoch[524](2623/5): Loss -0.7169, Sem 0.0738, dir -0.9668, norm 0.1760, swav 0.0000 LR: 5.118e-02 Score 97.483 Data time: 0.1952, Forward time: 2.3289, Backward time: 3.2535, DDP time: 0.0038, Total iter time: 5.0616 [2020-11-08 15:22:46,497][root][INFO] - ===> Epoch[524](2624/5): Loss -0.7480, Sem 0.0869, dir -0.9736, norm 0.1388, swav 0.0000 LR: 5.116e-02 Score 96.986 Data time: 0.2736, Forward time: 2.3293, Backward time: 3.2538, DDP time: 0.0038, Total iter time: 6.7542 [2020-11-08 15:22:51,728][root][INFO] - ===> Epoch[524](2625/5): Loss -0.7366, Sem 0.0830, dir -0.9696, norm 0.1501, swav 0.0000 LR: 5.114e-02 Score 97.070 Data time: 0.1645, Forward time: 2.3289, Backward time: 3.2535, DDP time: 0.0038, Total iter time: 5.0970 [2020-11-08 15:22:59,265][root][INFO] - ===> Epoch[525](2626/5): Loss -0.7392, Sem 0.0853, dir -0.9741, norm 0.1496, swav 0.0000 LR: 5.112e-02 Score 97.011 Data time: 0.1969, Forward time: 2.3287, Backward time: 3.2551, DDP time: 0.0038, Total iter time: 7.4300 [2020-11-08 15:23:04,955][root][INFO] - ===> Epoch[525](2627/5): Loss -0.7341, Sem 0.0778, dir -0.9674, norm 0.1554, swav 0.0000 LR: 5.110e-02 Score 97.297 Data time: 0.1877, Forward time: 2.3284, Backward time: 3.2551, DDP time: 0.0038, Total iter time: 5.5626 [2020-11-08 15:23:11,148][root][INFO] - ===> Epoch[525](2628/5): Loss -0.7300, Sem 0.0892, dir -0.9694, norm 0.1502, swav 0.0000 LR: 5.108e-02 Score 96.873 Data time: 0.1441, Forward time: 2.3278, Backward time: 3.2558, DDP time: 0.0038, Total iter time: 6.0787 [2020-11-08 15:23:17,274][root][INFO] - ===> Epoch[525](2629/5): Loss -0.7364, Sem 0.0766, dir -0.9702, norm 0.1573, swav 0.0000 LR: 5.106e-02 Score 97.330 Data time: 0.1470, Forward time: 2.3271, Backward time: 3.2567, DDP time: 0.0038, Total iter time: 6.0401 [2020-11-08 15:23:22,213][root][INFO] - ===> Epoch[525](2630/5): Loss -0.6966, Sem 0.0890, dir -0.9646, norm 0.1790, swav 0.0000 LR: 5.105e-02 Score 96.921 Data time: 0.1901, Forward time: 2.3268, Backward time: 3.2562, DDP time: 0.0038, Total iter time: 4.8628 [2020-11-08 15:23:28,243][root][INFO] - ===> Epoch[526](2631/5): Loss -0.7380, Sem 0.0825, dir -0.9707, norm 0.1502, swav 0.0000 LR: 5.103e-02 Score 97.148 Data time: 0.2477, Forward time: 2.3269, Backward time: 3.2561, DDP time: 0.0038, Total iter time: 5.9213 [2020-11-08 15:23:34,563][root][INFO] - ===> Epoch[526](2632/5): Loss -0.7164, Sem 0.0799, dir -0.9675, norm 0.1713, swav 0.0000 LR: 5.101e-02 Score 97.236 Data time: 0.2911, Forward time: 2.3277, Backward time: 3.2556, DDP time: 0.0038, Total iter time: 6.2064 [2020-11-08 15:23:40,713][root][INFO] - ===> Epoch[526](2633/5): Loss -0.7562, Sem 0.0738, dir -0.9713, norm 0.1413, swav 0.0000 LR: 5.099e-02 Score 97.474 Data time: 0.2093, Forward time: 2.3277, Backward time: 3.2556, DDP time: 0.0038, Total iter time: 6.0368 [2020-11-08 15:23:46,008][root][INFO] - ===> Epoch[526](2634/5): Loss -0.7326, Sem 0.0812, dir -0.9701, norm 0.1563, swav 0.0000 LR: 5.097e-02 Score 97.171 Data time: 0.1548, Forward time: 2.3272, Backward time: 3.2556, DDP time: 0.0038, Total iter time: 5.1681 [2020-11-08 15:23:51,354][root][INFO] - ===> Epoch[526](2635/5): Loss -0.7406, Sem 0.0783, dir -0.9727, norm 0.1538, swav 0.0000 LR: 5.095e-02 Score 97.293 Data time: 0.1293, Forward time: 2.3264, Backward time: 3.2559, DDP time: 0.0038, Total iter time: 5.2843 [2020-11-08 15:23:57,015][root][INFO] - ===> Epoch[527](2636/5): Loss -0.7503, Sem 0.0751, dir -0.9730, norm 0.1475, swav 0.0000 LR: 5.093e-02 Score 97.346 Data time: 0.1607, Forward time: 2.3260, Backward time: 3.2561, DDP time: 0.0038, Total iter time: 5.5979 [2020-11-08 15:24:01,910][root][INFO] - ===> Epoch[527](2637/5): Loss -0.7242, Sem 0.0768, dir -0.9672, norm 0.1662, swav 0.0000 LR: 5.091e-02 Score 97.337 Data time: 0.2466, Forward time: 2.3260, Backward time: 3.2552, DDP time: 0.0038, Total iter time: 4.8059 [2020-11-08 15:24:09,413][root][INFO] - ===> Epoch[527](2638/5): Loss -0.7202, Sem 0.0859, dir -0.9644, norm 0.1583, swav 0.0000 LR: 5.089e-02 Score 97.011 Data time: 0.2503, Forward time: 2.3264, Backward time: 3.2561, DDP time: 0.0038, Total iter time: 7.4001 [2020-11-08 15:24:16,066][root][INFO] - ===> Epoch[527](2639/5): Loss -0.7284, Sem 0.0841, dir -0.9716, norm 0.1592, swav 0.0000 LR: 5.087e-02 Score 97.153 Data time: 0.2459, Forward time: 2.3266, Backward time: 3.2563, DDP time: 0.0038, Total iter time: 6.4858 [2020-11-08 15:24:21,126][root][INFO] - ===> Epoch[527](2640/5): Loss -0.7360, Sem 0.0740, dir -0.9716, norm 0.1616, swav 0.0000 LR: 5.085e-02 Score 97.414 Data time: 0.2283, Forward time: 2.3269, Backward time: 3.2553, DDP time: 0.0038, Total iter time: 4.9473 [2020-11-08 15:24:26,903][root][INFO] - ===> Epoch[528](2641/5): Loss -0.7419, Sem 0.0786, dir -0.9697, norm 0.1492, swav 0.0000 LR: 5.083e-02 Score 97.276 Data time: 0.1771, Forward time: 2.3265, Backward time: 3.2555, DDP time: 0.0038, Total iter time: 5.6439 [2020-11-08 15:24:33,965][root][INFO] - ===> Epoch[528](2642/5): Loss -0.7142, Sem 0.0814, dir -0.9631, norm 0.1675, swav 0.0000 LR: 5.081e-02 Score 97.180 Data time: 0.2536, Forward time: 2.3269, Backward time: 3.2560, DDP time: 0.0038, Total iter time: 6.9516 [2020-11-08 15:24:39,251][root][INFO] - ===> Epoch[528](2643/5): Loss -0.7440, Sem 0.0751, dir -0.9693, norm 0.1503, swav 0.0000 LR: 5.079e-02 Score 97.430 Data time: 0.1676, Forward time: 2.3265, Backward time: 3.2558, DDP time: 0.0038, Total iter time: 5.1598 [2020-11-08 15:24:46,240][root][INFO] - ===> Epoch[528](2644/5): Loss -0.7334, Sem 0.0927, dir -0.9737, norm 0.1476, swav 0.0000 LR: 5.077e-02 Score 97.044 Data time: 0.1726, Forward time: 2.3261, Backward time: 3.2570, DDP time: 0.0038, Total iter time: 6.8849 [2020-11-08 15:24:53,060][root][INFO] - ===> Epoch[528](2645/5): Loss -0.7232, Sem 0.0868, dir -0.9676, norm 0.1576, swav 0.0000 LR: 5.075e-02 Score 97.159 Data time: 0.2037, Forward time: 2.3259, Backward time: 3.2579, DDP time: 0.0038, Total iter time: 6.7122 [2020-11-08 15:24:58,610][root][INFO] - ===> Epoch[529](2646/5): Loss -0.7200, Sem 0.0828, dir -0.9672, norm 0.1644, swav 0.0000 LR: 5.074e-02 Score 97.093 Data time: 0.2178, Forward time: 2.3259, Backward time: 3.2576, DDP time: 0.0038, Total iter time: 5.4333 [2020-11-08 15:25:04,158][root][INFO] - ===> Epoch[529](2647/5): Loss -0.7327, Sem 0.0825, dir -0.9685, norm 0.1533, swav 0.0000 LR: 5.072e-02 Score 97.083 Data time: 0.2711, Forward time: 2.3263, Backward time: 3.2568, DDP time: 0.0038, Total iter time: 5.4312 [2020-11-08 15:25:11,957][root][INFO] - ===> Epoch[529](2648/5): Loss -0.7393, Sem 0.0817, dir -0.9693, norm 0.1483, swav 0.0000 LR: 5.070e-02 Score 97.232 Data time: 0.2282, Forward time: 2.3264, Backward time: 3.2582, DDP time: 0.0038, Total iter time: 7.6728 [2020-11-08 15:25:17,075][root][INFO] - ===> Epoch[529](2649/5): Loss -0.7330, Sem 0.0880, dir -0.9703, norm 0.1492, swav 0.0000 LR: 5.068e-02 Score 96.917 Data time: 0.2520, Forward time: 2.3267, Backward time: 3.2571, DDP time: 0.0038, Total iter time: 4.9801 [2020-11-08 15:25:23,064][root][INFO] - ===> Epoch[529](2650/5): Loss -0.7157, Sem 0.0840, dir -0.9686, norm 0.1690, swav 0.0000 LR: 5.066e-02 Score 97.121 Data time: 0.2069, Forward time: 2.3267, Backward time: 3.2571, DDP time: 0.0038, Total iter time: 5.8802 [2020-11-08 15:25:29,414][root][INFO] - ===> Epoch[530](2651/5): Loss -0.7172, Sem 0.0847, dir -0.9656, norm 0.1637, swav 0.0000 LR: 5.064e-02 Score 97.118 Data time: 0.1824, Forward time: 2.3261, Backward time: 3.2580, DDP time: 0.0038, Total iter time: 6.2327 [2020-11-08 15:25:35,230][root][INFO] - ===> Epoch[530](2652/5): Loss -0.7370, Sem 0.0899, dir -0.9737, norm 0.1468, swav 0.0000 LR: 5.062e-02 Score 96.908 Data time: 0.2751, Forward time: 2.3264, Backward time: 3.2576, DDP time: 0.0038, Total iter time: 5.7127 [2020-11-08 15:25:40,827][root][INFO] - ===> Epoch[530](2653/5): Loss -0.7445, Sem 0.0771, dir -0.9687, norm 0.1471, swav 0.0000 LR: 5.060e-02 Score 97.286 Data time: 0.2242, Forward time: 2.3264, Backward time: 3.2572, DDP time: 0.0038, Total iter time: 5.4847 [2020-11-08 15:25:45,953][root][INFO] - ===> Epoch[530](2654/5): Loss -0.7645, Sem 0.0763, dir -0.9748, norm 0.1339, swav 0.0000 LR: 5.058e-02 Score 97.301 Data time: 0.2548, Forward time: 2.3267, Backward time: 3.2561, DDP time: 0.0038, Total iter time: 5.0190 [2020-11-08 15:25:52,931][root][INFO] - ===> Epoch[530](2655/5): Loss -0.7162, Sem 0.0844, dir -0.9649, norm 0.1642, swav 0.0000 LR: 5.056e-02 Score 97.074 Data time: 0.1117, Forward time: 2.3257, Backward time: 3.2580, DDP time: 0.0038, Total iter time: 6.8706 [2020-11-08 15:25:59,240][root][INFO] - ===> Epoch[531](2656/5): Loss -0.7202, Sem 0.0891, dir -0.9697, norm 0.1604, swav 0.0000 LR: 5.054e-02 Score 96.918 Data time: 0.2014, Forward time: 2.3255, Backward time: 3.2586, DDP time: 0.0038, Total iter time: 6.2105 [2020-11-08 15:26:05,356][root][INFO] - ===> Epoch[531](2657/5): Loss -0.7169, Sem 0.0853, dir -0.9670, norm 0.1649, swav 0.0000 LR: 5.052e-02 Score 97.100 Data time: 0.3328, Forward time: 2.3261, Backward time: 3.2580, DDP time: 0.0038, Total iter time: 6.0143 [2020-11-08 15:26:13,207][root][INFO] - ===> Epoch[531](2658/5): Loss -0.7356, Sem 0.0767, dir -0.9709, norm 0.1585, swav 0.0000 LR: 5.050e-02 Score 97.326 Data time: 0.3975, Forward time: 2.3274, Backward time: 3.2582, DDP time: 0.0038, Total iter time: 7.7183 [2020-11-08 15:26:18,638][root][INFO] - ===> Epoch[531](2659/5): Loss -0.7205, Sem 0.0812, dir -0.9676, norm 0.1660, swav 0.0000 LR: 5.048e-02 Score 97.204 Data time: 0.1788, Forward time: 2.3271, Backward time: 3.2580, DDP time: 0.0038, Total iter time: 5.2839 [2020-11-08 15:26:25,091][root][INFO] - ===> Epoch[531](2660/5): Loss -0.7381, Sem 0.0909, dir -0.9720, norm 0.1430, swav 0.0000 LR: 5.046e-02 Score 96.849 Data time: 0.2947, Forward time: 2.3279, Backward time: 3.2576, DDP time: 0.0038, Total iter time: 6.3485 [2020-11-08 15:26:30,754][root][INFO] - ===> Epoch[532](2661/5): Loss -0.7387, Sem 0.0780, dir -0.9689, norm 0.1522, swav 0.0000 LR: 5.044e-02 Score 97.326 Data time: 0.1357, Forward time: 2.3272, Backward time: 3.2580, DDP time: 0.0038, Total iter time: 5.5691 [2020-11-08 15:26:36,664][root][INFO] - ===> Epoch[532](2662/5): Loss -0.7173, Sem 0.0951, dir -0.9687, norm 0.1563, swav 0.0000 LR: 5.042e-02 Score 96.685 Data time: 0.2165, Forward time: 2.3272, Backward time: 3.2580, DDP time: 0.0038, Total iter time: 5.8133 [2020-11-08 15:26:43,035][root][INFO] - ===> Epoch[532](2663/5): Loss -0.7253, Sem 0.0874, dir -0.9732, norm 0.1605, swav 0.0000 LR: 5.041e-02 Score 97.055 Data time: 0.2210, Forward time: 2.3273, Backward time: 3.2582, DDP time: 0.0038, Total iter time: 6.2661 [2020-11-08 15:26:48,164][root][INFO] - ===> Epoch[532](2664/5): Loss -0.7454, Sem 0.0748, dir -0.9711, norm 0.1509, swav 0.0000 LR: 5.039e-02 Score 97.375 Data time: 0.1613, Forward time: 2.3270, Backward time: 3.2579, DDP time: 0.0038, Total iter time: 5.0324 [2020-11-08 15:26:53,918][root][INFO] - ===> Epoch[532](2665/5): Loss -0.7094, Sem 0.0835, dir -0.9664, norm 0.1735, swav 0.0000 LR: 5.037e-02 Score 97.170 Data time: 0.2108, Forward time: 2.3266, Backward time: 3.2580, DDP time: 0.0038, Total iter time: 5.6578 [2020-11-08 15:27:00,179][root][INFO] - ===> Epoch[533](2666/5): Loss -0.7312, Sem 0.0878, dir -0.9711, norm 0.1520, swav 0.0000 LR: 5.035e-02 Score 96.954 Data time: 0.1772, Forward time: 2.3263, Backward time: 3.2586, DDP time: 0.0038, Total iter time: 6.1668 [2020-11-08 15:27:06,583][root][INFO] - ===> Epoch[533](2667/5): Loss -0.7196, Sem 0.0788, dir -0.9713, norm 0.1728, swav 0.0000 LR: 5.033e-02 Score 97.230 Data time: 0.1700, Forward time: 2.3258, Backward time: 3.2594, DDP time: 0.0038, Total iter time: 6.3114 [2020-11-08 15:27:12,351][root][INFO] - ===> Epoch[533](2668/5): Loss -0.7546, Sem 0.0756, dir -0.9707, norm 0.1405, swav 0.0000 LR: 5.031e-02 Score 97.381 Data time: 0.1430, Forward time: 2.3251, Backward time: 3.2600, DDP time: 0.0038, Total iter time: 5.6976 [2020-11-08 15:27:18,303][root][INFO] - ===> Epoch[533](2669/5): Loss -0.7244, Sem 0.0817, dir -0.9703, norm 0.1642, swav 0.0000 LR: 5.029e-02 Score 97.236 Data time: 0.2248, Forward time: 2.3251, Backward time: 3.2600, DDP time: 0.0038, Total iter time: 5.8873 [2020-11-08 15:27:23,833][root][INFO] - ===> Epoch[533](2670/5): Loss -0.7340, Sem 0.0798, dir -0.9665, norm 0.1527, swav 0.0000 LR: 5.027e-02 Score 97.266 Data time: 0.2167, Forward time: 2.3251, Backward time: 3.2596, DDP time: 0.0038, Total iter time: 5.4019 [2020-11-08 15:27:30,509][root][INFO] - ===> Epoch[534](2671/5): Loss -0.7456, Sem 0.0770, dir -0.9717, norm 0.1491, swav 0.0000 LR: 5.025e-02 Score 97.345 Data time: 0.1821, Forward time: 2.3248, Backward time: 3.2605, DDP time: 0.0038, Total iter time: 6.5529 [2020-11-08 15:27:35,431][root][INFO] - ===> Epoch[534](2672/5): Loss -0.7402, Sem 0.0789, dir -0.9723, norm 0.1533, swav 0.0000 LR: 5.023e-02 Score 97.209 Data time: 0.2195, Forward time: 2.3248, Backward time: 3.2596, DDP time: 0.0038, Total iter time: 4.8189 [2020-11-08 15:27:40,777][root][INFO] - ===> Epoch[534](2673/5): Loss -0.7254, Sem 0.0830, dir -0.9698, norm 0.1614, swav 0.0000 LR: 5.021e-02 Score 97.062 Data time: 0.1911, Forward time: 2.3246, Backward time: 3.2593, DDP time: 0.0038, Total iter time: 5.2109 [2020-11-08 15:27:47,577][root][INFO] - ===> Epoch[534](2674/5): Loss -0.7422, Sem 0.0742, dir -0.9664, norm 0.1500, swav 0.0000 LR: 5.019e-02 Score 97.425 Data time: 0.2274, Forward time: 2.3244, Backward time: 3.2601, DDP time: 0.0038, Total iter time: 6.6855 [2020-11-08 15:27:53,736][root][INFO] - ===> Epoch[534](2675/5): Loss -0.7252, Sem 0.0810, dir -0.9688, norm 0.1626, swav 0.0000 LR: 5.017e-02 Score 97.268 Data time: 0.1667, Forward time: 2.3240, Backward time: 3.2606, DDP time: 0.0038, Total iter time: 6.0417 [2020-11-08 15:28:00,170][root][INFO] - ===> Epoch[535](2676/5): Loss -0.7484, Sem 0.0766, dir -0.9731, norm 0.1481, swav 0.0000 LR: 5.015e-02 Score 97.385 Data time: 0.1397, Forward time: 2.3233, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 6.3470 [2020-11-08 15:28:05,737][root][INFO] - ===> Epoch[535](2677/5): Loss -0.7387, Sem 0.0709, dir -0.9636, norm 0.1540, swav 0.0000 LR: 5.013e-02 Score 97.574 Data time: 0.2658, Forward time: 2.3237, Backward time: 3.2609, DDP time: 0.0038, Total iter time: 5.5019 [2020-11-08 15:28:13,052][root][INFO] - ===> Epoch[535](2678/5): Loss -0.7315, Sem 0.0882, dir -0.9701, norm 0.1504, swav 0.0000 LR: 5.011e-02 Score 97.032 Data time: 0.3758, Forward time: 2.3249, Backward time: 3.2608, DDP time: 0.0038, Total iter time: 7.1825 [2020-11-08 15:28:18,691][root][INFO] - ===> Epoch[535](2679/5): Loss -0.7282, Sem 0.0787, dir -0.9710, norm 0.1641, swav 0.0000 LR: 5.009e-02 Score 97.246 Data time: 0.2063, Forward time: 2.3250, Backward time: 3.2604, DDP time: 0.0038, Total iter time: 5.5008 [2020-11-08 15:28:25,678][root][INFO] - ===> Epoch[535](2680/5): Loss -0.7400, Sem 0.0875, dir -0.9718, norm 0.1444, swav 0.0000 LR: 5.007e-02 Score 97.083 Data time: 0.1677, Forward time: 2.3245, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 6.8683 [2020-11-08 15:28:32,189][root][INFO] - ===> Epoch[536](2681/5): Loss -0.7296, Sem 0.0788, dir -0.9660, norm 0.1575, swav 0.0000 LR: 5.006e-02 Score 97.263 Data time: 0.3013, Forward time: 2.3254, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 6.4159 [2020-11-08 15:28:37,763][root][INFO] - ===> Epoch[536](2682/5): Loss -0.7096, Sem 0.0820, dir -0.9649, norm 0.1733, swav 0.0000 LR: 5.004e-02 Score 97.167 Data time: 0.1872, Forward time: 2.3252, Backward time: 3.2611, DDP time: 0.0038, Total iter time: 5.4352 [2020-11-08 15:28:45,039][root][INFO] - ===> Epoch[536](2683/5): Loss -0.7149, Sem 0.0904, dir -0.9703, norm 0.1651, swav 0.0000 LR: 5.002e-02 Score 96.883 Data time: 0.2463, Forward time: 2.3254, Backward time: 3.2619, DDP time: 0.0038, Total iter time: 7.1650 [2020-11-08 15:28:50,230][root][INFO] - ===> Epoch[536](2684/5): Loss -0.7470, Sem 0.0717, dir -0.9702, norm 0.1515, swav 0.0000 LR: 5.000e-02 Score 97.506 Data time: 0.1721, Forward time: 2.3249, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 5.0366 [2020-11-08 15:28:56,065][root][INFO] - ===> Epoch[536](2685/5): Loss -0.7377, Sem 0.0739, dir -0.9700, norm 0.1583, swav 0.0000 LR: 4.998e-02 Score 97.462 Data time: 0.2873, Forward time: 2.3254, Backward time: 3.2610, DDP time: 0.0038, Total iter time: 5.7381 [2020-11-08 15:29:01,492][root][INFO] - ===> Epoch[537](2686/5): Loss -0.7327, Sem 0.0725, dir -0.9703, norm 0.1651, swav 0.0000 LR: 4.996e-02 Score 97.491 Data time: 0.1677, Forward time: 2.3252, Backward time: 3.2608, DDP time: 0.0038, Total iter time: 5.3134 [2020-11-08 15:29:06,980][root][INFO] - ===> Epoch[537](2687/5): Loss -0.7398, Sem 0.0811, dir -0.9708, norm 0.1500, swav 0.0000 LR: 4.994e-02 Score 97.176 Data time: 0.1724, Forward time: 2.3247, Backward time: 3.2609, DDP time: 0.0038, Total iter time: 5.3725 [2020-11-08 15:29:13,023][root][INFO] - ===> Epoch[537](2688/5): Loss -0.7500, Sem 0.0816, dir -0.9718, norm 0.1403, swav 0.0000 LR: 4.992e-02 Score 97.217 Data time: 0.1955, Forward time: 2.3246, Backward time: 3.2611, DDP time: 0.0038, Total iter time: 5.9567 [2020-11-08 15:29:20,833][root][INFO] - ===> Epoch[537](2689/5): Loss -0.7373, Sem 0.0797, dir -0.9701, norm 0.1532, swav 0.0000 LR: 4.990e-02 Score 97.228 Data time: 0.1601, Forward time: 2.3240, Backward time: 3.2631, DDP time: 0.0038, Total iter time: 7.6859 [2020-11-08 15:29:27,276][root][INFO] - ===> Epoch[537](2690/5): Loss -0.7256, Sem 0.0864, dir -0.9690, norm 0.1570, swav 0.0000 LR: 4.988e-02 Score 97.057 Data time: 0.2107, Forward time: 2.3239, Backward time: 3.2636, DDP time: 0.0038, Total iter time: 6.3515 [2020-11-08 15:29:32,156][root][INFO] - ===> Epoch[538](2691/5): Loss -0.7483, Sem 0.0816, dir -0.9706, norm 0.1406, swav 0.0000 LR: 4.986e-02 Score 97.159 Data time: 0.2256, Forward time: 2.3240, Backward time: 3.2626, DDP time: 0.0038, Total iter time: 4.7646 [2020-11-08 15:29:37,630][root][INFO] - ===> Epoch[538](2692/5): Loss -0.7144, Sem 0.0765, dir -0.9655, norm 0.1745, swav 0.0000 LR: 4.984e-02 Score 97.377 Data time: 0.2372, Forward time: 2.3244, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 5.3468 [2020-11-08 15:29:42,813][root][INFO] - ===> Epoch[538](2693/5): Loss -0.7381, Sem 0.0848, dir -0.9703, norm 0.1474, swav 0.0000 LR: 4.982e-02 Score 97.092 Data time: 0.1294, Forward time: 2.3237, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 5.0607 [2020-11-08 15:29:48,210][root][INFO] - ===> Epoch[538](2694/5): Loss -0.7230, Sem 0.0836, dir -0.9688, norm 0.1622, swav 0.0000 LR: 4.980e-02 Score 97.092 Data time: 0.2409, Forward time: 2.3240, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.3402 [2020-11-08 15:29:54,792][root][INFO] - ===> Epoch[538](2695/5): Loss -0.7339, Sem 0.0810, dir -0.9703, norm 0.1554, swav 0.0000 LR: 4.978e-02 Score 97.096 Data time: 0.2239, Forward time: 2.3241, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 6.4669 [2020-11-08 15:30:00,548][root][INFO] - ===> Epoch[539](2696/5): Loss -0.7332, Sem 0.0832, dir -0.9700, norm 0.1536, swav 0.0000 LR: 4.976e-02 Score 97.086 Data time: 0.2299, Forward time: 2.3241, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 5.6364 [2020-11-08 15:30:07,217][root][INFO] - ===> Epoch[539](2697/5): Loss -0.7227, Sem 0.0762, dir -0.9689, norm 0.1700, swav 0.0000 LR: 4.974e-02 Score 97.384 Data time: 0.3377, Forward time: 2.3250, Backward time: 3.2609, DDP time: 0.0038, Total iter time: 6.5501 [2020-11-08 15:30:12,328][root][INFO] - ===> Epoch[539](2698/5): Loss -0.7540, Sem 0.0773, dir -0.9699, norm 0.1387, swav 0.0000 LR: 4.972e-02 Score 97.297 Data time: 0.1504, Forward time: 2.3244, Backward time: 3.2607, DDP time: 0.0038, Total iter time: 4.9776 [2020-11-08 15:30:18,235][root][INFO] - ===> Epoch[539](2699/5): Loss -0.7321, Sem 0.0821, dir -0.9697, norm 0.1555, swav 0.0000 LR: 4.971e-02 Score 97.157 Data time: 0.1611, Forward time: 2.3240, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.8270 [2020-11-08 15:30:23,995][root][INFO] - ===> Epoch[539](2700/5): Loss -0.7227, Sem 0.0850, dir -0.9699, norm 0.1622, swav 0.0000 LR: 4.969e-02 Score 97.135 Data time: 0.1265, Forward time: 2.3233, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 5.7135 [2020-11-08 15:30:30,722][root][INFO] - ===> Epoch[540](2701/5): Loss -0.7465, Sem 0.0770, dir -0.9702, norm 0.1466, swav 0.0000 LR: 4.967e-02 Score 97.261 Data time: 0.1795, Forward time: 2.3230, Backward time: 3.2627, DDP time: 0.0038, Total iter time: 6.6873 [2020-11-08 15:30:35,979][root][INFO] - ===> Epoch[540](2702/5): Loss -0.7323, Sem 0.0766, dir -0.9704, norm 0.1615, swav 0.0000 LR: 4.965e-02 Score 97.362 Data time: 0.2098, Forward time: 2.3229, Backward time: 3.2622, DDP time: 0.0038, Total iter time: 5.1577 [2020-11-08 15:30:42,350][root][INFO] - ===> Epoch[540](2703/5): Loss -0.7540, Sem 0.0770, dir -0.9694, norm 0.1384, swav 0.0000 LR: 4.963e-02 Score 97.393 Data time: 0.2123, Forward time: 2.3230, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 6.2612 [2020-11-08 15:30:48,242][root][INFO] - ===> Epoch[540](2704/5): Loss -0.7476, Sem 0.0836, dir -0.9734, norm 0.1423, swav 0.0000 LR: 4.961e-02 Score 97.082 Data time: 0.2296, Forward time: 2.3229, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 5.7758 [2020-11-08 15:30:54,693][root][INFO] - ===> Epoch[540](2705/5): Loss -0.7257, Sem 0.0828, dir -0.9682, norm 0.1597, swav 0.0000 LR: 4.959e-02 Score 97.156 Data time: 0.3511, Forward time: 2.3237, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 6.3315 [2020-11-08 15:31:00,832][root][INFO] - ===> Epoch[541](2706/5): Loss -0.7432, Sem 0.0800, dir -0.9717, norm 0.1484, swav 0.0000 LR: 4.957e-02 Score 97.200 Data time: 0.2564, Forward time: 2.3241, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 6.0061 [2020-11-08 15:31:06,500][root][INFO] - ===> Epoch[541](2707/5): Loss -0.7329, Sem 0.0785, dir -0.9718, norm 0.1604, swav 0.0000 LR: 4.955e-02 Score 97.240 Data time: 0.2165, Forward time: 2.3240, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 5.5375 [2020-11-08 15:31:13,623][root][INFO] - ===> Epoch[541](2708/5): Loss -0.7308, Sem 0.0828, dir -0.9696, norm 0.1559, swav 0.0000 LR: 4.953e-02 Score 97.150 Data time: 0.2081, Forward time: 2.3240, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 7.0126 [2020-11-08 15:31:19,322][root][INFO] - ===> Epoch[541](2709/5): Loss -0.7384, Sem 0.0778, dir -0.9697, norm 0.1535, swav 0.0000 LR: 4.951e-02 Score 97.312 Data time: 0.2449, Forward time: 2.3244, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 5.5840 [2020-11-08 15:31:24,367][root][INFO] - ===> Epoch[541](2710/5): Loss -0.7388, Sem 0.0793, dir -0.9688, norm 0.1507, swav 0.0000 LR: 4.949e-02 Score 97.294 Data time: 0.1834, Forward time: 2.3243, Backward time: 3.2611, DDP time: 0.0038, Total iter time: 4.9196 [2020-11-08 15:31:30,064][root][INFO] - ===> Epoch[542](2711/5): Loss -0.7450, Sem 0.0834, dir -0.9682, norm 0.1399, swav 0.0000 LR: 4.947e-02 Score 97.184 Data time: 0.1798, Forward time: 2.3238, Backward time: 3.2614, DDP time: 0.0038, Total iter time: 5.5770 [2020-11-08 15:31:36,726][root][INFO] - ===> Epoch[542](2712/5): Loss -0.7214, Sem 0.0829, dir -0.9704, norm 0.1660, swav 0.0000 LR: 4.945e-02 Score 97.126 Data time: 0.2790, Forward time: 2.3243, Backward time: 3.2614, DDP time: 0.0038, Total iter time: 6.5722 [2020-11-08 15:31:44,675][root][INFO] - ===> Epoch[542](2713/5): Loss -0.7282, Sem 0.0828, dir -0.9687, norm 0.1577, swav 0.0000 LR: 4.943e-02 Score 97.108 Data time: 0.2086, Forward time: 2.3244, Backward time: 3.2629, DDP time: 0.0038, Total iter time: 7.8184 [2020-11-08 15:31:49,852][root][INFO] - ===> Epoch[542](2714/5): Loss -0.7468, Sem 0.0705, dir -0.9745, norm 0.1572, swav 0.0000 LR: 4.941e-02 Score 97.570 Data time: 0.1946, Forward time: 2.3241, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 5.0438 [2020-11-08 15:31:56,144][root][INFO] - ===> Epoch[542](2715/5): Loss -0.7733, Sem 0.0714, dir -0.9754, norm 0.1308, swav 0.0000 LR: 4.939e-02 Score 97.503 Data time: 0.2270, Forward time: 2.3242, Backward time: 3.2627, DDP time: 0.0038, Total iter time: 6.1831 [2020-11-08 15:32:01,873][root][INFO] - ===> Epoch[543](2716/5): Loss -0.7247, Sem 0.0869, dir -0.9699, norm 0.1583, swav 0.0000 LR: 4.937e-02 Score 96.985 Data time: 0.2589, Forward time: 2.3246, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 5.6089 [2020-11-08 15:32:07,094][root][INFO] - ===> Epoch[543](2717/5): Loss -0.7387, Sem 0.0815, dir -0.9728, norm 0.1526, swav 0.0000 LR: 4.936e-02 Score 97.214 Data time: 0.2334, Forward time: 2.3244, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 5.0930 [2020-11-08 15:32:12,799][root][INFO] - ===> Epoch[543](2718/5): Loss -0.7214, Sem 0.0792, dir -0.9707, norm 0.1701, swav 0.0000 LR: 4.934e-02 Score 97.414 Data time: 0.1673, Forward time: 2.3241, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 5.6048 [2020-11-08 15:32:18,866][root][INFO] - ===> Epoch[543](2719/5): Loss -0.7256, Sem 0.0806, dir -0.9685, norm 0.1623, swav 0.0000 LR: 4.932e-02 Score 97.218 Data time: 0.1757, Forward time: 2.3237, Backward time: 3.2622, DDP time: 0.0038, Total iter time: 6.0028 [2020-11-08 15:32:24,581][root][INFO] - ===> Epoch[543](2720/5): Loss -0.7403, Sem 0.0784, dir -0.9697, norm 0.1510, swav 0.0000 LR: 4.930e-02 Score 97.271 Data time: 0.2166, Forward time: 2.3238, Backward time: 3.2619, DDP time: 0.0038, Total iter time: 5.6236 [2020-11-08 15:32:29,971][root][INFO] - ===> Epoch[544](2721/5): Loss -0.7239, Sem 0.0727, dir -0.9664, norm 0.1698, swav 0.0000 LR: 4.928e-02 Score 97.482 Data time: 0.1923, Forward time: 2.3236, Backward time: 3.2616, DDP time: 0.0038, Total iter time: 5.2781 [2020-11-08 15:32:36,398][root][INFO] - ===> Epoch[544](2722/5): Loss -0.7365, Sem 0.0849, dir -0.9725, norm 0.1511, swav 0.0000 LR: 4.926e-02 Score 97.091 Data time: 0.2120, Forward time: 2.3236, Backward time: 3.2619, DDP time: 0.0038, Total iter time: 6.3207 [2020-11-08 15:32:41,272][root][INFO] - ===> Epoch[544](2723/5): Loss -0.7472, Sem 0.0763, dir -0.9726, norm 0.1490, swav 0.0000 LR: 4.924e-02 Score 97.378 Data time: 0.1871, Forward time: 2.3233, Backward time: 3.2614, DDP time: 0.0038, Total iter time: 4.7427 [2020-11-08 15:32:47,972][root][INFO] - ===> Epoch[544](2724/5): Loss -0.7633, Sem 0.0745, dir -0.9740, norm 0.1363, swav 0.0000 LR: 4.922e-02 Score 97.429 Data time: 0.2152, Forward time: 2.3232, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 6.5768 [2020-11-08 15:32:53,517][root][INFO] - ===> Epoch[544](2725/5): Loss -0.7372, Sem 0.0877, dir -0.9697, norm 0.1448, swav 0.0000 LR: 4.920e-02 Score 96.975 Data time: 0.1742, Forward time: 2.3228, Backward time: 3.2621, DDP time: 0.0038, Total iter time: 5.4327 [2020-11-08 15:33:00,099][root][INFO] - ===> Epoch[545](2726/5): Loss -0.7509, Sem 0.0776, dir -0.9719, norm 0.1435, swav 0.0000 LR: 4.918e-02 Score 97.368 Data time: 0.2024, Forward time: 2.3227, Backward time: 3.2627, DDP time: 0.0038, Total iter time: 6.5031 [2020-11-08 15:33:05,816][root][INFO] - ===> Epoch[545](2727/5): Loss -0.7333, Sem 0.0802, dir -0.9700, norm 0.1564, swav 0.0000 LR: 4.916e-02 Score 97.173 Data time: 0.1817, Forward time: 2.3224, Backward time: 3.2627, DDP time: 0.0038, Total iter time: 5.5992 [2020-11-08 15:33:11,954][root][INFO] - ===> Epoch[545](2728/5): Loss -0.7549, Sem 0.0714, dir -0.9736, norm 0.1473, swav 0.0000 LR: 4.914e-02 Score 97.492 Data time: 0.1733, Forward time: 2.3220, Backward time: 3.2633, DDP time: 0.0038, Total iter time: 6.0613 [2020-11-08 15:33:17,780][root][INFO] - ===> Epoch[545](2729/5): Loss -0.7622, Sem 0.0728, dir -0.9732, norm 0.1382, swav 0.0000 LR: 4.912e-02 Score 97.471 Data time: 0.1757, Forward time: 2.3217, Backward time: 3.2635, DDP time: 0.0038, Total iter time: 5.7556 [2020-11-08 15:33:24,027][root][INFO] - ===> Epoch[545](2730/5): Loss -0.7338, Sem 0.0859, dir -0.9704, norm 0.1507, swav 0.0000 LR: 4.910e-02 Score 97.017 Data time: 0.2200, Forward time: 2.3216, Backward time: 3.2637, DDP time: 0.0038, Total iter time: 6.1678 [2020-11-08 15:33:30,306][root][INFO] - ===> Epoch[546](2731/5): Loss -0.7544, Sem 0.0736, dir -0.9731, norm 0.1451, swav 0.0000 LR: 4.908e-02 Score 97.407 Data time: 0.2864, Forward time: 2.3223, Backward time: 3.2633, DDP time: 0.0038, Total iter time: 6.1655 [2020-11-08 15:33:37,330][root][INFO] - ===> Epoch[546](2732/5): Loss -0.7224, Sem 0.0851, dir -0.9699, norm 0.1624, swav 0.0000 LR: 4.906e-02 Score 97.031 Data time: 0.2140, Forward time: 2.3223, Backward time: 3.2641, DDP time: 0.0038, Total iter time: 6.8971 [2020-11-08 15:33:43,512][root][INFO] - ===> Epoch[546](2733/5): Loss -0.7315, Sem 0.0937, dir -0.9733, norm 0.1482, swav 0.0000 LR: 4.904e-02 Score 96.833 Data time: 0.3051, Forward time: 2.3229, Backward time: 3.2636, DDP time: 0.0038, Total iter time: 6.0500 [2020-11-08 15:33:49,761][root][INFO] - ===> Epoch[546](2734/5): Loss -0.7319, Sem 0.0799, dir -0.9706, norm 0.1587, swav 0.0000 LR: 4.902e-02 Score 97.280 Data time: 0.2828, Forward time: 2.3236, Backward time: 3.2631, DDP time: 0.0038, Total iter time: 6.1509 [2020-11-08 15:33:55,771][root][INFO] - ===> Epoch[546](2735/5): Loss -0.7238, Sem 0.0731, dir -0.9637, norm 0.1669, swav 0.0000 LR: 4.900e-02 Score 97.524 Data time: 0.2718, Forward time: 2.3242, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 5.8869 [2020-11-08 15:34:01,240][root][INFO] - ===> Epoch[547](2736/5): Loss -0.7534, Sem 0.0762, dir -0.9732, norm 0.1436, swav 0.0000 LR: 4.899e-02 Score 97.388 Data time: 0.1657, Forward time: 2.3238, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 5.3598 [2020-11-08 15:34:06,009][root][INFO] - ===> Epoch[547](2737/5): Loss -0.7234, Sem 0.0785, dir -0.9670, norm 0.1651, swav 0.0000 LR: 4.897e-02 Score 97.262 Data time: 0.2086, Forward time: 2.3237, Backward time: 3.2616, DDP time: 0.0038, Total iter time: 4.6853 [2020-11-08 15:34:11,930][root][INFO] - ===> Epoch[547](2738/5): Loss -0.7360, Sem 0.0819, dir -0.9696, norm 0.1517, swav 0.0000 LR: 4.895e-02 Score 97.161 Data time: 0.2108, Forward time: 2.3236, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 5.8157 [2020-11-08 15:34:19,300][root][INFO] - ===> Epoch[547](2739/5): Loss -0.7636, Sem 0.0731, dir -0.9739, norm 0.1373, swav 0.0000 LR: 4.893e-02 Score 97.404 Data time: 0.2619, Forward time: 2.3236, Backward time: 3.2627, DDP time: 0.0038, Total iter time: 7.2423 [2020-11-08 15:34:24,431][root][INFO] - ===> Epoch[547](2740/5): Loss -0.7233, Sem 0.0881, dir -0.9664, norm 0.1550, swav 0.0000 LR: 4.891e-02 Score 96.943 Data time: 0.2087, Forward time: 2.3234, Backward time: 3.2621, DDP time: 0.0038, Total iter time: 4.9859 [2020-11-08 15:34:29,591][root][INFO] - ===> Epoch[548](2741/5): Loss -0.7407, Sem 0.0810, dir -0.9722, norm 0.1505, swav 0.0000 LR: 4.889e-02 Score 97.152 Data time: 0.2392, Forward time: 2.3237, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 5.0473 [2020-11-08 15:34:36,290][root][INFO] - ===> Epoch[548](2742/5): Loss -0.7269, Sem 0.0843, dir -0.9697, norm 0.1585, swav 0.0000 LR: 4.887e-02 Score 97.129 Data time: 0.2276, Forward time: 2.3237, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 6.5755 [2020-11-08 15:34:42,976][root][INFO] - ===> Epoch[548](2743/5): Loss -0.7380, Sem 0.0753, dir -0.9700, norm 0.1567, swav 0.0000 LR: 4.885e-02 Score 97.492 Data time: 0.2728, Forward time: 2.3242, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 6.5620 [2020-11-08 15:34:48,505][root][INFO] - ===> Epoch[548](2744/5): Loss -0.7519, Sem 0.0744, dir -0.9726, norm 0.1464, swav 0.0000 LR: 4.883e-02 Score 97.353 Data time: 0.2223, Forward time: 2.3244, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.4093 [2020-11-08 15:34:53,661][root][INFO] - ===> Epoch[548](2745/5): Loss -0.7683, Sem 0.0756, dir -0.9747, norm 0.1308, swav 0.0000 LR: 4.881e-02 Score 97.320 Data time: 0.2133, Forward time: 2.3244, Backward time: 3.2606, DDP time: 0.0038, Total iter time: 5.0324 [2020-11-08 15:34:58,156][root][INFO] - ===> Epoch[549](2746/5): Loss -0.7661, Sem 0.0761, dir -0.9749, norm 0.1327, swav 0.0000 LR: 4.879e-02 Score 97.320 Data time: 0.1671, Forward time: 2.3239, Backward time: 3.2599, DDP time: 0.0038, Total iter time: 4.3718 [2020-11-08 15:35:05,557][root][INFO] - ===> Epoch[549](2747/5): Loss -0.7404, Sem 0.0742, dir -0.9686, norm 0.1541, swav 0.0000 LR: 4.877e-02 Score 97.459 Data time: 0.2429, Forward time: 2.3241, Backward time: 3.2609, DDP time: 0.0038, Total iter time: 7.3083 [2020-11-08 15:35:11,560][root][INFO] - ===> Epoch[549](2748/5): Loss -0.7366, Sem 0.0774, dir -0.9704, norm 0.1564, swav 0.0000 LR: 4.875e-02 Score 97.273 Data time: 0.1806, Forward time: 2.3237, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.8619 [2020-11-08 15:35:18,279][root][INFO] - ===> Epoch[549](2749/5): Loss -0.7227, Sem 0.0791, dir -0.9677, norm 0.1658, swav 0.0000 LR: 4.873e-02 Score 97.347 Data time: 0.1888, Forward time: 2.3235, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 6.6118 [2020-11-08 15:35:23,900][root][INFO] - ===> Epoch[549](2750/5): Loss -0.7260, Sem 0.0971, dir -0.9723, norm 0.1493, swav 0.0000 LR: 4.871e-02 Score 96.727 Data time: 0.1871, Forward time: 2.3235, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 5.4791 [2020-11-08 15:35:32,013][root][INFO] - ===> Epoch[550](2751/5): Loss -0.7234, Sem 0.0824, dir -0.9697, norm 0.1638, swav 0.0000 LR: 4.869e-02 Score 97.174 Data time: 0.1604, Forward time: 2.3230, Backward time: 3.2638, DDP time: 0.0038, Total iter time: 8.0002 [2020-11-08 15:35:37,887][root][INFO] - ===> Epoch[550](2752/5): Loss -0.7506, Sem 0.0774, dir -0.9713, norm 0.1433, swav 0.0000 LR: 4.867e-02 Score 97.353 Data time: 0.2490, Forward time: 2.3232, Backward time: 3.2635, DDP time: 0.0038, Total iter time: 5.7502 [2020-11-08 15:35:42,996][root][INFO] - ===> Epoch[550](2753/5): Loss -0.7542, Sem 0.0796, dir -0.9732, norm 0.1394, swav 0.0000 LR: 4.865e-02 Score 97.214 Data time: 0.2053, Forward time: 2.3231, Backward time: 3.2629, DDP time: 0.0038, Total iter time: 4.9708 [2020-11-08 15:35:49,353][root][INFO] - ===> Epoch[550](2754/5): Loss -0.7374, Sem 0.0771, dir -0.9693, norm 0.1548, swav 0.0000 LR: 4.863e-02 Score 97.343 Data time: 0.2723, Forward time: 2.3234, Backward time: 3.2628, DDP time: 0.0038, Total iter time: 6.2373 [2020-11-08 15:35:55,730][root][INFO] - ===> Epoch[550](2755/5): Loss -0.7574, Sem 0.0774, dir -0.9738, norm 0.1391, swav 0.0000 LR: 4.861e-02 Score 97.286 Data time: 0.2565, Forward time: 2.3238, Backward time: 3.2627, DDP time: 0.0038, Total iter time: 6.2449 [2020-11-08 15:36:02,584][root][INFO] - ===> Epoch[551](2756/5): Loss -0.7273, Sem 0.0948, dir -0.9723, norm 0.1502, swav 0.0000 LR: 4.860e-02 Score 96.819 Data time: 0.1798, Forward time: 2.3236, Backward time: 3.2636, DDP time: 0.0038, Total iter time: 6.7034 [2020-11-08 15:36:08,026][root][INFO] - ===> Epoch[551](2757/5): Loss -0.7608, Sem 0.0734, dir -0.9729, norm 0.1387, swav 0.0000 LR: 4.858e-02 Score 97.406 Data time: 0.1579, Forward time: 2.3233, Backward time: 3.2635, DDP time: 0.0038, Total iter time: 5.3079 [2020-11-08 15:36:14,590][root][INFO] - ===> Epoch[551](2758/5): Loss -0.7632, Sem 0.0787, dir -0.9731, norm 0.1312, swav 0.0000 LR: 4.856e-02 Score 97.257 Data time: 0.1342, Forward time: 2.3225, Backward time: 3.2649, DDP time: 0.0038, Total iter time: 6.4551 [2020-11-08 15:36:20,341][root][INFO] - ===> Epoch[551](2759/5): Loss -0.7345, Sem 0.0870, dir -0.9750, norm 0.1535, swav 0.0000 LR: 4.854e-02 Score 97.094 Data time: 0.2269, Forward time: 2.3227, Backward time: 3.2646, DDP time: 0.0038, Total iter time: 5.6760 [2020-11-08 15:36:26,384][root][INFO] - ===> Epoch[551](2760/5): Loss -0.7176, Sem 0.0979, dir -0.9695, norm 0.1540, swav 0.0000 LR: 4.852e-02 Score 96.694 Data time: 0.2205, Forward time: 2.3227, Backward time: 3.2645, DDP time: 0.0038, Total iter time: 5.9248 [2020-11-08 15:36:32,234][root][INFO] - ===> Epoch[552](2761/5): Loss -0.7417, Sem 0.0736, dir -0.9716, norm 0.1563, swav 0.0000 LR: 4.850e-02 Score 97.463 Data time: 0.1984, Forward time: 2.3227, Backward time: 3.2645, DDP time: 0.0038, Total iter time: 5.7307 [2020-11-08 15:36:38,343][root][INFO] - ===> Epoch[552](2762/5): Loss -0.7499, Sem 0.0823, dir -0.9728, norm 0.1406, swav 0.0000 LR: 4.848e-02 Score 97.171 Data time: 0.2197, Forward time: 2.3227, Backward time: 3.2645, DDP time: 0.0038, Total iter time: 5.9898 [2020-11-08 15:36:44,109][root][INFO] - ===> Epoch[552](2763/5): Loss -0.7275, Sem 0.0961, dir -0.9733, norm 0.1497, swav 0.0000 LR: 4.846e-02 Score 96.815 Data time: 0.1779, Forward time: 2.3224, Backward time: 3.2646, DDP time: 0.0038, Total iter time: 5.6507 [2020-11-08 15:36:50,265][root][INFO] - ===> Epoch[552](2764/5): Loss -0.7147, Sem 0.0889, dir -0.9667, norm 0.1632, swav 0.0000 LR: 4.844e-02 Score 97.003 Data time: 0.2818, Forward time: 2.3228, Backward time: 3.2643, DDP time: 0.0038, Total iter time: 6.0595 [2020-11-08 15:36:56,197][root][INFO] - ===> Epoch[552](2765/5): Loss -0.7381, Sem 0.0828, dir -0.9708, norm 0.1499, swav 0.0000 LR: 4.842e-02 Score 97.170 Data time: 0.2720, Forward time: 2.3233, Backward time: 3.2638, DDP time: 0.0038, Total iter time: 5.7896 [2020-11-08 15:37:01,915][root][INFO] - ===> Epoch[553](2766/5): Loss -0.7419, Sem 0.0850, dir -0.9728, norm 0.1459, swav 0.0000 LR: 4.840e-02 Score 97.036 Data time: 0.2384, Forward time: 2.3236, Backward time: 3.2632, DDP time: 0.0038, Total iter time: 5.5662 [2020-11-08 15:37:08,656][root][INFO] - ===> Epoch[553](2767/5): Loss -0.7134, Sem 0.0907, dir -0.9667, norm 0.1626, swav 0.0000 LR: 4.838e-02 Score 96.954 Data time: 0.1835, Forward time: 2.3233, Backward time: 3.2640, DDP time: 0.0038, Total iter time: 6.6052 [2020-11-08 15:37:14,387][root][INFO] - ===> Epoch[553](2768/5): Loss -0.7453, Sem 0.0801, dir -0.9682, norm 0.1428, swav 0.0000 LR: 4.836e-02 Score 97.204 Data time: 0.1775, Forward time: 2.3230, Backward time: 3.2641, DDP time: 0.0038, Total iter time: 5.6198 [2020-11-08 15:37:19,884][root][INFO] - ===> Epoch[553](2769/5): Loss -0.7478, Sem 0.0796, dir -0.9726, norm 0.1452, swav 0.0000 LR: 4.834e-02 Score 97.267 Data time: 0.2474, Forward time: 2.3230, Backward time: 3.2637, DDP time: 0.0038, Total iter time: 5.4071 [2020-11-08 15:37:24,585][root][INFO] - ===> Epoch[553](2770/5): Loss -0.7529, Sem 0.0765, dir -0.9717, norm 0.1423, swav 0.0000 LR: 4.832e-02 Score 97.317 Data time: 0.2212, Forward time: 2.3230, Backward time: 3.2627, DDP time: 0.0038, Total iter time: 4.5772 [2020-11-08 15:37:30,249][root][INFO] - ===> Epoch[554](2771/5): Loss -0.7460, Sem 0.0824, dir -0.9736, norm 0.1452, swav 0.0000 LR: 4.830e-02 Score 97.188 Data time: 0.2296, Forward time: 2.3231, Backward time: 3.2623, DDP time: 0.0038, Total iter time: 5.5591 [2020-11-08 15:37:36,571][root][INFO] - ===> Epoch[554](2772/5): Loss -0.7191, Sem 0.0899, dir -0.9699, norm 0.1609, swav 0.0000 LR: 4.828e-02 Score 96.857 Data time: 0.2018, Forward time: 2.3229, Backward time: 3.2628, DDP time: 0.0038, Total iter time: 6.2108 [2020-11-08 15:37:42,366][root][INFO] - ===> Epoch[554](2773/5): Loss -0.7409, Sem 0.0778, dir -0.9713, norm 0.1526, swav 0.0000 LR: 4.826e-02 Score 97.309 Data time: 0.2431, Forward time: 2.3230, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 5.6770 [2020-11-08 15:37:48,072][root][INFO] - ===> Epoch[554](2774/5): Loss -0.7367, Sem 0.0786, dir -0.9699, norm 0.1546, swav 0.0000 LR: 4.824e-02 Score 97.295 Data time: 0.2382, Forward time: 2.3232, Backward time: 3.2621, DDP time: 0.0038, Total iter time: 5.5917 [2020-11-08 15:37:52,993][root][INFO] - ===> Epoch[554](2775/5): Loss -0.7509, Sem 0.0744, dir -0.9709, norm 0.1456, swav 0.0000 LR: 4.822e-02 Score 97.445 Data time: 0.1983, Forward time: 2.3231, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 4.7962 [2020-11-08 15:37:59,212][root][INFO] - ===> Epoch[555](2776/5): Loss -0.7574, Sem 0.0729, dir -0.9744, norm 0.1441, swav 0.0000 LR: 4.821e-02 Score 97.561 Data time: 0.2385, Forward time: 2.3229, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 6.1245 [2020-11-08 15:38:05,673][root][INFO] - ===> Epoch[555](2777/5): Loss -0.7316, Sem 0.0845, dir -0.9678, norm 0.1516, swav 0.0000 LR: 4.819e-02 Score 97.152 Data time: 0.2629, Forward time: 2.3234, Backward time: 3.2616, DDP time: 0.0038, Total iter time: 6.3535 [2020-11-08 15:38:11,779][root][INFO] - ===> Epoch[555](2778/5): Loss -0.7376, Sem 0.0818, dir -0.9700, norm 0.1506, swav 0.0000 LR: 4.817e-02 Score 97.137 Data time: 0.1908, Forward time: 2.3232, Backward time: 3.2619, DDP time: 0.0038, Total iter time: 5.9874 [2020-11-08 15:38:17,084][root][INFO] - ===> Epoch[555](2779/5): Loss -0.7494, Sem 0.0762, dir -0.9718, norm 0.1462, swav 0.0000 LR: 4.815e-02 Score 97.326 Data time: 0.2271, Forward time: 2.3233, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 5.2194 [2020-11-08 15:38:22,635][root][INFO] - ===> Epoch[555](2780/5): Loss -0.7405, Sem 0.0827, dir -0.9731, norm 0.1499, swav 0.0000 LR: 4.813e-02 Score 97.143 Data time: 0.2092, Forward time: 2.3232, Backward time: 3.2611, DDP time: 0.0038, Total iter time: 5.4391 [2020-11-08 15:38:27,865][root][INFO] - ===> Epoch[556](2781/5): Loss -0.7240, Sem 0.0833, dir -0.9706, norm 0.1633, swav 0.0000 LR: 4.811e-02 Score 97.220 Data time: 0.2532, Forward time: 2.3234, Backward time: 3.2603, DDP time: 0.0038, Total iter time: 5.1225 [2020-11-08 15:38:34,114][root][INFO] - ===> Epoch[556](2782/5): Loss -0.7526, Sem 0.0810, dir -0.9738, norm 0.1402, swav 0.0000 LR: 4.809e-02 Score 97.173 Data time: 0.1956, Forward time: 2.3233, Backward time: 3.2606, DDP time: 0.0038, Total iter time: 6.1369 [2020-11-08 15:38:39,913][root][INFO] - ===> Epoch[556](2783/5): Loss -0.7602, Sem 0.0714, dir -0.9717, norm 0.1401, swav 0.0000 LR: 4.807e-02 Score 97.500 Data time: 0.1789, Forward time: 2.3229, Backward time: 3.2608, DDP time: 0.0038, Total iter time: 5.6704 [2020-11-08 15:38:45,538][root][INFO] - ===> Epoch[556](2784/5): Loss -0.7154, Sem 0.0925, dir -0.9705, norm 0.1626, swav 0.0000 LR: 4.805e-02 Score 96.888 Data time: 0.2574, Forward time: 2.3231, Backward time: 3.2604, DDP time: 0.0038, Total iter time: 5.5369 [2020-11-08 15:38:51,138][root][INFO] - ===> Epoch[556](2785/5): Loss -0.7449, Sem 0.0737, dir -0.9720, norm 0.1535, swav 0.0000 LR: 4.803e-02 Score 97.436 Data time: 0.2571, Forward time: 2.3235, Backward time: 3.2597, DDP time: 0.0038, Total iter time: 5.4633 [2020-11-08 15:38:57,109][root][INFO] - ===> Epoch[557](2786/5): Loss -0.7362, Sem 0.0828, dir -0.9738, norm 0.1547, swav 0.0000 LR: 4.801e-02 Score 97.109 Data time: 0.1922, Forward time: 2.3234, Backward time: 3.2598, DDP time: 0.0038, Total iter time: 5.8666 [2020-11-08 15:39:03,905][root][INFO] - ===> Epoch[557](2787/5): Loss -0.7718, Sem 0.0645, dir -0.9699, norm 0.1336, swav 0.0000 LR: 4.799e-02 Score 97.778 Data time: 0.1228, Forward time: 2.3226, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 6.6802 [2020-11-08 15:39:09,823][root][INFO] - ===> Epoch[557](2788/5): Loss -0.7331, Sem 0.0830, dir -0.9695, norm 0.1534, swav 0.0000 LR: 4.797e-02 Score 97.112 Data time: 0.1939, Forward time: 2.3227, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 5.8818 [2020-11-08 15:39:16,005][root][INFO] - ===> Epoch[557](2789/5): Loss -0.7314, Sem 0.0791, dir -0.9685, norm 0.1580, swav 0.0000 LR: 4.795e-02 Score 97.266 Data time: 0.1662, Forward time: 2.3222, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 6.0673 [2020-11-08 15:39:21,180][root][INFO] - ===> Epoch[557](2790/5): Loss -0.7079, Sem 0.0905, dir -0.9676, norm 0.1692, swav 0.0000 LR: 4.793e-02 Score 96.969 Data time: 0.1929, Forward time: 2.3220, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 5.0646 [2020-11-08 15:39:28,030][root][INFO] - ===> Epoch[558](2791/5): Loss -0.7447, Sem 0.0758, dir -0.9737, norm 0.1533, swav 0.0000 LR: 4.791e-02 Score 97.386 Data time: 0.1861, Forward time: 2.3219, Backward time: 3.2623, DDP time: 0.0038, Total iter time: 6.7307 [2020-11-08 15:39:34,214][root][INFO] - ===> Epoch[558](2792/5): Loss -0.7406, Sem 0.0774, dir -0.9725, norm 0.1545, swav 0.0000 LR: 4.789e-02 Score 97.334 Data time: 0.1687, Forward time: 2.3214, Backward time: 3.2629, DDP time: 0.0038, Total iter time: 6.0563 [2020-11-08 15:39:41,808][root][INFO] - ===> Epoch[558](2793/5): Loss -0.7289, Sem 0.0808, dir -0.9678, norm 0.1580, swav 0.0000 LR: 4.787e-02 Score 97.213 Data time: 0.2814, Forward time: 2.3218, Backward time: 3.2636, DDP time: 0.0038, Total iter time: 7.5115 [2020-11-08 15:39:46,236][root][INFO] - ===> Epoch[558](2794/5): Loss -0.7506, Sem 0.0776, dir -0.9715, norm 0.1434, swav 0.0000 LR: 4.785e-02 Score 97.282 Data time: 0.2024, Forward time: 2.3217, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 4.2666 [2020-11-08 15:39:51,503][root][INFO] - ===> Epoch[558](2795/5): Loss -0.7269, Sem 0.0800, dir -0.9663, norm 0.1594, swav 0.0000 LR: 4.783e-02 Score 97.245 Data time: 0.2006, Forward time: 2.3213, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 5.1696 [2020-11-08 15:39:56,288][root][INFO] - ===> Epoch[559](2796/5): Loss -0.7137, Sem 0.0846, dir -0.9616, norm 0.1633, swav 0.0000 LR: 4.781e-02 Score 97.069 Data time: 0.1732, Forward time: 2.3209, Backward time: 3.2619, DDP time: 0.0038, Total iter time: 4.6759 [2020-11-08 15:40:01,847][root][INFO] - ===> Epoch[559](2797/5): Loss -0.7362, Sem 0.0813, dir -0.9694, norm 0.1518, swav 0.0000 LR: 4.780e-02 Score 97.155 Data time: 0.2479, Forward time: 2.3212, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.4672 [2020-11-08 15:40:08,264][root][INFO] - ===> Epoch[559](2798/5): Loss -0.7543, Sem 0.0729, dir -0.9717, norm 0.1444, swav 0.0000 LR: 4.778e-02 Score 97.476 Data time: 0.2137, Forward time: 2.3212, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 6.2816 [2020-11-08 15:40:14,423][root][INFO] - ===> Epoch[559](2799/5): Loss -0.7452, Sem 0.0709, dir -0.9717, norm 0.1556, swav 0.0000 LR: 4.776e-02 Score 97.543 Data time: 0.1848, Forward time: 2.3211, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 6.0501 [2020-11-08 15:40:20,151][root][INFO] - ===> Epoch[559](2800/5): Loss -0.7098, Sem 0.0843, dir -0.9683, norm 0.1741, swav 0.0000 LR: 4.774e-02 Score 97.059 Data time: 0.1741, Forward time: 2.3207, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 5.6070 [2020-11-08 15:40:25,533][root][INFO] - ===> Epoch[560](2801/5): Loss -0.7343, Sem 0.0788, dir -0.9699, norm 0.1569, swav 0.0000 LR: 4.772e-02 Score 97.232 Data time: 0.2217, Forward time: 2.3208, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 5.2781 [2020-11-08 15:40:31,311][root][INFO] - ===> Epoch[560](2802/5): Loss -0.7185, Sem 0.0793, dir -0.9686, norm 0.1708, swav 0.0000 LR: 4.770e-02 Score 97.237 Data time: 0.2098, Forward time: 2.3208, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 5.6627 [2020-11-08 15:40:36,917][root][INFO] - ===> Epoch[560](2803/5): Loss -0.7366, Sem 0.0903, dir -0.9731, norm 0.1462, swav 0.0000 LR: 4.768e-02 Score 96.912 Data time: 0.2081, Forward time: 2.3207, Backward time: 3.2611, DDP time: 0.0038, Total iter time: 5.4871 [2020-11-08 15:40:43,764][root][INFO] - ===> Epoch[560](2804/5): Loss -0.7285, Sem 0.0808, dir -0.9677, norm 0.1585, swav 0.0000 LR: 4.766e-02 Score 97.211 Data time: 0.3009, Forward time: 2.3216, Backward time: 3.2609, DDP time: 0.0038, Total iter time: 6.7271 [2020-11-08 15:40:50,399][root][INFO] - ===> Epoch[560](2805/5): Loss -0.7234, Sem 0.0824, dir -0.9672, norm 0.1614, swav 0.0000 LR: 4.764e-02 Score 97.202 Data time: 0.1873, Forward time: 2.3214, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 6.5001 [2020-11-08 15:40:55,607][root][INFO] - ===> Epoch[561](2806/5): Loss -0.7331, Sem 0.0835, dir -0.9691, norm 0.1525, swav 0.0000 LR: 4.762e-02 Score 97.099 Data time: 0.2297, Forward time: 2.3216, Backward time: 3.2608, DDP time: 0.0038, Total iter time: 5.0675 [2020-11-08 15:41:00,967][root][INFO] - ===> Epoch[561](2807/5): Loss -0.7123, Sem 0.0897, dir -0.9647, norm 0.1627, swav 0.0000 LR: 4.760e-02 Score 96.977 Data time: 0.1521, Forward time: 2.3211, Backward time: 3.2608, DDP time: 0.0038, Total iter time: 5.2518 [2020-11-08 15:41:08,519][root][INFO] - ===> Epoch[561](2808/5): Loss -0.7393, Sem 0.0769, dir -0.9732, norm 0.1570, swav 0.0000 LR: 4.758e-02 Score 97.332 Data time: 0.2321, Forward time: 2.3212, Backward time: 3.2619, DDP time: 0.0038, Total iter time: 7.4333 [2020-11-08 15:41:15,384][root][INFO] - ===> Epoch[561](2809/5): Loss -0.7333, Sem 0.0826, dir -0.9678, norm 0.1518, swav 0.0000 LR: 4.756e-02 Score 97.096 Data time: 0.2209, Forward time: 2.3213, Backward time: 3.2623, DDP time: 0.0038, Total iter time: 6.7362 [2020-11-08 15:41:21,985][root][INFO] - ===> Epoch[561](2810/5): Loss -0.7333, Sem 0.0753, dir -0.9682, norm 0.1596, swav 0.0000 LR: 4.754e-02 Score 97.454 Data time: 0.2344, Forward time: 2.3215, Backward time: 3.2626, DDP time: 0.0038, Total iter time: 6.4920 [2020-11-08 15:41:27,567][root][INFO] - ===> Epoch[562](2811/5): Loss -0.7342, Sem 0.0846, dir -0.9712, norm 0.1524, swav 0.0000 LR: 4.752e-02 Score 97.064 Data time: 0.2615, Forward time: 2.3218, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 5.4613 [2020-11-08 15:41:33,552][root][INFO] - ===> Epoch[562](2812/5): Loss -0.7494, Sem 0.0727, dir -0.9725, norm 0.1504, swav 0.0000 LR: 4.750e-02 Score 97.525 Data time: 0.2759, Forward time: 2.3224, Backward time: 3.2614, DDP time: 0.0038, Total iter time: 5.8639 [2020-11-08 15:41:40,076][root][INFO] - ===> Epoch[562](2813/5): Loss -0.7264, Sem 0.0831, dir -0.9696, norm 0.1602, swav 0.0000 LR: 4.748e-02 Score 97.079 Data time: 0.2069, Forward time: 2.3224, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 6.4075 [2020-11-08 15:41:45,672][root][INFO] - ===> Epoch[562](2814/5): Loss -0.7320, Sem 0.0785, dir -0.9681, norm 0.1576, swav 0.0000 LR: 4.746e-02 Score 97.250 Data time: 0.2676, Forward time: 2.3227, Backward time: 3.2611, DDP time: 0.0038, Total iter time: 5.4629 [2020-11-08 15:41:50,890][root][INFO] - ===> Epoch[562](2815/5): Loss -0.7483, Sem 0.0804, dir -0.9733, norm 0.1445, swav 0.0000 LR: 4.744e-02 Score 97.231 Data time: 0.1327, Forward time: 2.3221, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.1019 [2020-11-08 15:41:56,687][root][INFO] - ===> Epoch[563](2816/5): Loss -0.7454, Sem 0.0828, dir -0.9723, norm 0.1440, swav 0.0000 LR: 4.742e-02 Score 97.119 Data time: 0.1935, Forward time: 2.3220, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.7389 [2020-11-08 15:42:02,110][root][INFO] - ===> Epoch[563](2817/5): Loss -0.7488, Sem 0.0708, dir -0.9676, norm 0.1481, swav 0.0000 LR: 4.740e-02 Score 97.556 Data time: 0.2126, Forward time: 2.3216, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.3098 [2020-11-08 15:42:08,927][root][INFO] - ===> Epoch[563](2818/5): Loss -0.7055, Sem 0.0883, dir -0.9635, norm 0.1697, swav 0.0000 LR: 4.738e-02 Score 97.042 Data time: 0.3429, Forward time: 2.3224, Backward time: 3.2610, DDP time: 0.0038, Total iter time: 6.7182 [2020-11-08 15:42:14,457][root][INFO] - ===> Epoch[563](2819/5): Loss -0.7572, Sem 0.0685, dir -0.9740, norm 0.1483, swav 0.0000 LR: 4.737e-02 Score 97.642 Data time: 0.1800, Forward time: 2.3222, Backward time: 3.2608, DDP time: 0.0038, Total iter time: 5.3935 [2020-11-08 15:42:20,392][root][INFO] - ===> Epoch[563](2820/5): Loss -0.7356, Sem 0.0884, dir -0.9711, norm 0.1472, swav 0.0000 LR: 4.735e-02 Score 96.953 Data time: 0.2077, Forward time: 2.3221, Backward time: 3.2609, DDP time: 0.0038, Total iter time: 5.8256 [2020-11-08 15:42:26,909][root][INFO] - ===> Epoch[564](2821/5): Loss -0.7585, Sem 0.0773, dir -0.9707, norm 0.1349, swav 0.0000 LR: 4.733e-02 Score 97.333 Data time: 0.3085, Forward time: 2.3227, Backward time: 3.2607, DDP time: 0.0038, Total iter time: 6.4003 [2020-11-08 15:42:32,611][root][INFO] - ===> Epoch[564](2822/5): Loss -0.7307, Sem 0.0812, dir -0.9706, norm 0.1587, swav 0.0000 LR: 4.731e-02 Score 97.214 Data time: 0.1905, Forward time: 2.3225, Backward time: 3.2606, DDP time: 0.0038, Total iter time: 5.5589 [2020-11-08 15:42:38,042][root][INFO] - ===> Epoch[564](2823/5): Loss -0.7463, Sem 0.0797, dir -0.9737, norm 0.1477, swav 0.0000 LR: 4.729e-02 Score 97.349 Data time: 0.2017, Forward time: 2.3224, Backward time: 3.2603, DDP time: 0.0038, Total iter time: 5.3212 [2020-11-08 15:42:43,647][root][INFO] - ===> Epoch[564](2824/5): Loss -0.7580, Sem 0.0837, dir -0.9745, norm 0.1328, swav 0.0000 LR: 4.727e-02 Score 97.209 Data time: 0.2125, Forward time: 2.3226, Backward time: 3.2599, DDP time: 0.0038, Total iter time: 5.4817 [2020-11-08 15:42:49,104][root][INFO] - ===> Epoch[564](2825/5): Loss -0.7377, Sem 0.0808, dir -0.9731, norm 0.1546, swav 0.0000 LR: 4.725e-02 Score 97.134 Data time: 0.1779, Forward time: 2.3222, Backward time: 3.2598, DDP time: 0.0038, Total iter time: 5.3406 [2020-11-08 15:42:55,682][root][INFO] - ===> Epoch[565](2826/5): Loss -0.7480, Sem 0.0831, dir -0.9717, norm 0.1406, swav 0.0000 LR: 4.723e-02 Score 97.128 Data time: 0.1932, Forward time: 2.3218, Backward time: 3.2607, DDP time: 0.0038, Total iter time: 6.4783 [2020-11-08 15:43:01,347][root][INFO] - ===> Epoch[565](2827/5): Loss -0.7291, Sem 0.0729, dir -0.9686, norm 0.1666, swav 0.0000 LR: 4.721e-02 Score 97.481 Data time: 0.1411, Forward time: 2.3212, Backward time: 3.2610, DDP time: 0.0038, Total iter time: 5.5662 [2020-11-08 15:43:07,038][root][INFO] - ===> Epoch[565](2828/5): Loss -0.7479, Sem 0.0739, dir -0.9685, norm 0.1468, swav 0.0000 LR: 4.719e-02 Score 97.495 Data time: 0.2553, Forward time: 2.3217, Backward time: 3.2603, DDP time: 0.0038, Total iter time: 5.6059 [2020-11-08 15:43:12,685][root][INFO] - ===> Epoch[565](2829/5): Loss -0.7512, Sem 0.0751, dir -0.9722, norm 0.1459, swav 0.0000 LR: 4.717e-02 Score 97.345 Data time: 0.1536, Forward time: 2.3212, Backward time: 3.2606, DDP time: 0.0038, Total iter time: 5.5288 [2020-11-08 15:43:18,507][root][INFO] - ===> Epoch[565](2830/5): Loss -0.7578, Sem 0.0814, dir -0.9771, norm 0.1378, swav 0.0000 LR: 4.715e-02 Score 97.160 Data time: 0.2357, Forward time: 2.3213, Backward time: 3.2604, DDP time: 0.0038, Total iter time: 5.7164 [2020-11-08 15:43:25,572][root][INFO] - ===> Epoch[566](2831/5): Loss -0.7506, Sem 0.0776, dir -0.9748, norm 0.1466, swav 0.0000 LR: 4.713e-02 Score 97.236 Data time: 0.3290, Forward time: 2.3220, Backward time: 3.2604, DDP time: 0.0038, Total iter time: 6.9020 [2020-11-08 15:43:31,750][root][INFO] - ===> Epoch[566](2832/5): Loss -0.7511, Sem 0.0781, dir -0.9704, norm 0.1412, swav 0.0000 LR: 4.711e-02 Score 97.257 Data time: 0.1716, Forward time: 2.3218, Backward time: 3.2607, DDP time: 0.0038, Total iter time: 6.0185 [2020-11-08 15:43:37,387][root][INFO] - ===> Epoch[566](2833/5): Loss -0.7291, Sem 0.0799, dir -0.9673, norm 0.1583, swav 0.0000 LR: 4.709e-02 Score 97.309 Data time: 0.2617, Forward time: 2.3221, Backward time: 3.2601, DDP time: 0.0038, Total iter time: 5.5348 [2020-11-08 15:43:43,299][root][INFO] - ===> Epoch[566](2834/5): Loss -0.7197, Sem 0.0837, dir -0.9688, norm 0.1655, swav 0.0000 LR: 4.707e-02 Score 97.081 Data time: 0.1583, Forward time: 2.3218, Backward time: 3.2604, DDP time: 0.0038, Total iter time: 5.7943 [2020-11-08 15:43:48,910][root][INFO] - ===> Epoch[566](2835/5): Loss -0.7644, Sem 0.0712, dir -0.9743, norm 0.1387, swav 0.0000 LR: 4.705e-02 Score 97.560 Data time: 0.1666, Forward time: 2.3214, Backward time: 3.2605, DDP time: 0.0038, Total iter time: 5.5275 [2020-11-08 15:43:54,713][root][INFO] - ===> Epoch[567](2836/5): Loss -0.7692, Sem 0.0694, dir -0.9719, norm 0.1332, swav 0.0000 LR: 4.703e-02 Score 97.649 Data time: 0.1806, Forward time: 2.3211, Backward time: 3.2607, DDP time: 0.0038, Total iter time: 5.7144 [2020-11-08 15:44:00,583][root][INFO] - ===> Epoch[567](2837/5): Loss -0.7570, Sem 0.0786, dir -0.9739, norm 0.1384, swav 0.0000 LR: 4.701e-02 Score 97.158 Data time: 0.1587, Forward time: 2.3207, Backward time: 3.2611, DDP time: 0.0038, Total iter time: 5.7589 [2020-11-08 15:44:07,572][root][INFO] - ===> Epoch[567](2838/5): Loss -0.7482, Sem 0.0732, dir -0.9711, norm 0.1497, swav 0.0000 LR: 4.699e-02 Score 97.465 Data time: 0.1906, Forward time: 2.3205, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 6.9020 [2020-11-08 15:44:13,371][root][INFO] - ===> Epoch[567](2839/5): Loss -0.7315, Sem 0.0871, dir -0.9712, norm 0.1526, swav 0.0000 LR: 4.697e-02 Score 97.025 Data time: 0.1479, Forward time: 2.3201, Backward time: 3.2623, DDP time: 0.0038, Total iter time: 5.6933 [2020-11-08 15:44:18,765][root][INFO] - ===> Epoch[567](2840/5): Loss -0.7441, Sem 0.0728, dir -0.9714, norm 0.1544, swav 0.0000 LR: 4.695e-02 Score 97.473 Data time: 0.2414, Forward time: 2.3202, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 5.2934 [2020-11-08 15:44:25,076][root][INFO] - ===> Epoch[568](2841/5): Loss -0.7557, Sem 0.0794, dir -0.9722, norm 0.1371, swav 0.0000 LR: 4.693e-02 Score 97.257 Data time: 0.3084, Forward time: 2.3208, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 6.1644 [2020-11-08 15:44:31,224][root][INFO] - ===> Epoch[568](2842/5): Loss -0.7621, Sem 0.0769, dir -0.9730, norm 0.1340, swav 0.0000 LR: 4.692e-02 Score 97.244 Data time: 0.1573, Forward time: 2.3205, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 6.0048 [2020-11-08 15:44:36,023][root][INFO] - ===> Epoch[568](2843/5): Loss -0.7589, Sem 0.0682, dir -0.9769, norm 0.1497, swav 0.0000 LR: 4.690e-02 Score 97.688 Data time: 0.1652, Forward time: 2.3201, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 4.7197 [2020-11-08 15:44:41,299][root][INFO] - ===> Epoch[568](2844/5): Loss -0.7475, Sem 0.0724, dir -0.9706, norm 0.1507, swav 0.0000 LR: 4.688e-02 Score 97.499 Data time: 0.1642, Forward time: 2.3197, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 5.1844 [2020-11-08 15:44:48,319][root][INFO] - ===> Epoch[568](2845/5): Loss -0.7221, Sem 0.0831, dir -0.9679, norm 0.1627, swav 0.0000 LR: 4.686e-02 Score 97.171 Data time: 0.1593, Forward time: 2.3192, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 6.9422 [2020-11-08 15:44:54,306][root][INFO] - ===> Epoch[569](2846/5): Loss -0.7335, Sem 0.0797, dir -0.9713, norm 0.1582, swav 0.0000 LR: 4.684e-02 Score 97.212 Data time: 0.2113, Forward time: 2.3193, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 5.9158 [2020-11-08 15:44:59,236][root][INFO] - ===> Epoch[569](2847/5): Loss -0.7517, Sem 0.0788, dir -0.9734, norm 0.1429, swav 0.0000 LR: 4.682e-02 Score 97.226 Data time: 0.1487, Forward time: 2.3188, Backward time: 3.2621, DDP time: 0.0038, Total iter time: 4.8172 [2020-11-08 15:45:05,319][root][INFO] - ===> Epoch[569](2848/5): Loss -0.7605, Sem 0.0723, dir -0.9723, norm 0.1396, swav 0.0000 LR: 4.680e-02 Score 97.523 Data time: 0.2377, Forward time: 2.3189, Backward time: 3.2621, DDP time: 0.0038, Total iter time: 5.9998 [2020-11-08 15:45:12,099][root][INFO] - ===> Epoch[569](2849/5): Loss -0.7616, Sem 0.0775, dir -0.9727, norm 0.1335, swav 0.0000 LR: 4.678e-02 Score 97.213 Data time: 0.2459, Forward time: 2.3192, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 6.6546 [2020-11-08 15:45:18,653][root][INFO] - ===> Epoch[569](2850/5): Loss -0.7507, Sem 0.0767, dir -0.9717, norm 0.1442, swav 0.0000 LR: 4.676e-02 Score 97.357 Data time: 0.1871, Forward time: 2.3191, Backward time: 3.2629, DDP time: 0.0038, Total iter time: 6.4172 [2020-11-08 15:45:25,635][root][INFO] - ===> Epoch[570](2851/5): Loss -0.7504, Sem 0.0713, dir -0.9717, norm 0.1501, swav 0.0000 LR: 4.674e-02 Score 97.527 Data time: 0.2401, Forward time: 2.3189, Backward time: 3.2637, DDP time: 0.0038, Total iter time: 6.8497 [2020-11-08 15:45:31,674][root][INFO] - ===> Epoch[570](2852/5): Loss -0.7561, Sem 0.0788, dir -0.9722, norm 0.1373, swav 0.0000 LR: 4.672e-02 Score 97.290 Data time: 0.1910, Forward time: 2.3188, Backward time: 3.2639, DDP time: 0.0038, Total iter time: 5.9296 [2020-11-08 15:45:38,256][root][INFO] - ===> Epoch[570](2853/5): Loss -0.7545, Sem 0.0751, dir -0.9722, norm 0.1426, swav 0.0000 LR: 4.670e-02 Score 97.468 Data time: 0.1449, Forward time: 2.3183, Backward time: 3.2648, DDP time: 0.0038, Total iter time: 6.4714 [2020-11-08 15:45:43,508][root][INFO] - ===> Epoch[570](2854/5): Loss -0.7570, Sem 0.0731, dir -0.9715, norm 0.1413, swav 0.0000 LR: 4.668e-02 Score 97.425 Data time: 0.1488, Forward time: 2.3176, Backward time: 3.2650, DDP time: 0.0038, Total iter time: 5.1657 [2020-11-08 15:45:50,252][root][INFO] - ===> Epoch[570](2855/5): Loss -0.7454, Sem 0.0729, dir -0.9704, norm 0.1521, swav 0.0000 LR: 4.666e-02 Score 97.432 Data time: 0.3094, Forward time: 2.3183, Backward time: 3.2648, DDP time: 0.0038, Total iter time: 6.6538 [2020-11-08 15:45:55,633][root][INFO] - ===> Epoch[571](2856/5): Loss -0.7592, Sem 0.0690, dir -0.9719, norm 0.1437, swav 0.0000 LR: 4.664e-02 Score 97.571 Data time: 0.2032, Forward time: 2.3184, Backward time: 3.2643, DDP time: 0.0038, Total iter time: 5.2592 [2020-11-08 15:46:01,715][root][INFO] - ===> Epoch[571](2857/5): Loss -0.7281, Sem 0.0750, dir -0.9706, norm 0.1674, swav 0.0000 LR: 4.662e-02 Score 97.432 Data time: 0.1363, Forward time: 2.3178, Backward time: 3.2650, DDP time: 0.0038, Total iter time: 5.9626 [2020-11-08 15:46:08,080][root][INFO] - ===> Epoch[571](2858/5): Loss -0.7570, Sem 0.0750, dir -0.9732, norm 0.1412, swav 0.0000 LR: 4.660e-02 Score 97.313 Data time: 0.2320, Forward time: 2.3176, Backward time: 3.2654, DDP time: 0.0038, Total iter time: 6.2928 [2020-11-08 15:46:14,123][root][INFO] - ===> Epoch[571](2859/5): Loss -0.7389, Sem 0.0859, dir -0.9724, norm 0.1476, swav 0.0000 LR: 4.658e-02 Score 97.081 Data time: 0.1732, Forward time: 2.3174, Backward time: 3.2657, DDP time: 0.0038, Total iter time: 5.9325 [2020-11-08 15:46:18,655][root][INFO] - ===> Epoch[571](2860/5): Loss -0.7545, Sem 0.0770, dir -0.9704, norm 0.1390, swav 0.0000 LR: 4.656e-02 Score 97.317 Data time: 0.1584, Forward time: 2.3169, Backward time: 3.2651, DDP time: 0.0038, Total iter time: 4.4242 [2020-11-08 15:46:25,948][root][INFO] - ===> Epoch[572](2861/5): Loss -0.7560, Sem 0.0743, dir -0.9701, norm 0.1398, swav 0.0000 LR: 4.654e-02 Score 97.414 Data time: 0.1587, Forward time: 2.3164, Backward time: 3.2666, DDP time: 0.0038, Total iter time: 7.1994 [2020-11-08 15:46:32,273][root][INFO] - ===> Epoch[572](2862/5): Loss -0.7458, Sem 0.0739, dir -0.9738, norm 0.1540, swav 0.0000 LR: 4.652e-02 Score 97.454 Data time: 0.1847, Forward time: 2.3163, Backward time: 3.2670, DDP time: 0.0038, Total iter time: 6.2648 [2020-11-08 15:46:37,817][root][INFO] - ===> Epoch[572](2863/5): Loss -0.7506, Sem 0.0772, dir -0.9748, norm 0.1470, swav 0.0000 LR: 4.650e-02 Score 97.414 Data time: 0.2192, Forward time: 2.3163, Backward time: 3.2666, DDP time: 0.0038, Total iter time: 5.4469 [2020-11-08 15:46:44,811][root][INFO] - ===> Epoch[572](2864/5): Loss -0.7486, Sem 0.0778, dir -0.9725, norm 0.1460, swav 0.0000 LR: 4.648e-02 Score 97.296 Data time: 0.2367, Forward time: 2.3167, Backward time: 3.2670, DDP time: 0.0038, Total iter time: 6.8854 [2020-11-08 15:46:50,802][root][INFO] - ===> Epoch[572](2865/5): Loss -0.7565, Sem 0.0816, dir -0.9724, norm 0.1343, swav 0.0000 LR: 4.646e-02 Score 97.102 Data time: 0.1567, Forward time: 2.3162, Backward time: 3.2674, DDP time: 0.0038, Total iter time: 5.8652 [2020-11-08 15:46:56,671][root][INFO] - ===> Epoch[573](2866/5): Loss -0.7619, Sem 0.0744, dir -0.9779, norm 0.1416, swav 0.0000 LR: 4.645e-02 Score 97.396 Data time: 0.2386, Forward time: 2.3166, Backward time: 3.2671, DDP time: 0.0038, Total iter time: 5.7741 [2020-11-08 15:47:02,270][root][INFO] - ===> Epoch[573](2867/5): Loss -0.7501, Sem 0.0752, dir -0.9711, norm 0.1458, swav 0.0000 LR: 4.643e-02 Score 97.378 Data time: 0.1878, Forward time: 2.3164, Backward time: 3.2669, DDP time: 0.0038, Total iter time: 5.4427 [2020-11-08 15:47:07,236][root][INFO] - ===> Epoch[573](2868/5): Loss -0.7248, Sem 0.0908, dir -0.9709, norm 0.1552, swav 0.0000 LR: 4.641e-02 Score 96.966 Data time: 0.1881, Forward time: 2.3163, Backward time: 3.2664, DDP time: 0.0038, Total iter time: 4.8450 [2020-11-08 15:47:12,932][root][INFO] - ===> Epoch[573](2869/5): Loss -0.7448, Sem 0.0733, dir -0.9683, norm 0.1503, swav 0.0000 LR: 4.639e-02 Score 97.403 Data time: 0.2320, Forward time: 2.3164, Backward time: 3.2660, DDP time: 0.0038, Total iter time: 5.5784 [2020-11-08 15:47:18,512][root][INFO] - ===> Epoch[573](2870/5): Loss -0.7581, Sem 0.0787, dir -0.9729, norm 0.1360, swav 0.0000 LR: 4.637e-02 Score 97.296 Data time: 0.2835, Forward time: 2.3168, Backward time: 3.2653, DDP time: 0.0038, Total iter time: 5.4527 [2020-11-08 15:47:24,753][root][INFO] - ===> Epoch[574](2871/5): Loss -0.7472, Sem 0.0769, dir -0.9688, norm 0.1448, swav 0.0000 LR: 4.635e-02 Score 97.322 Data time: 0.2834, Forward time: 2.3174, Backward time: 3.2649, DDP time: 0.0038, Total iter time: 6.1360 [2020-11-08 15:47:31,077][root][INFO] - ===> Epoch[574](2872/5): Loss -0.7610, Sem 0.0756, dir -0.9747, norm 0.1381, swav 0.0000 LR: 4.633e-02 Score 97.284 Data time: 0.2997, Forward time: 2.3180, Backward time: 3.2645, DDP time: 0.0038, Total iter time: 6.2107 [2020-11-08 15:47:37,062][root][INFO] - ===> Epoch[574](2873/5): Loss -0.7509, Sem 0.0803, dir -0.9732, norm 0.1420, swav 0.0000 LR: 4.631e-02 Score 97.199 Data time: 0.2409, Forward time: 2.3181, Backward time: 3.2643, DDP time: 0.0038, Total iter time: 5.8454 [2020-11-08 15:47:43,202][root][INFO] - ===> Epoch[574](2874/5): Loss -0.7467, Sem 0.0813, dir -0.9722, norm 0.1442, swav 0.0000 LR: 4.629e-02 Score 97.172 Data time: 0.2882, Forward time: 2.3186, Backward time: 3.2639, DDP time: 0.0038, Total iter time: 6.0298 [2020-11-08 15:47:49,168][root][INFO] - ===> Epoch[574](2875/5): Loss -0.7410, Sem 0.0807, dir -0.9724, norm 0.1506, swav 0.0000 LR: 4.627e-02 Score 97.287 Data time: 0.1699, Forward time: 2.3183, Backward time: 3.2642, DDP time: 0.0038, Total iter time: 5.8421 [2020-11-08 15:47:54,879][root][INFO] - ===> Epoch[575](2876/5): Loss -0.7456, Sem 0.0759, dir -0.9702, norm 0.1487, swav 0.0000 LR: 4.625e-02 Score 97.317 Data time: 0.2193, Forward time: 2.3183, Backward time: 3.2640, DDP time: 0.0038, Total iter time: 5.6162 [2020-11-08 15:48:00,076][root][INFO] - ===> Epoch[575](2877/5): Loss -0.7479, Sem 0.0768, dir -0.9725, norm 0.1478, swav 0.0000 LR: 4.623e-02 Score 97.366 Data time: 0.2335, Forward time: 2.3185, Backward time: 3.2633, DDP time: 0.0038, Total iter time: 5.0698 [2020-11-08 15:48:05,710][root][INFO] - ===> Epoch[575](2878/5): Loss -0.7443, Sem 0.0780, dir -0.9750, norm 0.1527, swav 0.0000 LR: 4.621e-02 Score 97.168 Data time: 0.1734, Forward time: 2.3182, Backward time: 3.2633, DDP time: 0.0038, Total iter time: 5.5025 [2020-11-08 15:48:10,952][root][INFO] - ===> Epoch[575](2879/5): Loss -0.7585, Sem 0.0714, dir -0.9718, norm 0.1418, swav 0.0000 LR: 4.619e-02 Score 97.538 Data time: 0.1851, Forward time: 2.3179, Backward time: 3.2630, DDP time: 0.0038, Total iter time: 5.1381 [2020-11-08 15:48:17,141][root][INFO] - ===> Epoch[575](2880/5): Loss -0.7384, Sem 0.0764, dir -0.9687, norm 0.1539, swav 0.0000 LR: 4.617e-02 Score 97.342 Data time: 0.1847, Forward time: 2.3177, Backward time: 3.2633, DDP time: 0.0038, Total iter time: 6.0786 [2020-11-08 15:48:25,756][root][INFO] - ===> Epoch[576](2881/5): Loss -0.7493, Sem 0.0778, dir -0.9742, norm 0.1471, swav 0.0000 LR: 4.615e-02 Score 97.256 Data time: 0.1728, Forward time: 2.3173, Backward time: 3.2656, DDP time: 0.0038, Total iter time: 8.5032 [2020-11-08 15:48:31,538][root][INFO] - ===> Epoch[576](2882/5): Loss -0.7345, Sem 0.0824, dir -0.9662, norm 0.1492, swav 0.0000 LR: 4.613e-02 Score 97.155 Data time: 0.2210, Forward time: 2.3174, Backward time: 3.2654, DDP time: 0.0038, Total iter time: 5.6870 [2020-11-08 15:48:38,125][root][INFO] - ===> Epoch[576](2883/5): Loss -0.7190, Sem 0.0756, dir -0.9693, norm 0.1746, swav 0.0000 LR: 4.611e-02 Score 97.427 Data time: 0.1412, Forward time: 2.3170, Backward time: 3.2663, DDP time: 0.0038, Total iter time: 6.4714 [2020-11-08 15:48:43,308][root][INFO] - ===> Epoch[576](2884/5): Loss -0.7601, Sem 0.0775, dir -0.9754, norm 0.1378, swav 0.0000 LR: 4.609e-02 Score 97.334 Data time: 0.1827, Forward time: 2.3167, Backward time: 3.2659, DDP time: 0.0038, Total iter time: 5.0770 [2020-11-08 15:48:50,127][root][INFO] - ===> Epoch[576](2885/5): Loss -0.7585, Sem 0.0735, dir -0.9726, norm 0.1407, swav 0.0000 LR: 4.607e-02 Score 97.379 Data time: 0.2046, Forward time: 2.3167, Backward time: 3.2666, DDP time: 0.0038, Total iter time: 6.6963 [2020-11-08 15:48:55,394][root][INFO] - ===> Epoch[577](2886/5): Loss -0.7315, Sem 0.0763, dir -0.9747, norm 0.1670, swav 0.0000 LR: 4.605e-02 Score 97.265 Data time: 0.1949, Forward time: 2.3165, Backward time: 3.2662, DDP time: 0.0038, Total iter time: 5.1571 [2020-11-08 15:49:02,534][root][INFO] - ===> Epoch[577](2887/5): Loss -0.7267, Sem 0.0861, dir -0.9672, norm 0.1544, swav 0.0000 LR: 4.603e-02 Score 97.047 Data time: 0.2894, Forward time: 2.3169, Backward time: 3.2666, DDP time: 0.0038, Total iter time: 7.0150 [2020-11-08 15:49:08,723][root][INFO] - ===> Epoch[577](2888/5): Loss -0.7479, Sem 0.0819, dir -0.9727, norm 0.1429, swav 0.0000 LR: 4.601e-02 Score 97.197 Data time: 0.2086, Forward time: 2.3169, Backward time: 3.2667, DDP time: 0.0038, Total iter time: 6.0446 [2020-11-08 15:49:14,117][root][INFO] - ===> Epoch[577](2889/5): Loss -0.7522, Sem 0.0770, dir -0.9699, norm 0.1407, swav 0.0000 LR: 4.599e-02 Score 97.332 Data time: 0.1795, Forward time: 2.3167, Backward time: 3.2665, DDP time: 0.0038, Total iter time: 5.2708 [2020-11-08 15:49:20,579][root][INFO] - ===> Epoch[577](2890/5): Loss -0.7520, Sem 0.0638, dir -0.9724, norm 0.1566, swav 0.0000 LR: 4.597e-02 Score 97.786 Data time: 0.2553, Forward time: 2.3167, Backward time: 3.2668, DDP time: 0.0038, Total iter time: 6.3519 [2020-11-08 15:49:26,778][root][INFO] - ===> Epoch[578](2891/5): Loss -0.7453, Sem 0.0765, dir -0.9689, norm 0.1472, swav 0.0000 LR: 4.595e-02 Score 97.321 Data time: 0.2319, Forward time: 2.3166, Backward time: 3.2670, DDP time: 0.0038, Total iter time: 6.0855 [2020-11-08 15:49:31,913][root][INFO] - ===> Epoch[578](2892/5): Loss -0.7306, Sem 0.0825, dir -0.9702, norm 0.1571, swav 0.0000 LR: 4.594e-02 Score 97.198 Data time: 0.2315, Forward time: 2.3166, Backward time: 3.2664, DDP time: 0.0038, Total iter time: 5.0176 [2020-11-08 15:49:37,119][root][INFO] - ===> Epoch[578](2893/5): Loss -0.7547, Sem 0.0781, dir -0.9702, norm 0.1374, swav 0.0000 LR: 4.592e-02 Score 97.228 Data time: 0.2386, Forward time: 2.3168, Backward time: 3.2657, DDP time: 0.0038, Total iter time: 5.0870 [2020-11-08 15:49:42,581][root][INFO] - ===> Epoch[578](2894/5): Loss -0.7471, Sem 0.0790, dir -0.9758, norm 0.1497, swav 0.0000 LR: 4.590e-02 Score 97.282 Data time: 0.2352, Forward time: 2.3171, Backward time: 3.2651, DDP time: 0.0038, Total iter time: 5.3445 [2020-11-08 15:49:48,034][root][INFO] - ===> Epoch[578](2895/5): Loss -0.7344, Sem 0.0791, dir -0.9704, norm 0.1569, swav 0.0000 LR: 4.588e-02 Score 97.260 Data time: 0.2578, Forward time: 2.3174, Backward time: 3.2643, DDP time: 0.0038, Total iter time: 5.3209 [2020-11-08 15:49:53,701][root][INFO] - ===> Epoch[579](2896/5): Loss -0.7577, Sem 0.0723, dir -0.9735, norm 0.1435, swav 0.0000 LR: 4.586e-02 Score 97.485 Data time: 0.2265, Forward time: 2.3175, Backward time: 3.2640, DDP time: 0.0038, Total iter time: 5.5559 [2020-11-08 15:49:58,733][root][INFO] - ===> Epoch[579](2897/5): Loss -0.7497, Sem 0.0674, dir -0.9668, norm 0.1497, swav 0.0000 LR: 4.584e-02 Score 97.649 Data time: 0.1982, Forward time: 2.3174, Backward time: 3.2634, DDP time: 0.0038, Total iter time: 4.9323 [2020-11-08 15:50:04,653][root][INFO] - ===> Epoch[579](2898/5): Loss -0.7551, Sem 0.0792, dir -0.9733, norm 0.1390, swav 0.0000 LR: 4.582e-02 Score 97.173 Data time: 0.1818, Forward time: 2.3173, Backward time: 3.2635, DDP time: 0.0038, Total iter time: 5.8145 [2020-11-08 15:50:10,630][root][INFO] - ===> Epoch[579](2899/5): Loss -0.7178, Sem 0.0846, dir -0.9661, norm 0.1637, swav 0.0000 LR: 4.580e-02 Score 97.039 Data time: 0.1558, Forward time: 2.3170, Backward time: 3.2639, DDP time: 0.0038, Total iter time: 5.8857 [2020-11-08 15:50:16,297][root][INFO] - ===> Epoch[579](2900/5): Loss -0.7240, Sem 0.0905, dir -0.9713, norm 0.1568, swav 0.0000 LR: 4.578e-02 Score 97.032 Data time: 0.1480, Forward time: 2.3164, Backward time: 3.2643, DDP time: 0.0038, Total iter time: 5.5806 [2020-11-08 15:50:21,111][root][INFO] - ===> Epoch[580](2901/5): Loss -0.7271, Sem 0.0760, dir -0.9657, norm 0.1626, swav 0.0000 LR: 4.576e-02 Score 97.408 Data time: 0.2281, Forward time: 2.3164, Backward time: 3.2634, DDP time: 0.0038, Total iter time: 4.7154 [2020-11-08 15:50:26,242][root][INFO] - ===> Epoch[580](2902/5): Loss -0.7639, Sem 0.0757, dir -0.9765, norm 0.1369, swav 0.0000 LR: 4.574e-02 Score 97.331 Data time: 0.2436, Forward time: 2.3166, Backward time: 3.2626, DDP time: 0.0038, Total iter time: 5.0276 [2020-11-08 15:50:32,751][root][INFO] - ===> Epoch[580](2903/5): Loss -0.7233, Sem 0.0798, dir -0.9691, norm 0.1660, swav 0.0000 LR: 4.572e-02 Score 97.178 Data time: 0.1985, Forward time: 2.3165, Backward time: 3.2630, DDP time: 0.0038, Total iter time: 6.3912 [2020-11-08 15:50:40,301][root][INFO] - ===> Epoch[580](2904/5): Loss -0.7264, Sem 0.0827, dir -0.9675, norm 0.1584, swav 0.0000 LR: 4.570e-02 Score 97.208 Data time: 0.1837, Forward time: 2.3163, Backward time: 3.2643, DDP time: 0.0038, Total iter time: 7.4365 [2020-11-08 15:50:45,969][root][INFO] - ===> Epoch[580](2905/5): Loss -0.7443, Sem 0.0795, dir -0.9711, norm 0.1473, swav 0.0000 LR: 4.568e-02 Score 97.215 Data time: 0.1747, Forward time: 2.3159, Backward time: 3.2645, DDP time: 0.0038, Total iter time: 5.5641 [2020-11-08 15:50:52,555][root][INFO] - ===> Epoch[581](2906/5): Loss -0.7323, Sem 0.0733, dir -0.9725, norm 0.1669, swav 0.0000 LR: 4.566e-02 Score 97.561 Data time: 0.3160, Forward time: 2.3166, Backward time: 3.2642, DDP time: 0.0038, Total iter time: 6.5009 [2020-11-08 15:50:58,087][root][INFO] - ===> Epoch[581](2907/5): Loss -0.7533, Sem 0.0764, dir -0.9732, norm 0.1436, swav 0.0000 LR: 4.564e-02 Score 97.382 Data time: 0.1940, Forward time: 2.3165, Backward time: 3.2640, DDP time: 0.0038, Total iter time: 5.4197 [2020-11-08 15:51:03,174][root][INFO] - ===> Epoch[581](2908/5): Loss -0.7436, Sem 0.0834, dir -0.9707, norm 0.1437, swav 0.0000 LR: 4.562e-02 Score 97.076 Data time: 0.2392, Forward time: 2.3166, Backward time: 3.2633, DDP time: 0.0038, Total iter time: 4.9586 [2020-11-08 15:51:09,216][root][INFO] - ===> Epoch[581](2909/5): Loss -0.7677, Sem 0.0746, dir -0.9730, norm 0.1306, swav 0.0000 LR: 4.560e-02 Score 97.371 Data time: 0.2096, Forward time: 2.3166, Backward time: 3.2632, DDP time: 0.0038, Total iter time: 5.9116 [2020-11-08 15:51:14,809][root][INFO] - ===> Epoch[581](2910/5): Loss -0.7544, Sem 0.0819, dir -0.9683, norm 0.1320, swav 0.0000 LR: 4.558e-02 Score 97.197 Data time: 0.1499, Forward time: 2.3161, Backward time: 3.2635, DDP time: 0.0038, Total iter time: 5.4728 [2020-11-08 15:51:20,511][root][INFO] - ===> Epoch[582](2911/5): Loss -0.7327, Sem 0.0841, dir -0.9729, norm 0.1561, swav 0.0000 LR: 4.556e-02 Score 97.149 Data time: 0.2280, Forward time: 2.3163, Backward time: 3.2632, DDP time: 0.0038, Total iter time: 5.6253 [2020-11-08 15:51:26,089][root][INFO] - ===> Epoch[582](2912/5): Loss -0.7559, Sem 0.0811, dir -0.9724, norm 0.1355, swav 0.0000 LR: 4.554e-02 Score 97.134 Data time: 0.2198, Forward time: 2.3162, Backward time: 3.2630, DDP time: 0.0038, Total iter time: 5.4621 [2020-11-08 15:51:32,315][root][INFO] - ===> Epoch[582](2913/5): Loss -0.7326, Sem 0.0819, dir -0.9716, norm 0.1571, swav 0.0000 LR: 4.552e-02 Score 97.286 Data time: 0.2508, Forward time: 2.3166, Backward time: 3.2627, DDP time: 0.0038, Total iter time: 6.0933 [2020-11-08 15:51:38,226][root][INFO] - ===> Epoch[582](2914/5): Loss -0.7540, Sem 0.0754, dir -0.9732, norm 0.1439, swav 0.0000 LR: 4.550e-02 Score 97.406 Data time: 0.2268, Forward time: 2.3168, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 5.7688 [2020-11-08 15:51:43,583][root][INFO] - ===> Epoch[582](2915/5): Loss -0.7560, Sem 0.0756, dir -0.9684, norm 0.1368, swav 0.0000 LR: 4.548e-02 Score 97.382 Data time: 0.1202, Forward time: 2.3160, Backward time: 3.2629, DDP time: 0.0038, Total iter time: 5.2385 [2020-11-08 15:51:49,713][root][INFO] - ===> Epoch[583](2916/5): Loss -0.7312, Sem 0.0855, dir -0.9700, norm 0.1533, swav 0.0000 LR: 4.546e-02 Score 97.017 Data time: 0.2607, Forward time: 2.3164, Backward time: 3.2627, DDP time: 0.0038, Total iter time: 6.0597 [2020-11-08 15:51:57,220][root][INFO] - ===> Epoch[583](2917/5): Loss -0.7546, Sem 0.0790, dir -0.9754, norm 0.1418, swav 0.0000 LR: 4.544e-02 Score 97.489 Data time: 0.1676, Forward time: 2.3161, Backward time: 3.2640, DDP time: 0.0038, Total iter time: 7.3702 [2020-11-08 15:52:02,216][root][INFO] - ===> Epoch[583](2918/5): Loss -0.7509, Sem 0.0729, dir -0.9738, norm 0.1500, swav 0.0000 LR: 4.542e-02 Score 97.501 Data time: 0.1587, Forward time: 2.3156, Backward time: 3.2638, DDP time: 0.0038, Total iter time: 4.8842 [2020-11-08 15:52:09,908][root][INFO] - ===> Epoch[583](2919/5): Loss -0.7642, Sem 0.0702, dir -0.9743, norm 0.1399, swav 0.0000 LR: 4.541e-02 Score 97.548 Data time: 0.2397, Forward time: 2.3157, Backward time: 3.2650, DDP time: 0.0038, Total iter time: 7.6162 [2020-11-08 15:52:15,707][root][INFO] - ===> Epoch[583](2920/5): Loss -0.7206, Sem 0.0884, dir -0.9650, norm 0.1560, swav 0.0000 LR: 4.539e-02 Score 96.988 Data time: 0.1355, Forward time: 2.3151, Backward time: 3.2653, DDP time: 0.0038, Total iter time: 5.6701 [2020-11-08 15:52:21,141][root][INFO] - ===> Epoch[584](2921/5): Loss -0.7467, Sem 0.0803, dir -0.9695, norm 0.1425, swav 0.0000 LR: 4.537e-02 Score 97.278 Data time: 0.2270, Forward time: 2.3148, Backward time: 3.2652, DDP time: 0.0038, Total iter time: 5.3406 [2020-11-08 15:52:27,472][root][INFO] - ===> Epoch[584](2922/5): Loss -0.7327, Sem 0.0783, dir -0.9699, norm 0.1589, swav 0.0000 LR: 4.535e-02 Score 97.321 Data time: 0.3229, Forward time: 2.3154, Backward time: 3.2649, DDP time: 0.0038, Total iter time: 6.2166 [2020-11-08 15:52:33,625][root][INFO] - ===> Epoch[584](2923/5): Loss -0.7618, Sem 0.0774, dir -0.9749, norm 0.1357, swav 0.0000 LR: 4.533e-02 Score 97.306 Data time: 0.2671, Forward time: 2.3160, Backward time: 3.2644, DDP time: 0.0038, Total iter time: 6.0082 [2020-11-08 15:52:39,161][root][INFO] - ===> Epoch[584](2924/5): Loss -0.7411, Sem 0.0880, dir -0.9723, norm 0.1432, swav 0.0000 LR: 4.531e-02 Score 96.877 Data time: 0.1215, Forward time: 2.3154, Backward time: 3.2647, DDP time: 0.0038, Total iter time: 5.3987 [2020-11-08 15:52:44,304][root][INFO] - ===> Epoch[584](2925/5): Loss -0.7550, Sem 0.0765, dir -0.9734, norm 0.1418, swav 0.0000 LR: 4.529e-02 Score 97.372 Data time: 0.1772, Forward time: 2.3151, Backward time: 3.2645, DDP time: 0.0038, Total iter time: 5.0350 [2020-11-08 15:52:49,473][root][INFO] - ===> Epoch[585](2926/5): Loss -0.7382, Sem 0.0801, dir -0.9675, norm 0.1492, swav 0.0000 LR: 4.527e-02 Score 97.227 Data time: 0.1988, Forward time: 2.3150, Backward time: 3.2641, DDP time: 0.0038, Total iter time: 5.0529 [2020-11-08 15:52:56,338][root][INFO] - ===> Epoch[585](2927/5): Loss -0.7411, Sem 0.0767, dir -0.9706, norm 0.1527, swav 0.0000 LR: 4.525e-02 Score 97.347 Data time: 0.2114, Forward time: 2.3149, Backward time: 3.2646, DDP time: 0.0038, Total iter time: 6.5055 [2020-11-08 15:53:02,369][root][INFO] - ===> Epoch[585](2928/5): Loss -0.7592, Sem 0.0714, dir -0.9753, norm 0.1448, swav 0.0000 LR: 4.523e-02 Score 97.479 Data time: 0.2721, Forward time: 2.3153, Backward time: 3.2642, DDP time: 0.0038, Total iter time: 5.9043 [2020-11-08 15:53:07,980][root][INFO] - ===> Epoch[585](2929/5): Loss -0.7497, Sem 0.0790, dir -0.9731, norm 0.1445, swav 0.0000 LR: 4.521e-02 Score 97.251 Data time: 0.2470, Forward time: 2.3157, Backward time: 3.2635, DDP time: 0.0038, Total iter time: 5.4853 [2020-11-08 15:53:12,680][root][INFO] - ===> Epoch[585](2930/5): Loss -0.7560, Sem 0.0751, dir -0.9718, norm 0.1407, swav 0.0000 LR: 4.519e-02 Score 97.362 Data time: 0.1968, Forward time: 2.3156, Backward time: 3.2627, DDP time: 0.0038, Total iter time: 4.5615 [2020-11-08 15:53:18,123][root][INFO] - ===> Epoch[586](2931/5): Loss -0.7479, Sem 0.0734, dir -0.9719, norm 0.1507, swav 0.0000 LR: 4.517e-02 Score 97.442 Data time: 0.2054, Forward time: 2.3156, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 5.3273 [2020-11-08 15:53:23,686][root][INFO] - ===> Epoch[586](2932/5): Loss -0.7455, Sem 0.0790, dir -0.9688, norm 0.1443, swav 0.0000 LR: 4.515e-02 Score 97.242 Data time: 0.2562, Forward time: 2.3157, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 5.4391 [2020-11-08 15:53:29,243][root][INFO] - ===> Epoch[586](2933/5): Loss -0.7491, Sem 0.0733, dir -0.9727, norm 0.1503, swav 0.0000 LR: 4.513e-02 Score 97.525 Data time: 0.1834, Forward time: 2.3155, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 5.4164 [2020-11-08 15:53:36,224][root][INFO] - ===> Epoch[586](2934/5): Loss -0.7434, Sem 0.0818, dir -0.9707, norm 0.1456, swav 0.0000 LR: 4.511e-02 Score 97.128 Data time: 0.1305, Forward time: 2.3150, Backward time: 3.2631, DDP time: 0.0038, Total iter time: 6.8616 [2020-11-08 15:53:42,132][root][INFO] - ===> Epoch[586](2935/5): Loss -0.7481, Sem 0.0803, dir -0.9731, norm 0.1447, swav 0.0000 LR: 4.509e-02 Score 97.231 Data time: 0.1634, Forward time: 2.3145, Backward time: 3.2635, DDP time: 0.0038, Total iter time: 5.8150 [2020-11-08 15:53:48,803][root][INFO] - ===> Epoch[587](2936/5): Loss -0.7479, Sem 0.0796, dir -0.9702, norm 0.1427, swav 0.0000 LR: 4.507e-02 Score 97.206 Data time: 0.2511, Forward time: 2.3148, Backward time: 3.2637, DDP time: 0.0038, Total iter time: 6.5795 [2020-11-08 15:53:54,191][root][INFO] - ===> Epoch[587](2937/5): Loss -0.7518, Sem 0.0829, dir -0.9769, norm 0.1422, swav 0.0000 LR: 4.505e-02 Score 97.172 Data time: 0.1736, Forward time: 2.3146, Backward time: 3.2635, DDP time: 0.0038, Total iter time: 5.2532 [2020-11-08 15:53:59,981][root][INFO] - ===> Epoch[587](2938/5): Loss -0.7263, Sem 0.0764, dir -0.9694, norm 0.1667, swav 0.0000 LR: 4.503e-02 Score 97.339 Data time: 0.1855, Forward time: 2.3144, Backward time: 3.2636, DDP time: 0.0038, Total iter time: 5.6815 [2020-11-08 15:54:05,865][root][INFO] - ===> Epoch[587](2939/5): Loss -0.7675, Sem 0.0691, dir -0.9723, norm 0.1357, swav 0.0000 LR: 4.501e-02 Score 97.625 Data time: 0.1963, Forward time: 2.3143, Backward time: 3.2636, DDP time: 0.0038, Total iter time: 5.7676 [2020-11-08 15:54:12,257][root][INFO] - ===> Epoch[587](2940/5): Loss -0.7544, Sem 0.0778, dir -0.9734, norm 0.1411, swav 0.0000 LR: 4.499e-02 Score 97.239 Data time: 0.2322, Forward time: 2.3145, Backward time: 3.2637, DDP time: 0.0038, Total iter time: 6.2739 [2020-11-08 15:54:17,309][root][INFO] - ===> Epoch[588](2941/5): Loss -0.7490, Sem 0.0687, dir -0.9689, norm 0.1512, swav 0.0000 LR: 4.497e-02 Score 97.586 Data time: 0.1618, Forward time: 2.3142, Backward time: 3.2634, DDP time: 0.0038, Total iter time: 4.9217 [2020-11-08 15:54:22,655][root][INFO] - ===> Epoch[588](2942/5): Loss -0.7445, Sem 0.0805, dir -0.9739, norm 0.1489, swav 0.0000 LR: 4.495e-02 Score 97.222 Data time: 0.2065, Forward time: 2.3141, Backward time: 3.2630, DDP time: 0.0038, Total iter time: 5.2306 [2020-11-08 15:54:28,694][root][INFO] - ===> Epoch[588](2943/5): Loss -0.7324, Sem 0.0793, dir -0.9717, norm 0.1600, swav 0.0000 LR: 4.493e-02 Score 97.251 Data time: 0.1390, Forward time: 2.3135, Backward time: 3.2636, DDP time: 0.0038, Total iter time: 5.8944 [2020-11-08 15:54:34,158][root][INFO] - ===> Epoch[588](2944/5): Loss -0.7399, Sem 0.0835, dir -0.9705, norm 0.1471, swav 0.0000 LR: 4.491e-02 Score 97.100 Data time: 0.2144, Forward time: 2.3134, Backward time: 3.2634, DDP time: 0.0038, Total iter time: 5.3708 [2020-11-08 15:54:39,888][root][INFO] - ===> Epoch[588](2945/5): Loss -0.7682, Sem 0.0721, dir -0.9733, norm 0.1330, swav 0.0000 LR: 4.489e-02 Score 97.502 Data time: 0.2419, Forward time: 2.3136, Backward time: 3.2630, DDP time: 0.0038, Total iter time: 5.6124 [2020-11-08 15:54:45,165][root][INFO] - ===> Epoch[589](2946/5): Loss -0.7385, Sem 0.0816, dir -0.9713, norm 0.1512, swav 0.0000 LR: 4.487e-02 Score 97.175 Data time: 0.2164, Forward time: 2.3136, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 5.1480 [2020-11-08 15:54:51,266][root][INFO] - ===> Epoch[589](2947/5): Loss -0.7413, Sem 0.0796, dir -0.9720, norm 0.1511, swav 0.0000 LR: 4.485e-02 Score 97.234 Data time: 0.2406, Forward time: 2.3138, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 5.9791 [2020-11-08 15:54:56,547][root][INFO] - ===> Epoch[589](2948/5): Loss -0.7533, Sem 0.0756, dir -0.9731, norm 0.1442, swav 0.0000 LR: 4.484e-02 Score 97.374 Data time: 0.2060, Forward time: 2.3137, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 5.1534 [2020-11-08 15:55:02,663][root][INFO] - ===> Epoch[589](2949/5): Loss -0.7445, Sem 0.0683, dir -0.9681, norm 0.1552, swav 0.0000 LR: 4.482e-02 Score 97.712 Data time: 0.2530, Forward time: 2.3141, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 5.9936 [2020-11-08 15:55:08,692][root][INFO] - ===> Epoch[589](2950/5): Loss -0.7624, Sem 0.0820, dir -0.9758, norm 0.1315, swav 0.0000 LR: 4.480e-02 Score 97.104 Data time: 0.1782, Forward time: 2.3138, Backward time: 3.2621, DDP time: 0.0038, Total iter time: 5.9217 [2020-11-08 15:55:14,881][root][INFO] - ===> Epoch[590](2951/5): Loss -0.7759, Sem 0.0681, dir -0.9767, norm 0.1327, swav 0.0000 LR: 4.478e-02 Score 97.586 Data time: 0.2459, Forward time: 2.3140, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 6.1146 [2020-11-08 15:55:20,415][root][INFO] - ===> Epoch[590](2952/5): Loss -0.7198, Sem 0.0862, dir -0.9714, norm 0.1654, swav 0.0000 LR: 4.476e-02 Score 97.085 Data time: 0.2023, Forward time: 2.3139, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 5.4237 [2020-11-08 15:55:25,947][root][INFO] - ===> Epoch[590](2953/5): Loss -0.7660, Sem 0.0681, dir -0.9710, norm 0.1369, swav 0.0000 LR: 4.474e-02 Score 97.682 Data time: 0.1271, Forward time: 2.3132, Backward time: 3.2622, DDP time: 0.0038, Total iter time: 5.4329 [2020-11-08 15:55:32,459][root][INFO] - ===> Epoch[590](2954/5): Loss -0.7378, Sem 0.0768, dir -0.9712, norm 0.1566, swav 0.0000 LR: 4.472e-02 Score 97.365 Data time: 0.2178, Forward time: 2.3133, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 6.4501 [2020-11-08 15:55:38,215][root][INFO] - ===> Epoch[590](2955/5): Loss -0.7528, Sem 0.0746, dir -0.9736, norm 0.1463, swav 0.0000 LR: 4.470e-02 Score 97.356 Data time: 0.1891, Forward time: 2.3131, Backward time: 3.2626, DDP time: 0.0038, Total iter time: 5.6382 [2020-11-08 15:55:43,904][root][INFO] - ===> Epoch[591](2956/5): Loss -0.7340, Sem 0.0805, dir -0.9689, norm 0.1544, swav 0.0000 LR: 4.468e-02 Score 97.177 Data time: 0.1767, Forward time: 2.3128, Backward time: 3.2626, DDP time: 0.0038, Total iter time: 5.5944 [2020-11-08 15:55:50,090][root][INFO] - ===> Epoch[591](2957/5): Loss -0.7510, Sem 0.0765, dir -0.9761, norm 0.1486, swav 0.0000 LR: 4.466e-02 Score 97.322 Data time: 0.1429, Forward time: 2.3123, Backward time: 3.2633, DDP time: 0.0038, Total iter time: 6.0825 [2020-11-08 15:55:57,681][root][INFO] - ===> Epoch[591](2958/5): Loss -0.7464, Sem 0.0756, dir -0.9725, norm 0.1504, swav 0.0000 LR: 4.464e-02 Score 97.395 Data time: 0.1548, Forward time: 2.3119, Backward time: 3.2648, DDP time: 0.0038, Total iter time: 7.5035 [2020-11-08 15:56:03,730][root][INFO] - ===> Epoch[591](2959/5): Loss -0.7788, Sem 0.0716, dir -0.9769, norm 0.1265, swav 0.0000 LR: 4.462e-02 Score 97.438 Data time: 0.2260, Forward time: 2.3119, Backward time: 3.2648, DDP time: 0.0038, Total iter time: 5.9480 [2020-11-08 15:56:08,593][root][INFO] - ===> Epoch[591](2960/5): Loss -0.7633, Sem 0.0673, dir -0.9727, norm 0.1420, swav 0.0000 LR: 4.460e-02 Score 97.713 Data time: 0.2278, Forward time: 2.3119, Backward time: 3.2640, DDP time: 0.0038, Total iter time: 4.7042 [2020-11-08 15:56:15,371][root][INFO] - ===> Epoch[592](2961/5): Loss -0.7368, Sem 0.0800, dir -0.9721, norm 0.1552, swav 0.0000 LR: 4.458e-02 Score 97.203 Data time: 0.2386, Forward time: 2.3122, Backward time: 3.2643, DDP time: 0.0038, Total iter time: 6.6616 [2020-11-08 15:56:21,081][root][INFO] - ===> Epoch[592](2962/5): Loss -0.7610, Sem 0.0749, dir -0.9740, norm 0.1381, swav 0.0000 LR: 4.456e-02 Score 97.350 Data time: 0.1965, Forward time: 2.3120, Backward time: 3.2642, DDP time: 0.0038, Total iter time: 5.5577 [2020-11-08 15:56:27,293][root][INFO] - ===> Epoch[592](2963/5): Loss -0.7330, Sem 0.0782, dir -0.9654, norm 0.1542, swav 0.0000 LR: 4.454e-02 Score 97.346 Data time: 0.3255, Forward time: 2.3125, Backward time: 3.2638, DDP time: 0.0038, Total iter time: 6.0870 [2020-11-08 15:56:32,587][root][INFO] - ===> Epoch[592](2964/5): Loss -0.7531, Sem 0.0765, dir -0.9727, norm 0.1431, swav 0.0000 LR: 4.452e-02 Score 97.361 Data time: 0.1574, Forward time: 2.3124, Backward time: 3.2635, DDP time: 0.0038, Total iter time: 5.1676 [2020-11-08 15:56:38,128][root][INFO] - ===> Epoch[592](2965/5): Loss -0.7601, Sem 0.0742, dir -0.9748, norm 0.1404, swav 0.0000 LR: 4.450e-02 Score 97.432 Data time: 0.1453, Forward time: 2.3119, Backward time: 3.2637, DDP time: 0.0038, Total iter time: 5.4321 [2020-11-08 15:56:43,050][root][INFO] - ===> Epoch[593](2966/5): Loss -0.7465, Sem 0.0833, dir -0.9728, norm 0.1430, swav 0.0000 LR: 4.448e-02 Score 97.170 Data time: 0.1525, Forward time: 2.3115, Backward time: 3.2635, DDP time: 0.0038, Total iter time: 4.8199 [2020-11-08 15:56:48,621][root][INFO] - ===> Epoch[593](2967/5): Loss -0.7433, Sem 0.0748, dir -0.9725, norm 0.1545, swav 0.0000 LR: 4.446e-02 Score 97.420 Data time: 0.2401, Forward time: 2.3116, Backward time: 3.2631, DDP time: 0.0038, Total iter time: 5.4590 [2020-11-08 15:56:55,589][root][INFO] - ===> Epoch[593](2968/5): Loss -0.7549, Sem 0.0692, dir -0.9726, norm 0.1485, swav 0.0000 LR: 4.444e-02 Score 97.588 Data time: 0.2927, Forward time: 2.3123, Backward time: 3.2630, DDP time: 0.0038, Total iter time: 6.8271 [2020-11-08 15:57:02,281][root][INFO] - ===> Epoch[593](2969/5): Loss -0.7814, Sem 0.0712, dir -0.9773, norm 0.1247, swav 0.0000 LR: 4.442e-02 Score 97.496 Data time: 0.2141, Forward time: 2.3125, Backward time: 3.2633, DDP time: 0.0038, Total iter time: 6.5381 [2020-11-08 15:57:06,811][root][INFO] - ===> Epoch[593](2970/5): Loss -0.7485, Sem 0.0741, dir -0.9682, norm 0.1456, swav 0.0000 LR: 4.440e-02 Score 97.453 Data time: 0.1811, Forward time: 2.3123, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 4.3851 [2020-11-08 15:57:12,523][root][INFO] - ===> Epoch[594](2971/5): Loss -0.7581, Sem 0.0718, dir -0.9752, norm 0.1453, swav 0.0000 LR: 4.438e-02 Score 97.544 Data time: 0.1775, Forward time: 2.3120, Backward time: 3.2627, DDP time: 0.0038, Total iter time: 5.6189 [2020-11-08 15:57:18,928][root][INFO] - ===> Epoch[594](2972/5): Loss -0.7439, Sem 0.0760, dir -0.9698, norm 0.1499, swav 0.0000 LR: 4.436e-02 Score 97.372 Data time: 0.2807, Forward time: 2.3125, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 6.3146 [2020-11-08 15:57:24,658][root][INFO] - ===> Epoch[594](2973/5): Loss -0.7558, Sem 0.0780, dir -0.9726, norm 0.1388, swav 0.0000 LR: 4.434e-02 Score 97.263 Data time: 0.2014, Forward time: 2.3124, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 5.5935 [2020-11-08 15:57:30,601][root][INFO] - ===> Epoch[594](2974/5): Loss -0.7389, Sem 0.0823, dir -0.9727, norm 0.1514, swav 0.0000 LR: 4.432e-02 Score 97.168 Data time: 0.2543, Forward time: 2.3127, Backward time: 3.2621, DDP time: 0.0038, Total iter time: 5.8371 [2020-11-08 15:57:35,361][root][INFO] - ===> Epoch[594](2975/5): Loss -0.7522, Sem 0.0738, dir -0.9701, norm 0.1440, swav 0.0000 LR: 4.430e-02 Score 97.394 Data time: 0.2051, Forward time: 2.3126, Backward time: 3.2614, DDP time: 0.0038, Total iter time: 4.6186 [2020-11-08 15:57:40,682][root][INFO] - ===> Epoch[595](2976/5): Loss -0.7468, Sem 0.0853, dir -0.9736, norm 0.1415, swav 0.0000 LR: 4.428e-02 Score 97.194 Data time: 0.2259, Forward time: 2.3127, Backward time: 3.2608, DDP time: 0.0038, Total iter time: 5.2060 [2020-11-08 15:57:46,767][root][INFO] - ===> Epoch[595](2977/5): Loss -0.7451, Sem 0.0766, dir -0.9689, norm 0.1472, swav 0.0000 LR: 4.426e-02 Score 97.315 Data time: 0.1584, Forward time: 2.3123, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.9649 [2020-11-08 15:57:52,670][root][INFO] - ===> Epoch[595](2978/5): Loss -0.7465, Sem 0.0780, dir -0.9728, norm 0.1483, swav 0.0000 LR: 4.424e-02 Score 97.302 Data time: 0.2558, Forward time: 2.3126, Backward time: 3.2609, DDP time: 0.0038, Total iter time: 5.8115 [2020-11-08 15:57:58,430][root][INFO] - ===> Epoch[595](2979/5): Loss -0.7459, Sem 0.0725, dir -0.9695, norm 0.1511, swav 0.0000 LR: 4.422e-02 Score 97.488 Data time: 0.2128, Forward time: 2.3126, Backward time: 3.2606, DDP time: 0.0038, Total iter time: 5.6298 [2020-11-08 15:58:03,294][root][INFO] - ===> Epoch[595](2980/5): Loss -0.7406, Sem 0.0790, dir -0.9720, norm 0.1524, swav 0.0000 LR: 4.421e-02 Score 97.311 Data time: 0.1590, Forward time: 2.3122, Backward time: 3.2604, DDP time: 0.0038, Total iter time: 4.7376 [2020-11-08 15:58:10,071][root][INFO] - ===> Epoch[596](2981/5): Loss -0.7545, Sem 0.0747, dir -0.9725, norm 0.1434, swav 0.0000 LR: 4.419e-02 Score 97.476 Data time: 0.2455, Forward time: 2.3125, Backward time: 3.2606, DDP time: 0.0038, Total iter time: 6.6959 [2020-11-08 15:58:16,281][root][INFO] - ===> Epoch[596](2982/5): Loss -0.7583, Sem 0.0782, dir -0.9740, norm 0.1375, swav 0.0000 LR: 4.417e-02 Score 97.295 Data time: 0.1941, Forward time: 2.3124, Backward time: 3.2609, DDP time: 0.0038, Total iter time: 6.0815 [2020-11-08 15:58:22,156][root][INFO] - ===> Epoch[596](2983/5): Loss -0.7617, Sem 0.0734, dir -0.9739, norm 0.1388, swav 0.0000 LR: 4.415e-02 Score 97.446 Data time: 0.1602, Forward time: 2.3119, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.7574 [2020-11-08 15:58:27,505][root][INFO] - ===> Epoch[596](2984/5): Loss -0.7270, Sem 0.0807, dir -0.9722, norm 0.1644, swav 0.0000 LR: 4.413e-02 Score 97.202 Data time: 0.2417, Forward time: 2.3121, Backward time: 3.2607, DDP time: 0.0038, Total iter time: 5.2700 [2020-11-08 15:58:33,586][root][INFO] - ===> Epoch[596](2985/5): Loss -0.7499, Sem 0.0771, dir -0.9708, norm 0.1437, swav 0.0000 LR: 4.411e-02 Score 97.308 Data time: 0.2089, Forward time: 2.3122, Backward time: 3.2607, DDP time: 0.0038, Total iter time: 5.9741 [2020-11-08 15:58:40,371][root][INFO] - ===> Epoch[597](2986/5): Loss -0.7560, Sem 0.0725, dir -0.9707, norm 0.1422, swav 0.0000 LR: 4.409e-02 Score 97.517 Data time: 0.1435, Forward time: 2.3117, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 6.6656 [2020-11-08 15:58:46,004][root][INFO] - ===> Epoch[597](2987/5): Loss -0.7564, Sem 0.0733, dir -0.9750, norm 0.1452, swav 0.0000 LR: 4.407e-02 Score 97.419 Data time: 0.2643, Forward time: 2.3119, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 5.5449 [2020-11-08 15:58:52,165][root][INFO] - ===> Epoch[597](2988/5): Loss -0.7572, Sem 0.0766, dir -0.9714, norm 0.1376, swav 0.0000 LR: 4.405e-02 Score 97.316 Data time: 0.2987, Forward time: 2.3122, Backward time: 3.2610, DDP time: 0.0038, Total iter time: 6.0292 [2020-11-08 15:58:58,442][root][INFO] - ===> Epoch[597](2989/5): Loss -0.7649, Sem 0.0697, dir -0.9747, norm 0.1401, swav 0.0000 LR: 4.403e-02 Score 97.549 Data time: 0.1605, Forward time: 2.3119, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 6.1624 [2020-11-08 15:59:04,821][root][INFO] - ===> Epoch[597](2990/5): Loss -0.7423, Sem 0.0816, dir -0.9732, norm 0.1494, swav 0.0000 LR: 4.401e-02 Score 97.231 Data time: 0.2088, Forward time: 2.3117, Backward time: 3.2619, DDP time: 0.0038, Total iter time: 6.2428 [2020-11-08 15:59:10,812][root][INFO] - ===> Epoch[598](2991/5): Loss -0.7341, Sem 0.0800, dir -0.9726, norm 0.1584, swav 0.0000 LR: 4.399e-02 Score 97.174 Data time: 0.2395, Forward time: 2.3121, Backward time: 3.2616, DDP time: 0.0038, Total iter time: 5.8863 [2020-11-08 15:59:16,002][root][INFO] - ===> Epoch[598](2992/5): Loss -0.7540, Sem 0.0745, dir -0.9676, norm 0.1391, swav 0.0000 LR: 4.397e-02 Score 97.439 Data time: 0.1488, Forward time: 2.3116, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 5.0400 [2020-11-08 15:59:22,072][root][INFO] - ===> Epoch[598](2993/5): Loss -0.7471, Sem 0.0794, dir -0.9733, norm 0.1468, swav 0.0000 LR: 4.395e-02 Score 97.275 Data time: 0.2592, Forward time: 2.3121, Backward time: 3.2611, DDP time: 0.0038, Total iter time: 5.9870 [2020-11-08 15:59:27,658][root][INFO] - ===> Epoch[598](2994/5): Loss -0.7413, Sem 0.0759, dir -0.9739, norm 0.1568, swav 0.0000 LR: 4.393e-02 Score 97.332 Data time: 0.2297, Forward time: 2.3119, Backward time: 3.2610, DDP time: 0.0038, Total iter time: 5.4505 [2020-11-08 15:59:33,367][root][INFO] - ===> Epoch[598](2995/5): Loss -0.7498, Sem 0.0737, dir -0.9713, norm 0.1478, swav 0.0000 LR: 4.391e-02 Score 97.450 Data time: 0.2543, Forward time: 2.3122, Backward time: 3.2606, DDP time: 0.0038, Total iter time: 5.5856 [2020-11-08 15:59:39,426][root][INFO] - ===> Epoch[599](2996/5): Loss -0.7587, Sem 0.0754, dir -0.9705, norm 0.1365, swav 0.0000 LR: 4.389e-02 Score 97.357 Data time: 0.1957, Forward time: 2.3121, Backward time: 3.2606, DDP time: 0.0038, Total iter time: 5.9431 [2020-11-08 15:59:45,364][root][INFO] - ===> Epoch[599](2997/5): Loss -0.7497, Sem 0.0739, dir -0.9735, norm 0.1499, swav 0.0000 LR: 4.387e-02 Score 97.386 Data time: 0.1273, Forward time: 2.3114, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 5.8228 [2020-11-08 15:59:52,124][root][INFO] - ===> Epoch[599](2998/5): Loss -0.7397, Sem 0.0776, dir -0.9722, norm 0.1549, swav 0.0000 LR: 4.385e-02 Score 97.301 Data time: 0.1197, Forward time: 2.3108, Backward time: 3.2626, DDP time: 0.0038, Total iter time: 6.7160 [2020-11-08 15:59:57,571][root][INFO] - ===> Epoch[599](2999/5): Loss -0.7437, Sem 0.0781, dir -0.9691, norm 0.1473, swav 0.0000 LR: 4.383e-02 Score 97.422 Data time: 0.1735, Forward time: 2.3105, Backward time: 3.2626, DDP time: 0.0038, Total iter time: 5.3747 [2020-11-08 16:00:03,835][root][INFO] - ===> Epoch[599](3000/5): Loss -0.7595, Sem 0.0743, dir -0.9750, norm 0.1413, swav 0.0000 LR: 4.381e-02 Score 97.362 Data time: 0.2246, Forward time: 2.3106, Backward time: 3.2626, DDP time: 0.0038, Total iter time: 6.1689 [2020-11-08 16:00:04,535][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 16:00:04,755][root][INFO] - ===> Start testing [2020-11-08 16:01:36,531][root][INFO] - 101/312: Data time: 0.0094, Iter time: 0.5712 Loss 0.920 (AVG: 0.826) Score 84.036 (AVG: 85.582) mIOU 62.809 mAP 69.692 mAcc 71.958 IOU: 79.843 96.261 49.512 77.122 86.034 80.078 65.726 61.238 54.237 63.126 27.956 55.383 55.918 48.680 19.870 59.136 90.447 70.644 86.031 28.945 mAP: 80.248 95.027 58.452 75.299 86.527 72.969 64.545 69.704 58.394 69.862 53.730 54.920 67.119 55.583 28.070 83.990 97.325 87.941 83.613 50.515 mAcc: 95.043 98.848 62.307 81.062 92.351 86.332 80.233 74.649 61.773 69.499 40.229 72.560 81.690 60.246 21.461 65.134 91.519 76.370 93.177 34.677 [2020-11-08 16:03:07,088][root][INFO] - 201/312: Data time: 0.0047, Iter time: 0.2307 Loss 0.102 (AVG: 0.823) Score 95.992 (AVG: 85.904) mIOU 63.009 mAP 69.706 mAcc 72.101 IOU: 80.633 96.064 49.611 77.859 87.750 78.548 65.885 57.216 55.845 62.279 29.873 56.946 53.381 54.380 29.600 53.390 89.188 69.225 82.809 29.688 mAP: 80.257 95.367 57.417 75.711 88.241 74.922 70.632 65.929 58.797 63.380 50.641 52.540 62.410 62.343 40.449 83.101 97.636 85.889 74.903 53.561 mAcc: 95.189 98.747 64.420 82.014 92.913 87.389 81.040 70.947 64.656 70.292 39.363 69.078 78.341 64.991 32.099 57.816 92.108 74.992 90.239 35.381 [2020-11-08 16:04:35,839][root][INFO] - 301/312: Data time: 0.0065, Iter time: 0.3020 Loss 0.469 (AVG: 0.812) Score 93.103 (AVG: 86.176) mIOU 63.310 mAP 69.989 mAcc 72.471 IOU: 81.140 96.165 52.934 75.255 88.134 78.841 67.468 55.969 54.408 64.828 29.067 56.074 51.810 50.931 38.031 53.985 91.237 62.055 87.238 30.637 mAP: 80.077 95.305 61.156 72.199 88.599 76.559 69.570 66.469 59.921 65.055 50.857 53.427 60.134 61.002 45.018 81.718 97.644 81.349 80.152 53.565 mAcc: 94.812 98.727 68.605 81.013 92.768 89.453 81.617 71.754 63.665 73.565 36.593 70.975 76.858 59.607 41.025 60.267 93.294 66.479 91.900 36.454 [2020-11-08 16:04:48,346][root][INFO] - 312/312: Data time: 0.0062, Iter time: 0.7036 Loss 0.473 (AVG: 0.812) Score 89.800 (AVG: 86.156) mIOU 63.604 mAP 70.234 mAcc 72.794 IOU: 81.262 96.157 53.572 74.878 88.188 78.363 66.972 56.276 53.995 64.921 29.672 57.539 51.402 53.080 37.673 56.047 91.117 63.023 87.786 30.166 mAP: 80.112 95.350 61.933 72.514 88.682 76.891 68.756 67.052 59.080 65.092 51.380 53.986 59.825 62.203 45.181 82.432 97.493 81.839 81.373 53.504 mAcc: 94.861 98.706 69.529 80.161 92.794 89.677 81.112 72.215 63.571 73.759 37.363 72.447 77.281 61.076 40.477 62.192 93.191 67.470 92.255 35.749 [2020-11-08 16:04:48,351][root][INFO] - Finished test. Elapsed time: 283.5906 [2020-11-08 16:04:59,463][root][INFO] - [2020-11-08 16:04:59,463][root][INFO] - ################################################################ [2020-11-08 16:04:59,463][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 16:04:59,463][root][INFO] - ################################################################ [2020-11-08 16:04:59,464][root][INFO] - cabinet : 0.210 0.398 0.635 [2020-11-08 16:04:59,464][root][INFO] - bed : 0.366 0.695 0.801 [2020-11-08 16:04:59,464][root][INFO] - chair : 0.688 0.834 0.890 [2020-11-08 16:04:59,464][root][INFO] - sofa : 0.388 0.590 0.792 [2020-11-08 16:04:59,464][root][INFO] - table : 0.394 0.593 0.697 [2020-11-08 16:04:59,464][root][INFO] - door : 0.220 0.432 0.552 [2020-11-08 16:04:59,464][root][INFO] - window : 0.097 0.224 0.456 [2020-11-08 16:04:59,464][root][INFO] - bookshelf : 0.152 0.414 0.705 [2020-11-08 16:04:59,464][root][INFO] - picture : 0.158 0.329 0.391 [2020-11-08 16:04:59,464][root][INFO] - counter : 0.028 0.090 0.513 [2020-11-08 16:04:59,464][root][INFO] - desk : 0.046 0.169 0.577 [2020-11-08 16:04:59,464][root][INFO] - curtain : 0.150 0.274 0.478 [2020-11-08 16:04:59,464][root][INFO] - refrigerator : 0.250 0.314 0.315 [2020-11-08 16:04:59,464][root][INFO] - shower curtain : 0.347 0.549 0.591 [2020-11-08 16:04:59,464][root][INFO] - toilet : 0.848 0.982 0.999 [2020-11-08 16:04:59,464][root][INFO] - sink : 0.224 0.552 0.782 [2020-11-08 16:04:59,464][root][INFO] - bathtub : 0.578 0.743 0.838 [2020-11-08 16:04:59,464][root][INFO] - otherfurniture : 0.255 0.372 0.521 [2020-11-08 16:04:59,464][root][INFO] - ---------------------------------------------------------------- [2020-11-08 16:04:59,464][root][INFO] - average : 0.300 0.475 0.641 [2020-11-08 16:04:59,464][root][INFO] - [2020-11-08 16:04:59,705][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 16:05:00,453][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 16:05:00,683][root][INFO] - Current best mIoU: 63.604 at iter 3000 [2020-11-08 16:05:04,962][root][INFO] - ===> Epoch[600](3001/5): Loss -0.7576, Sem 0.0729, dir -0.9738, norm 0.1432, swav 0.0000 LR: 4.379e-02 Score 97.412 Data time: 0.1850, Forward time: 2.3104, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 4.2722 [2020-11-08 16:05:09,886][root][INFO] - ===> Epoch[600](3002/5): Loss -0.7533, Sem 0.0793, dir -0.9721, norm 0.1394, swav 0.0000 LR: 4.377e-02 Score 97.291 Data time: 0.1564, Forward time: 2.3100, Backward time: 3.2614, DDP time: 0.0038, Total iter time: 4.7912 [2020-11-08 16:05:15,029][root][INFO] - ===> Epoch[600](3003/5): Loss -0.7514, Sem 0.0823, dir -0.9736, norm 0.1399, swav 0.0000 LR: 4.375e-02 Score 97.157 Data time: 0.2269, Forward time: 2.3100, Backward time: 3.2609, DDP time: 0.0038, Total iter time: 5.0651 [2020-11-08 16:05:21,705][root][INFO] - ===> Epoch[600](3004/5): Loss -0.7539, Sem 0.0741, dir -0.9717, norm 0.1436, swav 0.0000 LR: 4.373e-02 Score 97.419 Data time: 0.3203, Forward time: 2.3107, Backward time: 3.2607, DDP time: 0.0038, Total iter time: 6.5696 [2020-11-08 16:05:27,363][root][INFO] - ===> Epoch[600](3005/5): Loss -0.7781, Sem 0.0669, dir -0.9753, norm 0.1303, swav 0.0000 LR: 4.371e-02 Score 97.688 Data time: 0.2298, Forward time: 2.3109, Backward time: 3.2603, DDP time: 0.0038, Total iter time: 5.5321 [2020-11-08 16:05:32,911][root][INFO] - ===> Epoch[601](3006/5): Loss -0.7343, Sem 0.0874, dir -0.9717, norm 0.1500, swav 0.0000 LR: 4.369e-02 Score 96.966 Data time: 0.1313, Forward time: 2.3102, Backward time: 3.2607, DDP time: 0.0038, Total iter time: 5.4395 [2020-11-08 16:05:38,360][root][INFO] - ===> Epoch[601](3007/5): Loss -0.7462, Sem 0.0825, dir -0.9737, norm 0.1451, swav 0.0000 LR: 4.367e-02 Score 97.164 Data time: 0.2628, Forward time: 2.3105, Backward time: 3.2601, DDP time: 0.0038, Total iter time: 5.3914 [2020-11-08 16:05:45,965][root][INFO] - ===> Epoch[601](3008/5): Loss -0.7699, Sem 0.0678, dir -0.9731, norm 0.1354, swav 0.0000 LR: 4.365e-02 Score 97.612 Data time: 0.1557, Forward time: 2.3101, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 7.4829 [2020-11-08 16:05:52,304][root][INFO] - ===> Epoch[601](3009/5): Loss -0.7586, Sem 0.0695, dir -0.9739, norm 0.1457, swav 0.0000 LR: 4.363e-02 Score 97.618 Data time: 0.1797, Forward time: 2.3099, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 6.2301 [2020-11-08 16:05:57,585][root][INFO] - ===> Epoch[601](3010/5): Loss -0.7647, Sem 0.0751, dir -0.9728, norm 0.1331, swav 0.0000 LR: 4.361e-02 Score 97.365 Data time: 0.2272, Forward time: 2.3098, Backward time: 3.2616, DDP time: 0.0038, Total iter time: 5.1538 [2020-11-08 16:06:02,757][root][INFO] - ===> Epoch[602](3011/5): Loss -0.7613, Sem 0.0787, dir -0.9751, norm 0.1351, swav 0.0000 LR: 4.359e-02 Score 97.309 Data time: 0.1508, Forward time: 2.3094, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 5.0586 [2020-11-08 16:06:09,230][root][INFO] - ===> Epoch[602](3012/5): Loss -0.7412, Sem 0.0782, dir -0.9738, norm 0.1544, swav 0.0000 LR: 4.357e-02 Score 97.310 Data time: 0.1737, Forward time: 2.3090, Backward time: 3.2623, DDP time: 0.0038, Total iter time: 6.4138 [2020-11-08 16:06:14,596][root][INFO] - ===> Epoch[602](3013/5): Loss -0.7752, Sem 0.0701, dir -0.9738, norm 0.1285, swav 0.0000 LR: 4.355e-02 Score 97.538 Data time: 0.2198, Forward time: 2.3089, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 5.2899 [2020-11-08 16:06:19,360][root][INFO] - ===> Epoch[602](3014/5): Loss -0.7757, Sem 0.0713, dir -0.9750, norm 0.1279, swav 0.0000 LR: 4.353e-02 Score 97.507 Data time: 0.2313, Forward time: 2.3089, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 4.6414 [2020-11-08 16:06:25,864][root][INFO] - ===> Epoch[602](3015/5): Loss -0.7496, Sem 0.0748, dir -0.9699, norm 0.1455, swav 0.0000 LR: 4.351e-02 Score 97.368 Data time: 0.1993, Forward time: 2.3088, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 6.3787 [2020-11-08 16:06:32,442][root][INFO] - ===> Epoch[603](3016/5): Loss -0.7561, Sem 0.0746, dir -0.9733, norm 0.1427, swav 0.0000 LR: 4.349e-02 Score 97.439 Data time: 0.1951, Forward time: 2.3086, Backward time: 3.2622, DDP time: 0.0038, Total iter time: 6.4865 [2020-11-08 16:06:37,478][root][INFO] - ===> Epoch[603](3017/5): Loss -0.7499, Sem 0.0732, dir -0.9695, norm 0.1463, swav 0.0000 LR: 4.348e-02 Score 97.450 Data time: 0.2358, Forward time: 2.3087, Backward time: 3.2616, DDP time: 0.0038, Total iter time: 4.9297 [2020-11-08 16:06:43,423][root][INFO] - ===> Epoch[603](3018/5): Loss -0.7591, Sem 0.0738, dir -0.9733, norm 0.1404, swav 0.0000 LR: 4.346e-02 Score 97.374 Data time: 0.2841, Forward time: 2.3090, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.8298 [2020-11-08 16:06:49,171][root][INFO] - ===> Epoch[603](3019/5): Loss -0.7531, Sem 0.0751, dir -0.9720, norm 0.1439, swav 0.0000 LR: 4.344e-02 Score 97.368 Data time: 0.2791, Forward time: 2.3094, Backward time: 3.2606, DDP time: 0.0038, Total iter time: 5.6146 [2020-11-08 16:06:54,796][root][INFO] - ===> Epoch[603](3020/5): Loss -0.7549, Sem 0.0781, dir -0.9741, norm 0.1411, swav 0.0000 LR: 4.342e-02 Score 97.361 Data time: 0.1599, Forward time: 2.3092, Backward time: 3.2606, DDP time: 0.0038, Total iter time: 5.5026 [2020-11-08 16:07:02,821][root][INFO] - ===> Epoch[604](3021/5): Loss -0.7745, Sem 0.0670, dir -0.9757, norm 0.1342, swav 0.0000 LR: 4.340e-02 Score 97.739 Data time: 0.2086, Forward time: 2.3091, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 7.9341 [2020-11-08 16:07:08,536][root][INFO] - ===> Epoch[604](3022/5): Loss -0.7403, Sem 0.0867, dir -0.9729, norm 0.1459, swav 0.0000 LR: 4.338e-02 Score 96.941 Data time: 0.2084, Forward time: 2.3090, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 5.6154 [2020-11-08 16:07:15,739][root][INFO] - ===> Epoch[604](3023/5): Loss -0.7714, Sem 0.0717, dir -0.9758, norm 0.1327, swav 0.0000 LR: 4.336e-02 Score 97.442 Data time: 0.2776, Forward time: 2.3093, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 7.0861 [2020-11-08 16:07:21,324][root][INFO] - ===> Epoch[604](3024/5): Loss -0.7469, Sem 0.0706, dir -0.9693, norm 0.1519, swav 0.0000 LR: 4.334e-02 Score 97.559 Data time: 0.1728, Forward time: 2.3090, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 5.4540 [2020-11-08 16:07:27,885][root][INFO] - ===> Epoch[604](3025/5): Loss -0.7637, Sem 0.0731, dir -0.9754, norm 0.1386, swav 0.0000 LR: 4.332e-02 Score 97.488 Data time: 0.2164, Forward time: 2.3088, Backward time: 3.2629, DDP time: 0.0038, Total iter time: 6.4548 [2020-11-08 16:07:34,106][root][INFO] - ===> Epoch[605](3026/5): Loss -0.7545, Sem 0.0767, dir -0.9726, norm 0.1414, swav 0.0000 LR: 4.330e-02 Score 97.357 Data time: 0.2999, Forward time: 2.3094, Backward time: 3.2626, DDP time: 0.0038, Total iter time: 6.1094 [2020-11-08 16:07:39,598][root][INFO] - ===> Epoch[605](3027/5): Loss -0.7589, Sem 0.0715, dir -0.9722, norm 0.1418, swav 0.0000 LR: 4.328e-02 Score 97.477 Data time: 0.1761, Forward time: 2.3091, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 5.3781 [2020-11-08 16:07:46,600][root][INFO] - ===> Epoch[605](3028/5): Loss -0.7719, Sem 0.0678, dir -0.9746, norm 0.1348, swav 0.0000 LR: 4.326e-02 Score 97.655 Data time: 0.2599, Forward time: 2.3095, Backward time: 3.2628, DDP time: 0.0038, Total iter time: 6.8825 [2020-11-08 16:07:51,962][root][INFO] - ===> Epoch[605](3029/5): Loss -0.7539, Sem 0.0809, dir -0.9733, norm 0.1385, swav 0.0000 LR: 4.324e-02 Score 97.180 Data time: 0.1868, Forward time: 2.3093, Backward time: 3.2626, DDP time: 0.0038, Total iter time: 5.2360 [2020-11-08 16:07:57,805][root][INFO] - ===> Epoch[605](3030/5): Loss -0.7541, Sem 0.0710, dir -0.9727, norm 0.1476, swav 0.0000 LR: 4.322e-02 Score 97.491 Data time: 0.2238, Forward time: 2.3093, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 5.7574 [2020-11-08 16:08:02,271][root][INFO] - ===> Epoch[606](3031/5): Loss -0.7778, Sem 0.0678, dir -0.9755, norm 0.1299, swav 0.0000 LR: 4.320e-02 Score 97.629 Data time: 0.2327, Forward time: 2.3090, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 4.3391 [2020-11-08 16:08:07,711][root][INFO] - ===> Epoch[606](3032/5): Loss -0.7431, Sem 0.0718, dir -0.9698, norm 0.1549, swav 0.0000 LR: 4.318e-02 Score 97.571 Data time: 0.2563, Forward time: 2.3093, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.3182 [2020-11-08 16:08:13,973][root][INFO] - ===> Epoch[606](3033/5): Loss -0.7548, Sem 0.0792, dir -0.9749, norm 0.1409, swav 0.0000 LR: 4.316e-02 Score 97.233 Data time: 0.1823, Forward time: 2.3091, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 6.1407 [2020-11-08 16:08:19,822][root][INFO] - ===> Epoch[606](3034/5): Loss -0.7809, Sem 0.0682, dir -0.9779, norm 0.1288, swav 0.0000 LR: 4.314e-02 Score 97.559 Data time: 0.1790, Forward time: 2.3087, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 5.7429 [2020-11-08 16:08:27,142][root][INFO] - ===> Epoch[606](3035/5): Loss -0.7516, Sem 0.0803, dir -0.9717, norm 0.1398, swav 0.0000 LR: 4.312e-02 Score 97.128 Data time: 0.2348, Forward time: 2.3088, Backward time: 3.2626, DDP time: 0.0038, Total iter time: 7.2318 [2020-11-08 16:08:33,128][root][INFO] - ===> Epoch[607](3036/5): Loss -0.7507, Sem 0.0749, dir -0.9743, norm 0.1486, swav 0.0000 LR: 4.310e-02 Score 97.406 Data time: 0.2345, Forward time: 2.3088, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 5.8469 [2020-11-08 16:08:38,545][root][INFO] - ===> Epoch[607](3037/5): Loss -0.7681, Sem 0.0699, dir -0.9754, norm 0.1374, swav 0.0000 LR: 4.308e-02 Score 97.535 Data time: 0.2645, Forward time: 2.3091, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 5.2877 [2020-11-08 16:08:43,769][root][INFO] - ===> Epoch[607](3038/5): Loss -0.7557, Sem 0.0751, dir -0.9700, norm 0.1392, swav 0.0000 LR: 4.306e-02 Score 97.404 Data time: 0.2052, Forward time: 2.3091, Backward time: 3.2614, DDP time: 0.0038, Total iter time: 5.1079 [2020-11-08 16:08:49,409][root][INFO] - ===> Epoch[607](3039/5): Loss -0.7640, Sem 0.0699, dir -0.9739, norm 0.1400, swav 0.0000 LR: 4.304e-02 Score 97.589 Data time: 0.2142, Forward time: 2.3090, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 5.5116 [2020-11-08 16:08:57,063][root][INFO] - ===> Epoch[607](3040/5): Loss -0.7599, Sem 0.0751, dir -0.9744, norm 0.1394, swav 0.0000 LR: 4.302e-02 Score 97.323 Data time: 0.2733, Forward time: 2.3094, Backward time: 3.2619, DDP time: 0.0038, Total iter time: 7.5250 [2020-11-08 16:09:02,418][root][INFO] - ===> Epoch[608](3041/5): Loss -0.7736, Sem 0.0662, dir -0.9732, norm 0.1333, swav 0.0000 LR: 4.300e-02 Score 97.680 Data time: 0.1569, Forward time: 2.3091, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 5.2306 [2020-11-08 16:09:08,918][root][INFO] - ===> Epoch[608](3042/5): Loss -0.7607, Sem 0.0705, dir -0.9738, norm 0.1426, swav 0.0000 LR: 4.298e-02 Score 97.527 Data time: 0.2715, Forward time: 2.3092, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 6.3902 [2020-11-08 16:09:14,151][root][INFO] - ===> Epoch[608](3043/5): Loss -0.7489, Sem 0.0816, dir -0.9726, norm 0.1421, swav 0.0000 LR: 4.296e-02 Score 97.084 Data time: 0.1887, Forward time: 2.3090, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 5.1154 [2020-11-08 16:09:19,586][root][INFO] - ===> Epoch[608](3044/5): Loss -0.7740, Sem 0.0697, dir -0.9772, norm 0.1335, swav 0.0000 LR: 4.294e-02 Score 97.492 Data time: 0.2261, Forward time: 2.3091, Backward time: 3.2613, DDP time: 0.0038, Total iter time: 5.3257 [2020-11-08 16:09:26,003][root][INFO] - ===> Epoch[608](3045/5): Loss -0.7482, Sem 0.0729, dir -0.9732, norm 0.1520, swav 0.0000 LR: 4.292e-02 Score 97.465 Data time: 0.1489, Forward time: 2.3086, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 6.2879 [2020-11-08 16:09:32,173][root][INFO] - ===> Epoch[609](3046/5): Loss -0.7528, Sem 0.0722, dir -0.9760, norm 0.1509, swav 0.0000 LR: 4.290e-02 Score 97.506 Data time: 0.3067, Forward time: 2.3091, Backward time: 3.2617, DDP time: 0.0038, Total iter time: 6.0910 [2020-11-08 16:09:38,674][root][INFO] - ===> Epoch[609](3047/5): Loss -0.7639, Sem 0.0734, dir -0.9711, norm 0.1339, swav 0.0000 LR: 4.288e-02 Score 97.455 Data time: 0.2851, Forward time: 2.3095, Backward time: 3.2615, DDP time: 0.0038, Total iter time: 6.3613 [2020-11-08 16:09:43,166][root][INFO] - ===> Epoch[609](3048/5): Loss -0.7467, Sem 0.0720, dir -0.9704, norm 0.1517, swav 0.0000 LR: 4.286e-02 Score 97.501 Data time: 0.1094, Forward time: 2.3089, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 4.3438 [2020-11-08 16:09:48,592][root][INFO] - ===> Epoch[609](3049/5): Loss -0.7890, Sem 0.0701, dir -0.9793, norm 0.1203, swav 0.0000 LR: 4.284e-02 Score 97.549 Data time: 0.1096, Forward time: 2.3081, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 5.3557 [2020-11-08 16:09:54,001][root][INFO] - ===> Epoch[609](3050/5): Loss -0.7739, Sem 0.0729, dir -0.9761, norm 0.1294, swav 0.0000 LR: 4.282e-02 Score 97.460 Data time: 0.2134, Forward time: 2.3083, Backward time: 3.2614, DDP time: 0.0038, Total iter time: 5.3639 [2020-11-08 16:09:59,554][root][INFO] - ===> Epoch[610](3051/5): Loss -0.7758, Sem 0.0706, dir -0.9755, norm 0.1290, swav 0.0000 LR: 4.280e-02 Score 97.473 Data time: 0.2518, Forward time: 2.3086, Backward time: 3.2608, DDP time: 0.0038, Total iter time: 5.4415 [2020-11-08 16:10:06,304][root][INFO] - ===> Epoch[610](3052/5): Loss -0.7564, Sem 0.0708, dir -0.9761, norm 0.1489, swav 0.0000 LR: 4.278e-02 Score 97.546 Data time: 0.1891, Forward time: 2.3085, Backward time: 3.2614, DDP time: 0.0038, Total iter time: 6.6339 [2020-11-08 16:10:12,114][root][INFO] - ===> Epoch[610](3053/5): Loss -0.7430, Sem 0.0730, dir -0.9698, norm 0.1537, swav 0.0000 LR: 4.276e-02 Score 97.546 Data time: 0.2114, Forward time: 2.3084, Backward time: 3.2614, DDP time: 0.0038, Total iter time: 5.7023 [2020-11-08 16:10:19,077][root][INFO] - ===> Epoch[610](3054/5): Loss -0.7552, Sem 0.0782, dir -0.9730, norm 0.1396, swav 0.0000 LR: 4.274e-02 Score 97.297 Data time: 0.3303, Forward time: 2.3091, Backward time: 3.2612, DDP time: 0.0038, Total iter time: 6.8391 [2020-11-08 16:10:24,880][root][INFO] - ===> Epoch[610](3055/5): Loss -0.7568, Sem 0.0730, dir -0.9720, norm 0.1422, swav 0.0000 LR: 4.272e-02 Score 97.400 Data time: 0.2152, Forward time: 2.3093, Backward time: 3.2609, DDP time: 0.0038, Total iter time: 5.6834 [2020-11-08 16:10:32,402][root][INFO] - ===> Epoch[611](3056/5): Loss -0.7546, Sem 0.0776, dir -0.9731, norm 0.1409, swav 0.0000 LR: 4.270e-02 Score 97.315 Data time: 0.1891, Forward time: 2.3091, Backward time: 3.2621, DDP time: 0.0038, Total iter time: 7.4071 [2020-11-08 16:10:38,193][root][INFO] - ===> Epoch[611](3057/5): Loss -0.7521, Sem 0.0732, dir -0.9719, norm 0.1466, swav 0.0000 LR: 4.268e-02 Score 97.419 Data time: 0.2508, Forward time: 2.3093, Backward time: 3.2618, DDP time: 0.0038, Total iter time: 5.6830 [2020-11-08 16:10:44,161][root][INFO] - ===> Epoch[611](3058/5): Loss -0.7559, Sem 0.0729, dir -0.9714, norm 0.1426, swav 0.0000 LR: 4.267e-02 Score 97.386 Data time: 0.2014, Forward time: 2.3091, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 5.8441 [2020-11-08 16:10:49,829][root][INFO] - ===> Epoch[611](3059/5): Loss -0.7579, Sem 0.0726, dir -0.9756, norm 0.1451, swav 0.0000 LR: 4.265e-02 Score 97.467 Data time: 0.1799, Forward time: 2.3089, Backward time: 3.2620, DDP time: 0.0038, Total iter time: 5.5618 [2020-11-08 16:10:54,815][root][INFO] - ===> Epoch[611](3060/5): Loss -0.7548, Sem 0.0752, dir -0.9712, norm 0.1412, swav 0.0000 LR: 4.263e-02 Score 97.379 Data time: 0.1326, Forward time: 2.3085, Backward time: 3.2619, DDP time: 0.0038, Total iter time: 4.8847 [2020-11-08 16:11:01,219][root][INFO] - ===> Epoch[612](3061/5): Loss -0.7545, Sem 0.0769, dir -0.9736, norm 0.1421, swav 0.0000 LR: 4.261e-02 Score 97.304 Data time: 0.1716, Forward time: 2.3081, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 6.3116 [2020-11-08 16:11:06,847][root][INFO] - ===> Epoch[612](3062/5): Loss -0.7695, Sem 0.0679, dir -0.9727, norm 0.1353, swav 0.0000 LR: 4.259e-02 Score 97.693 Data time: 0.1782, Forward time: 2.3079, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 5.5261 [2020-11-08 16:11:13,057][root][INFO] - ===> Epoch[612](3063/5): Loss -0.7581, Sem 0.0710, dir -0.9762, norm 0.1472, swav 0.0000 LR: 4.257e-02 Score 97.519 Data time: 0.2022, Forward time: 2.3077, Backward time: 3.2628, DDP time: 0.0038, Total iter time: 6.0954 [2020-11-08 16:11:18,251][root][INFO] - ===> Epoch[612](3064/5): Loss -0.7567, Sem 0.0775, dir -0.9724, norm 0.1383, swav 0.0000 LR: 4.255e-02 Score 97.231 Data time: 0.2332, Forward time: 2.3078, Backward time: 3.2622, DDP time: 0.0038, Total iter time: 5.0755 [2020-11-08 16:11:24,581][root][INFO] - ===> Epoch[612](3065/5): Loss -0.7513, Sem 0.0741, dir -0.9722, norm 0.1468, swav 0.0000 LR: 4.253e-02 Score 97.413 Data time: 0.2924, Forward time: 2.3083, Backward time: 3.2619, DDP time: 0.0038, Total iter time: 6.2109 [2020-11-08 16:11:30,974][root][INFO] - ===> Epoch[613](3066/5): Loss -0.7739, Sem 0.0742, dir -0.9740, norm 0.1259, swav 0.0000 LR: 4.251e-02 Score 97.371 Data time: 0.1921, Forward time: 2.3083, Backward time: 3.2622, DDP time: 0.0038, Total iter time: 6.2783 [2020-11-08 16:11:36,868][root][INFO] - ===> Epoch[613](3067/5): Loss -0.7610, Sem 0.0726, dir -0.9723, norm 0.1387, swav 0.0000 LR: 4.249e-02 Score 97.428 Data time: 0.1816, Forward time: 2.3080, Backward time: 3.2624, DDP time: 0.0038, Total iter time: 5.7718 [2020-11-08 16:11:43,170][root][INFO] - ===> Epoch[613](3068/5): Loss -0.7472, Sem 0.0759, dir -0.9705, norm 0.1473, swav 0.0000 LR: 4.247e-02 Score 97.327 Data time: 0.2206, Forward time: 2.3081, Backward time: 3.2625, DDP time: 0.0038, Total iter time: 6.1923 [2020-11-08 16:11:48,300][root][INFO] - ===> Epoch[613](3069/5): Loss -0.7656, Sem 0.0710, dir -0.9759, norm 0.1393, swav 0.0000 LR: 4.245e-02 Score 97.512 Data time: 0.1923, Forward time: 2.3080, Backward time: 3.2621, DDP time: 0.0038, Total iter time: 5.0189 [2020-11-08 16:11:52,998][root][INFO] - ===> Epoch[613](3070/5): Loss -0.7768, Sem 0.0684, dir -0.9753, norm 0.1301, swav 0.0000 LR: 4.243e-02 Score 97.598 Data time: 0.2011, Forward time: 2.3080, Backward time: 3.2614, DDP time: 0.0038, Total iter time: 4.5822 [2020-11-08 16:11:58,833][root][INFO] - ===> Epoch[614](3071/5): Loss -0.7423, Sem 0.0710, dir -0.9711, norm 0.1578, swav 0.0000 LR: 4.241e-02 Score 97.551 Data time: 0.2618, Forward time: 2.3082, Backward time: 3.2610, DDP time: 0.0038, Total iter time: 5.7274 [2020-11-08 16:12:03,305][root][INFO] - ===> Epoch[614](3072/5): Loss -0.7576, Sem 0.0739, dir -0.9750, norm 0.1435, swav 0.0000 LR: 4.239e-02 Score 97.415 Data time: 0.2083, Forward time: 2.3082, Backward time: 3.2601, DDP time: 0.0038, Total iter time: 4.3454 [2020-11-08 16:12:09,995][root][INFO] - ===> Epoch[614](3073/5): Loss -0.7802, Sem 0.0694, dir -0.9746, norm 0.1251, swav 0.0000 LR: 4.237e-02 Score 97.565 Data time: 0.2431, Forward time: 2.3084, Backward time: 3.2603, DDP time: 0.0038, Total iter time: 6.5844 [2020-11-08 16:12:15,955][root][INFO] - ===> Epoch[614](3074/5): Loss -0.7564, Sem 0.0765, dir -0.9741, norm 0.1412, swav 0.0000 LR: 4.235e-02 Score 97.308 Data time: 0.2243, Forward time: 2.3087, Backward time: 3.2601, DDP time: 0.0038, Total iter time: 5.8398 [2020-11-08 16:12:21,246][root][INFO] - ===> Epoch[614](3075/5): Loss -0.7716, Sem 0.0750, dir -0.9764, norm 0.1297, swav 0.0000 LR: 4.233e-02 Score 97.376 Data time: 0.1573, Forward time: 2.3081, Backward time: 3.2603, DDP time: 0.0038, Total iter time: 5.1616 [2020-11-08 16:12:27,756][root][INFO] - ===> Epoch[615](3076/5): Loss -0.7601, Sem 0.0732, dir -0.9752, norm 0.1419, swav 0.0000 LR: 4.231e-02 Score 97.412 Data time: 0.2987, Forward time: 2.3086, Backward time: 3.2601, DDP time: 0.0038, Total iter time: 6.4208 [2020-11-08 16:12:33,893][root][INFO] - ===> Epoch[615](3077/5): Loss -0.7758, Sem 0.0705, dir -0.9738, norm 0.1275, swav 0.0000 LR: 4.229e-02 Score 97.541 Data time: 0.1977, Forward time: 2.3086, Backward time: 3.2602, DDP time: 0.0038, Total iter time: 6.0239 [2020-11-08 16:12:39,488][root][INFO] - ===> Epoch[615](3078/5): Loss -0.7674, Sem 0.0682, dir -0.9727, norm 0.1370, swav 0.0000 LR: 4.227e-02 Score 97.596 Data time: 0.2280, Forward time: 2.3087, Backward time: 3.2599, DDP time: 0.0038, Total iter time: 5.4697 [2020-11-08 16:12:45,230][root][INFO] - ===> Epoch[615](3079/5): Loss -0.7728, Sem 0.0733, dir -0.9763, norm 0.1302, swav 0.0000 LR: 4.225e-02 Score 97.453 Data time: 0.2645, Forward time: 2.3090, Backward time: 3.2594, DDP time: 0.0038, Total iter time: 5.6070 [2020-11-08 16:12:50,399][root][INFO] - ===> Epoch[615](3080/5): Loss -0.7321, Sem 0.0791, dir -0.9730, norm 0.1618, swav 0.0000 LR: 4.223e-02 Score 97.242 Data time: 0.1775, Forward time: 2.3088, Backward time: 3.2591, DDP time: 0.0038, Total iter time: 5.0394 [2020-11-08 16:12:56,837][root][INFO] - ===> Epoch[616](3081/5): Loss -0.7817, Sem 0.0693, dir -0.9773, norm 0.1263, swav 0.0000 LR: 4.221e-02 Score 97.509 Data time: 0.2260, Forward time: 2.3089, Backward time: 3.2593, DDP time: 0.0038, Total iter time: 6.3143 [2020-11-08 16:13:02,094][root][INFO] - ===> Epoch[616](3082/5): Loss -0.7573, Sem 0.0737, dir -0.9751, norm 0.1440, swav 0.0000 LR: 4.219e-02 Score 97.406 Data time: 0.1806, Forward time: 2.3087, Backward time: 3.2591, DDP time: 0.0038, Total iter time: 5.1031 [2020-11-08 16:13:07,386][root][INFO] - ===> Epoch[616](3083/5): Loss -0.7689, Sem 0.0697, dir -0.9698, norm 0.1312, swav 0.0000 LR: 4.217e-02 Score 97.559 Data time: 0.2004, Forward time: 2.3085, Backward time: 3.2588, DDP time: 0.0038, Total iter time: 5.1602 [2020-11-08 16:13:13,329][root][INFO] - ===> Epoch[616](3084/5): Loss -0.7600, Sem 0.0747, dir -0.9754, norm 0.1407, swav 0.0000 LR: 4.215e-02 Score 97.450 Data time: 0.2066, Forward time: 2.3084, Backward time: 3.2588, DDP time: 0.0038, Total iter time: 5.8165 [2020-11-08 16:13:20,406][root][INFO] - ===> Epoch[616](3085/5): Loss -0.7403, Sem 0.0763, dir -0.9746, norm 0.1580, swav 0.0000 LR: 4.213e-02 Score 97.382 Data time: 0.2187, Forward time: 2.3083, Backward time: 3.2596, DDP time: 0.0038, Total iter time: 6.9729 [2020-11-08 16:13:26,779][root][INFO] - ===> Epoch[617](3086/5): Loss -0.7757, Sem 0.0726, dir -0.9773, norm 0.1290, swav 0.0000 LR: 4.211e-02 Score 97.474 Data time: 0.2626, Forward time: 2.3086, Backward time: 3.2595, DDP time: 0.0038, Total iter time: 6.2501 [2020-11-08 16:13:32,991][root][INFO] - ===> Epoch[617](3087/5): Loss -0.7553, Sem 0.0733, dir -0.9692, norm 0.1405, swav 0.0000 LR: 4.209e-02 Score 97.445 Data time: 0.2064, Forward time: 2.3087, Backward time: 3.2596, DDP time: 0.0038, Total iter time: 6.0717 [2020-11-08 16:13:38,341][root][INFO] - ===> Epoch[617](3088/5): Loss -0.7727, Sem 0.0658, dir -0.9776, norm 0.1391, swav 0.0000 LR: 4.207e-02 Score 97.720 Data time: 0.1959, Forward time: 2.3085, Backward time: 3.2593, DDP time: 0.0038, Total iter time: 5.2218 [2020-11-08 16:13:43,769][root][INFO] - ===> Epoch[617](3089/5): Loss -0.7591, Sem 0.0743, dir -0.9733, norm 0.1399, swav 0.0000 LR: 4.205e-02 Score 97.358 Data time: 0.1613, Forward time: 2.3082, Backward time: 3.2593, DDP time: 0.0038, Total iter time: 5.3097 [2020-11-08 16:13:50,062][root][INFO] - ===> Epoch[617](3090/5): Loss -0.7428, Sem 0.0832, dir -0.9718, norm 0.1458, swav 0.0000 LR: 4.203e-02 Score 97.074 Data time: 0.2552, Forward time: 2.3085, Backward time: 3.2592, DDP time: 0.0038, Total iter time: 6.2077 [2020-11-08 16:13:55,573][root][INFO] - ===> Epoch[618](3091/5): Loss -0.7492, Sem 0.0780, dir -0.9742, norm 0.1470, swav 0.0000 LR: 4.201e-02 Score 97.313 Data time: 0.2442, Forward time: 2.3088, Backward time: 3.2586, DDP time: 0.0038, Total iter time: 5.3778 [2020-11-08 16:14:01,689][root][INFO] - ===> Epoch[618](3092/5): Loss -0.7656, Sem 0.0719, dir -0.9683, norm 0.1307, swav 0.0000 LR: 4.199e-02 Score 97.484 Data time: 0.2188, Forward time: 2.3088, Backward time: 3.2587, DDP time: 0.0038, Total iter time: 5.9825 [2020-11-08 16:14:07,093][root][INFO] - ===> Epoch[618](3093/5): Loss -0.7543, Sem 0.0732, dir -0.9741, norm 0.1466, swav 0.0000 LR: 4.197e-02 Score 97.473 Data time: 0.1975, Forward time: 2.3086, Backward time: 3.2585, DDP time: 0.0038, Total iter time: 5.2788 [2020-11-08 16:14:13,396][root][INFO] - ===> Epoch[618](3094/5): Loss -0.7578, Sem 0.0728, dir -0.9732, norm 0.1426, swav 0.0000 LR: 4.195e-02 Score 97.439 Data time: 0.2138, Forward time: 2.3085, Backward time: 3.2588, DDP time: 0.0038, Total iter time: 6.2066 [2020-11-08 16:14:20,091][root][INFO] - ===> Epoch[618](3095/5): Loss -0.7668, Sem 0.0730, dir -0.9751, norm 0.1353, swav 0.0000 LR: 4.193e-02 Score 97.378 Data time: 0.3498, Forward time: 2.3091, Backward time: 3.2586, DDP time: 0.0038, Total iter time: 6.5497 [2020-11-08 16:14:28,765][root][INFO] - ===> Epoch[619](3096/5): Loss -0.7548, Sem 0.0759, dir -0.9739, norm 0.1432, swav 0.0000 LR: 4.191e-02 Score 97.424 Data time: 0.2303, Forward time: 2.3092, Backward time: 3.2601, DDP time: 0.0038, Total iter time: 8.5519 [2020-11-08 16:14:34,470][root][INFO] - ===> Epoch[619](3097/5): Loss -0.7666, Sem 0.0672, dir -0.9727, norm 0.1389, swav 0.0000 LR: 4.189e-02 Score 97.656 Data time: 0.1770, Forward time: 2.3089, Backward time: 3.2602, DDP time: 0.0038, Total iter time: 5.5806 [2020-11-08 16:14:40,866][root][INFO] - ===> Epoch[619](3098/5): Loss -0.7559, Sem 0.0782, dir -0.9744, norm 0.1404, swav 0.0000 LR: 4.187e-02 Score 97.227 Data time: 0.2201, Forward time: 2.3089, Backward time: 3.2606, DDP time: 0.0038, Total iter time: 6.3213 [2020-11-08 16:14:47,741][root][INFO] - ===> Epoch[619](3099/5): Loss -0.7509, Sem 0.0724, dir -0.9707, norm 0.1473, swav 0.0000 LR: 4.185e-02 Score 97.496 Data time: 0.3219, Forward time: 2.3095, Backward time: 3.2604, DDP time: 0.0038, Total iter time: 6.7462 [2020-11-08 16:14:52,706][root][INFO] - ===> Epoch[619](3100/5): Loss -0.7661, Sem 0.0729, dir -0.9739, norm 0.1348, swav 0.0000 LR: 4.183e-02 Score 97.430 Data time: 0.2215, Forward time: 2.3096, Backward time: 3.2598, DDP time: 0.0038, Total iter time: 4.8206 [2020-11-08 16:14:59,722][root][INFO] - ===> Epoch[620](3101/5): Loss -0.7351, Sem 0.0782, dir -0.9693, norm 0.1560, swav 0.0000 LR: 4.181e-02 Score 97.351 Data time: 0.3410, Forward time: 2.3103, Backward time: 3.2597, DDP time: 0.0038, Total iter time: 6.9152 [2020-11-08 16:15:05,214][root][INFO] - ===> Epoch[620](3102/5): Loss -0.7617, Sem 0.0702, dir -0.9742, norm 0.1424, swav 0.0000 LR: 4.179e-02 Score 97.551 Data time: 0.2522, Forward time: 2.3106, Backward time: 3.2591, DDP time: 0.0038, Total iter time: 5.3749 [2020-11-08 16:15:11,327][root][INFO] - ===> Epoch[620](3103/5): Loss -0.7675, Sem 0.0690, dir -0.9753, norm 0.1388, swav 0.0000 LR: 4.177e-02 Score 97.550 Data time: 0.1795, Forward time: 2.3103, Backward time: 3.2594, DDP time: 0.0038, Total iter time: 5.9996 [2020-11-08 16:15:17,427][root][INFO] - ===> Epoch[620](3104/5): Loss -0.7707, Sem 0.0744, dir -0.9761, norm 0.1310, swav 0.0000 LR: 4.175e-02 Score 97.368 Data time: 0.2862, Forward time: 2.3108, Backward time: 3.2590, DDP time: 0.0038, Total iter time: 6.0193 [2020-11-08 16:15:23,662][root][INFO] - ===> Epoch[620](3105/5): Loss -0.7449, Sem 0.0840, dir -0.9732, norm 0.1443, swav 0.0000 LR: 4.173e-02 Score 97.146 Data time: 0.1939, Forward time: 2.3106, Backward time: 3.2594, DDP time: 0.0038, Total iter time: 6.1092 [2020-11-08 16:15:29,859][root][INFO] - ===> Epoch[621](3106/5): Loss -0.7667, Sem 0.0648, dir -0.9715, norm 0.1401, swav 0.0000 LR: 4.171e-02 Score 97.711 Data time: 0.2253, Forward time: 2.3105, Backward time: 3.2596, DDP time: 0.0038, Total iter time: 6.1032 [2020-11-08 16:15:35,042][root][INFO] - ===> Epoch[621](3107/5): Loss -0.7511, Sem 0.0742, dir -0.9743, norm 0.1490, swav 0.0000 LR: 4.169e-02 Score 97.444 Data time: 0.2516, Forward time: 2.3108, Backward time: 3.2589, DDP time: 0.0038, Total iter time: 5.0601 [2020-11-08 16:15:40,662][root][INFO] - ===> Epoch[621](3108/5): Loss -0.7544, Sem 0.0731, dir -0.9719, norm 0.1444, swav 0.0000 LR: 4.167e-02 Score 97.418 Data time: 0.2386, Forward time: 2.3109, Backward time: 3.2585, DDP time: 0.0038, Total iter time: 5.4991 [2020-11-08 16:15:46,266][root][INFO] - ===> Epoch[621](3109/5): Loss -0.7657, Sem 0.0767, dir -0.9735, norm 0.1310, swav 0.0000 LR: 4.165e-02 Score 97.373 Data time: 0.1380, Forward time: 2.3104, Backward time: 3.2588, DDP time: 0.0038, Total iter time: 5.4908 [2020-11-08 16:15:51,251][root][INFO] - ===> Epoch[621](3110/5): Loss -0.7535, Sem 0.0741, dir -0.9743, norm 0.1467, swav 0.0000 LR: 4.163e-02 Score 97.400 Data time: 0.2078, Forward time: 2.3103, Backward time: 3.2583, DDP time: 0.0038, Total iter time: 4.9110 [2020-11-08 16:15:56,390][root][INFO] - ===> Epoch[622](3111/5): Loss -0.7699, Sem 0.0641, dir -0.9714, norm 0.1375, swav 0.0000 LR: 4.162e-02 Score 97.732 Data time: 0.2574, Forward time: 2.3103, Backward time: 3.2578, DDP time: 0.0038, Total iter time: 5.0202 [2020-11-08 16:16:02,424][root][INFO] - ===> Epoch[622](3112/5): Loss -0.7628, Sem 0.0718, dir -0.9771, norm 0.1425, swav 0.0000 LR: 4.160e-02 Score 97.443 Data time: 0.1943, Forward time: 2.3101, Backward time: 3.2580, DDP time: 0.0038, Total iter time: 5.9257 [2020-11-08 16:16:08,534][root][INFO] - ===> Epoch[622](3113/5): Loss -0.7451, Sem 0.0870, dir -0.9743, norm 0.1422, swav 0.0000 LR: 4.158e-02 Score 97.178 Data time: 0.1691, Forward time: 2.3098, Backward time: 3.2584, DDP time: 0.0038, Total iter time: 6.0104 [2020-11-08 16:16:13,675][root][INFO] - ===> Epoch[622](3114/5): Loss -0.7511, Sem 0.0767, dir -0.9731, norm 0.1453, swav 0.0000 LR: 4.156e-02 Score 97.324 Data time: 0.2170, Forward time: 2.3097, Backward time: 3.2580, DDP time: 0.0038, Total iter time: 5.0448 [2020-11-08 16:16:19,864][root][INFO] - ===> Epoch[622](3115/5): Loss -0.7810, Sem 0.0673, dir -0.9737, norm 0.1254, swav 0.0000 LR: 4.154e-02 Score 97.649 Data time: 0.2779, Forward time: 2.3102, Backward time: 3.2576, DDP time: 0.0038, Total iter time: 6.0723 [2020-11-08 16:16:27,673][root][INFO] - ===> Epoch[623](3116/5): Loss -0.7600, Sem 0.0713, dir -0.9710, norm 0.1396, swav 0.0000 LR: 4.152e-02 Score 97.467 Data time: 0.1981, Forward time: 2.3100, Backward time: 3.2588, DDP time: 0.0038, Total iter time: 7.6789 [2020-11-08 16:16:33,750][root][INFO] - ===> Epoch[623](3117/5): Loss -0.7478, Sem 0.0785, dir -0.9743, norm 0.1479, swav 0.0000 LR: 4.150e-02 Score 97.267 Data time: 0.2482, Forward time: 2.3105, Backward time: 3.2585, DDP time: 0.0038, Total iter time: 5.9669 [2020-11-08 16:16:39,380][root][INFO] - ===> Epoch[623](3118/5): Loss -0.7696, Sem 0.0703, dir -0.9718, norm 0.1320, swav 0.0000 LR: 4.148e-02 Score 97.540 Data time: 0.1578, Forward time: 2.3102, Backward time: 3.2586, DDP time: 0.0038, Total iter time: 5.5078 [2020-11-08 16:16:46,185][root][INFO] - ===> Epoch[623](3119/5): Loss -0.7816, Sem 0.0627, dir -0.9789, norm 0.1347, swav 0.0000 LR: 4.146e-02 Score 97.757 Data time: 0.2337, Forward time: 2.3103, Backward time: 3.2590, DDP time: 0.0038, Total iter time: 6.6881 [2020-11-08 16:16:51,646][root][INFO] - ===> Epoch[623](3120/5): Loss -0.7672, Sem 0.0779, dir -0.9752, norm 0.1301, swav 0.0000 LR: 4.144e-02 Score 97.206 Data time: 0.2040, Forward time: 2.3103, Backward time: 3.2586, DDP time: 0.0038, Total iter time: 5.3405 [2020-11-08 16:16:57,515][root][INFO] - ===> Epoch[624](3121/5): Loss -0.7626, Sem 0.0710, dir -0.9722, norm 0.1386, swav 0.0000 LR: 4.142e-02 Score 97.548 Data time: 0.2062, Forward time: 2.3102, Backward time: 3.2587, DDP time: 0.0038, Total iter time: 5.7450 [2020-11-08 16:17:03,064][root][INFO] - ===> Epoch[624](3122/5): Loss -0.7613, Sem 0.0688, dir -0.9712, norm 0.1411, swav 0.0000 LR: 4.140e-02 Score 97.563 Data time: 0.2118, Forward time: 2.3102, Backward time: 3.2584, DDP time: 0.0038, Total iter time: 5.4252 [2020-11-08 16:17:08,878][root][INFO] - ===> Epoch[624](3123/5): Loss -0.7669, Sem 0.0736, dir -0.9773, norm 0.1368, swav 0.0000 LR: 4.138e-02 Score 97.416 Data time: 0.2237, Forward time: 2.3102, Backward time: 3.2582, DDP time: 0.0038, Total iter time: 5.7025 [2020-11-08 16:17:13,952][root][INFO] - ===> Epoch[624](3124/5): Loss -0.7676, Sem 0.0682, dir -0.9740, norm 0.1382, swav 0.0000 LR: 4.136e-02 Score 97.576 Data time: 0.2202, Forward time: 2.3103, Backward time: 3.2577, DDP time: 0.0038, Total iter time: 4.9422 [2020-11-08 16:17:20,368][root][INFO] - ===> Epoch[624](3125/5): Loss -0.7511, Sem 0.0774, dir -0.9728, norm 0.1443, swav 0.0000 LR: 4.134e-02 Score 97.262 Data time: 0.1767, Forward time: 2.3101, Backward time: 3.2581, DDP time: 0.0038, Total iter time: 6.2873 [2020-11-08 16:17:25,732][root][INFO] - ===> Epoch[625](3126/5): Loss -0.7827, Sem 0.0656, dir -0.9780, norm 0.1298, swav 0.0000 LR: 4.132e-02 Score 97.659 Data time: 0.1758, Forward time: 2.3099, Backward time: 3.2580, DDP time: 0.0038, Total iter time: 5.2417 [2020-11-08 16:17:32,614][root][INFO] - ===> Epoch[625](3127/5): Loss -0.7661, Sem 0.0711, dir -0.9731, norm 0.1359, swav 0.0000 LR: 4.130e-02 Score 97.478 Data time: 0.1686, Forward time: 2.3095, Backward time: 3.2588, DDP time: 0.0038, Total iter time: 6.7759 [2020-11-08 16:17:37,896][root][INFO] - ===> Epoch[625](3128/5): Loss -0.7641, Sem 0.0691, dir -0.9725, norm 0.1393, swav 0.0000 LR: 4.128e-02 Score 97.586 Data time: 0.1763, Forward time: 2.3093, Backward time: 3.2586, DDP time: 0.0038, Total iter time: 5.2078 [2020-11-08 16:17:43,609][root][INFO] - ===> Epoch[625](3129/5): Loss -0.7652, Sem 0.0727, dir -0.9761, norm 0.1382, swav 0.0000 LR: 4.126e-02 Score 97.436 Data time: 0.2823, Forward time: 2.3093, Backward time: 3.2584, DDP time: 0.0038, Total iter time: 5.5925 [2020-11-08 16:17:50,400][root][INFO] - ===> Epoch[625](3130/5): Loss -0.7557, Sem 0.0736, dir -0.9726, norm 0.1433, swav 0.0000 LR: 4.124e-02 Score 97.470 Data time: 0.3234, Forward time: 2.3100, Backward time: 3.2582, DDP time: 0.0038, Total iter time: 6.6740 [2020-11-08 16:17:55,982][root][INFO] - ===> Epoch[626](3131/5): Loss -0.7513, Sem 0.0769, dir -0.9707, norm 0.1425, swav 0.0000 LR: 4.122e-02 Score 97.270 Data time: 0.2385, Forward time: 2.3103, Backward time: 3.2577, DDP time: 0.0038, Total iter time: 5.4637 [2020-11-08 16:18:00,835][root][INFO] - ===> Epoch[626](3132/5): Loss -0.7624, Sem 0.0713, dir -0.9734, norm 0.1397, swav 0.0000 LR: 4.120e-02 Score 97.465 Data time: 0.1823, Forward time: 2.3101, Backward time: 3.2572, DDP time: 0.0038, Total iter time: 4.7230 [2020-11-08 16:18:07,066][root][INFO] - ===> Epoch[626](3133/5): Loss -0.7521, Sem 0.0704, dir -0.9722, norm 0.1497, swav 0.0000 LR: 4.118e-02 Score 97.535 Data time: 0.2234, Forward time: 2.3101, Backward time: 3.2574, DDP time: 0.0038, Total iter time: 6.0998 [2020-11-08 16:18:12,029][root][INFO] - ===> Epoch[626](3134/5): Loss -0.7706, Sem 0.0706, dir -0.9745, norm 0.1333, swav 0.0000 LR: 4.116e-02 Score 97.504 Data time: 0.2342, Forward time: 2.3102, Backward time: 3.2567, DDP time: 0.0038, Total iter time: 4.8302 [2020-11-08 16:18:18,443][root][INFO] - ===> Epoch[626](3135/5): Loss -0.7688, Sem 0.0719, dir -0.9777, norm 0.1369, swav 0.0000 LR: 4.114e-02 Score 97.446 Data time: 0.2226, Forward time: 2.3104, Backward time: 3.2568, DDP time: 0.0038, Total iter time: 6.3034 [2020-11-08 16:18:24,014][root][INFO] - ===> Epoch[627](3136/5): Loss -0.7669, Sem 0.0738, dir -0.9754, norm 0.1347, swav 0.0000 LR: 4.112e-02 Score 97.490 Data time: 0.2371, Forward time: 2.3106, Backward time: 3.2562, DDP time: 0.0038, Total iter time: 5.4338 [2020-11-08 16:18:29,885][root][INFO] - ===> Epoch[627](3137/5): Loss -0.7351, Sem 0.0740, dir -0.9705, norm 0.1615, swav 0.0000 LR: 4.110e-02 Score 97.456 Data time: 0.1880, Forward time: 2.3103, Backward time: 3.2564, DDP time: 0.0038, Total iter time: 5.7250 [2020-11-08 16:18:35,775][root][INFO] - ===> Epoch[627](3138/5): Loss -0.7705, Sem 0.0700, dir -0.9715, norm 0.1309, swav 0.0000 LR: 4.108e-02 Score 97.455 Data time: 0.2829, Forward time: 2.3107, Backward time: 3.2560, DDP time: 0.0038, Total iter time: 5.7654 [2020-11-08 16:18:41,898][root][INFO] - ===> Epoch[627](3139/5): Loss -0.7596, Sem 0.0731, dir -0.9754, norm 0.1427, swav 0.0000 LR: 4.106e-02 Score 97.462 Data time: 0.2676, Forward time: 2.3111, Backward time: 3.2557, DDP time: 0.0038, Total iter time: 5.9931 [2020-11-08 16:18:48,400][root][INFO] - ===> Epoch[627](3140/5): Loss -0.7522, Sem 0.0739, dir -0.9734, norm 0.1473, swav 0.0000 LR: 4.104e-02 Score 97.429 Data time: 0.2333, Forward time: 2.3113, Backward time: 3.2558, DDP time: 0.0038, Total iter time: 6.3689 [2020-11-08 16:18:53,704][root][INFO] - ===> Epoch[628](3141/5): Loss -0.7526, Sem 0.0742, dir -0.9728, norm 0.1460, swav 0.0000 LR: 4.102e-02 Score 97.392 Data time: 0.2331, Forward time: 2.3114, Backward time: 3.2553, DDP time: 0.0038, Total iter time: 5.1574 [2020-11-08 16:18:59,435][root][INFO] - ===> Epoch[628](3142/5): Loss -0.7691, Sem 0.0675, dir -0.9741, norm 0.1375, swav 0.0000 LR: 4.100e-02 Score 97.648 Data time: 0.2680, Forward time: 2.3117, Backward time: 3.2548, DDP time: 0.0038, Total iter time: 5.6149 [2020-11-08 16:19:04,854][root][INFO] - ===> Epoch[628](3143/5): Loss -0.7498, Sem 0.0715, dir -0.9696, norm 0.1483, swav 0.0000 LR: 4.098e-02 Score 97.476 Data time: 0.1631, Forward time: 2.3115, Backward time: 3.2547, DDP time: 0.0038, Total iter time: 5.2878 [2020-11-08 16:19:09,950][root][INFO] - ===> Epoch[628](3144/5): Loss -0.7653, Sem 0.0700, dir -0.9742, norm 0.1389, swav 0.0000 LR: 4.096e-02 Score 97.566 Data time: 0.1692, Forward time: 2.3111, Backward time: 3.2546, DDP time: 0.0038, Total iter time: 4.9940 [2020-11-08 16:19:16,872][root][INFO] - ===> Epoch[628](3145/5): Loss -0.7665, Sem 0.0784, dir -0.9765, norm 0.1316, swav 0.0000 LR: 4.094e-02 Score 97.230 Data time: 0.2687, Forward time: 2.3115, Backward time: 3.2548, DDP time: 0.0038, Total iter time: 6.8499 [2020-11-08 16:19:23,963][root][INFO] - ===> Epoch[629](3146/5): Loss -0.7611, Sem 0.0680, dir -0.9713, norm 0.1423, swav 0.0000 LR: 4.092e-02 Score 97.646 Data time: 0.2011, Forward time: 2.3113, Backward time: 3.2556, DDP time: 0.0038, Total iter time: 6.9677 [2020-11-08 16:19:30,960][root][INFO] - ===> Epoch[629](3147/5): Loss -0.7391, Sem 0.0803, dir -0.9714, norm 0.1520, swav 0.0000 LR: 4.090e-02 Score 97.191 Data time: 0.2898, Forward time: 2.3117, Backward time: 3.2558, DDP time: 0.0038, Total iter time: 6.9069 [2020-11-08 16:19:35,605][root][INFO] - ===> Epoch[629](3148/5): Loss -0.7583, Sem 0.0709, dir -0.9730, norm 0.1438, swav 0.0000 LR: 4.088e-02 Score 97.486 Data time: 0.2097, Forward time: 2.3116, Backward time: 3.2551, DDP time: 0.0038, Total iter time: 4.5304 [2020-11-08 16:19:41,370][root][INFO] - ===> Epoch[629](3149/5): Loss -0.7447, Sem 0.0720, dir -0.9694, norm 0.1527, swav 0.0000 LR: 4.086e-02 Score 97.506 Data time: 0.2572, Forward time: 2.3119, Backward time: 3.2547, DDP time: 0.0038, Total iter time: 5.6603 [2020-11-08 16:19:46,253][root][INFO] - ===> Epoch[629](3150/5): Loss -0.7676, Sem 0.0712, dir -0.9764, norm 0.1377, swav 0.0000 LR: 4.084e-02 Score 97.511 Data time: 0.1918, Forward time: 2.3119, Backward time: 3.2541, DDP time: 0.0038, Total iter time: 4.7677 [2020-11-08 16:19:51,388][root][INFO] - ===> Epoch[630](3151/5): Loss -0.7597, Sem 0.0734, dir -0.9706, norm 0.1376, swav 0.0000 LR: 4.082e-02 Score 97.381 Data time: 0.2385, Forward time: 2.3120, Backward time: 3.2535, DDP time: 0.0038, Total iter time: 5.0314 [2020-11-08 16:19:58,186][root][INFO] - ===> Epoch[630](3152/5): Loss -0.7680, Sem 0.0703, dir -0.9744, norm 0.1361, swav 0.0000 LR: 4.080e-02 Score 97.541 Data time: 0.3375, Forward time: 2.3127, Backward time: 3.2533, DDP time: 0.0038, Total iter time: 6.6649 [2020-11-08 16:20:04,074][root][INFO] - ===> Epoch[630](3153/5): Loss -0.7429, Sem 0.0738, dir -0.9760, norm 0.1594, swav 0.0000 LR: 4.078e-02 Score 97.433 Data time: 0.2872, Forward time: 2.3131, Backward time: 3.2528, DDP time: 0.0038, Total iter time: 5.7421 [2020-11-08 16:20:11,241][root][INFO] - ===> Epoch[630](3154/5): Loss -0.7654, Sem 0.0751, dir -0.9754, norm 0.1349, swav 0.0000 LR: 4.076e-02 Score 97.348 Data time: 0.2432, Forward time: 2.3134, Backward time: 3.2532, DDP time: 0.0038, Total iter time: 7.0196 [2020-11-08 16:20:17,130][root][INFO] - ===> Epoch[630](3155/5): Loss -0.7494, Sem 0.0687, dir -0.9704, norm 0.1523, swav 0.0000 LR: 4.074e-02 Score 97.527 Data time: 0.2704, Forward time: 2.3137, Backward time: 3.2528, DDP time: 0.0038, Total iter time: 5.7567 [2020-11-08 16:20:22,605][root][INFO] - ===> Epoch[631](3156/5): Loss -0.7574, Sem 0.0750, dir -0.9732, norm 0.1409, swav 0.0000 LR: 4.072e-02 Score 97.348 Data time: 0.1774, Forward time: 2.3135, Backward time: 3.2527, DDP time: 0.0038, Total iter time: 5.3613 [2020-11-08 16:20:28,744][root][INFO] - ===> Epoch[631](3157/5): Loss -0.7771, Sem 0.0673, dir -0.9756, norm 0.1311, swav 0.0000 LR: 4.070e-02 Score 97.601 Data time: 0.2949, Forward time: 2.3139, Backward time: 3.2524, DDP time: 0.0038, Total iter time: 6.0174 [2020-11-08 16:20:34,763][root][INFO] - ===> Epoch[631](3158/5): Loss -0.7689, Sem 0.0668, dir -0.9744, norm 0.1386, swav 0.0000 LR: 4.068e-02 Score 97.680 Data time: 0.2549, Forward time: 2.3142, Backward time: 3.2521, DDP time: 0.0038, Total iter time: 5.8588 [2020-11-08 16:20:40,479][root][INFO] - ===> Epoch[631](3159/5): Loss -0.7674, Sem 0.0670, dir -0.9735, norm 0.1391, swav 0.0000 LR: 4.066e-02 Score 97.630 Data time: 0.2562, Forward time: 2.3145, Backward time: 3.2516, DDP time: 0.0038, Total iter time: 5.5881 [2020-11-08 16:20:45,215][root][INFO] - ===> Epoch[631](3160/5): Loss -0.7535, Sem 0.0793, dir -0.9711, norm 0.1383, swav 0.0000 LR: 4.064e-02 Score 97.267 Data time: 0.1722, Forward time: 2.3143, Backward time: 3.2511, DDP time: 0.0038, Total iter time: 4.6169 [2020-11-08 16:20:51,587][root][INFO] - ===> Epoch[632](3161/5): Loss -0.7827, Sem 0.0672, dir -0.9754, norm 0.1255, swav 0.0000 LR: 4.062e-02 Score 97.617 Data time: 0.2541, Forward time: 2.3146, Backward time: 3.2510, DDP time: 0.0038, Total iter time: 6.2781 [2020-11-08 16:20:57,945][root][INFO] - ===> Epoch[632](3162/5): Loss -0.7571, Sem 0.0708, dir -0.9713, norm 0.1434, swav 0.0000 LR: 4.060e-02 Score 97.529 Data time: 0.2160, Forward time: 2.3147, Backward time: 3.2512, DDP time: 0.0038, Total iter time: 6.2230 [2020-11-08 16:21:03,931][root][INFO] - ===> Epoch[632](3163/5): Loss -0.7497, Sem 0.0656, dir -0.9724, norm 0.1571, swav 0.0000 LR: 4.058e-02 Score 97.771 Data time: 0.2078, Forward time: 2.3147, Backward time: 3.2512, DDP time: 0.0038, Total iter time: 5.8804 [2020-11-08 16:21:10,486][root][INFO] - ===> Epoch[632](3164/5): Loss -0.7710, Sem 0.0769, dir -0.9765, norm 0.1287, swav 0.0000 LR: 4.056e-02 Score 97.201 Data time: 0.2035, Forward time: 2.3146, Backward time: 3.2516, DDP time: 0.0038, Total iter time: 6.4455 [2020-11-08 16:21:15,984][root][INFO] - ===> Epoch[632](3165/5): Loss -0.7534, Sem 0.0796, dir -0.9749, norm 0.1418, swav 0.0000 LR: 4.054e-02 Score 97.235 Data time: 0.1930, Forward time: 2.3145, Backward time: 3.2514, DDP time: 0.0038, Total iter time: 5.3896 [2020-11-08 16:21:23,037][root][INFO] - ===> Epoch[633](3166/5): Loss -0.7438, Sem 0.0731, dir -0.9737, norm 0.1568, swav 0.0000 LR: 4.052e-02 Score 97.451 Data time: 0.1668, Forward time: 2.3142, Backward time: 3.2524, DDP time: 0.0038, Total iter time: 6.9582 [2020-11-08 16:21:28,642][root][INFO] - ===> Epoch[633](3167/5): Loss -0.7683, Sem 0.0706, dir -0.9753, norm 0.1364, swav 0.0000 LR: 4.050e-02 Score 97.548 Data time: 0.2111, Forward time: 2.3141, Backward time: 3.2522, DDP time: 0.0038, Total iter time: 5.5050 [2020-11-08 16:21:35,355][root][INFO] - ===> Epoch[633](3168/5): Loss -0.7502, Sem 0.0803, dir -0.9732, norm 0.1427, swav 0.0000 LR: 4.048e-02 Score 97.285 Data time: 0.2037, Forward time: 2.3141, Backward time: 3.2526, DDP time: 0.0038, Total iter time: 6.6015 [2020-11-08 16:21:40,272][root][INFO] - ===> Epoch[633](3169/5): Loss -0.7755, Sem 0.0674, dir -0.9733, norm 0.1304, swav 0.0000 LR: 4.046e-02 Score 97.619 Data time: 0.2099, Forward time: 2.3140, Backward time: 3.2521, DDP time: 0.0038, Total iter time: 4.7836 [2020-11-08 16:21:47,518][root][INFO] - ===> Epoch[633](3170/5): Loss -0.7583, Sem 0.0728, dir -0.9735, norm 0.1424, swav 0.0000 LR: 4.044e-02 Score 97.403 Data time: 0.1824, Forward time: 2.3138, Backward time: 3.2530, DDP time: 0.0038, Total iter time: 7.1313 [2020-11-08 16:21:53,775][root][INFO] - ===> Epoch[634](3171/5): Loss -0.7783, Sem 0.0681, dir -0.9761, norm 0.1298, swav 0.0000 LR: 4.042e-02 Score 97.596 Data time: 0.2092, Forward time: 2.3137, Backward time: 3.2533, DDP time: 0.0038, Total iter time: 6.1794 [2020-11-08 16:21:59,775][root][INFO] - ===> Epoch[634](3172/5): Loss -0.7788, Sem 0.0694, dir -0.9731, norm 0.1250, swav 0.0000 LR: 4.040e-02 Score 97.574 Data time: 0.2489, Forward time: 2.3136, Backward time: 3.2534, DDP time: 0.0038, Total iter time: 5.8788 [2020-11-08 16:22:06,159][root][INFO] - ===> Epoch[634](3173/5): Loss -0.7609, Sem 0.0742, dir -0.9746, norm 0.1396, swav 0.0000 LR: 4.038e-02 Score 97.515 Data time: 0.2092, Forward time: 2.3137, Backward time: 3.2537, DDP time: 0.0038, Total iter time: 6.2993 [2020-11-08 16:22:11,091][root][INFO] - ===> Epoch[634](3174/5): Loss -0.7478, Sem 0.0774, dir -0.9710, norm 0.1458, swav 0.0000 LR: 4.036e-02 Score 97.333 Data time: 0.1817, Forward time: 2.3134, Backward time: 3.2533, DDP time: 0.0038, Total iter time: 4.7981 [2020-11-08 16:22:16,725][root][INFO] - ===> Epoch[634](3175/5): Loss -0.7759, Sem 0.0663, dir -0.9768, norm 0.1345, swav 0.0000 LR: 4.034e-02 Score 97.647 Data time: 0.2203, Forward time: 2.3134, Backward time: 3.2531, DDP time: 0.0038, Total iter time: 5.5449 [2020-11-08 16:22:23,148][root][INFO] - ===> Epoch[635](3176/5): Loss -0.7515, Sem 0.0793, dir -0.9735, norm 0.1427, swav 0.0000 LR: 4.032e-02 Score 97.255 Data time: 0.1493, Forward time: 2.3132, Backward time: 3.2537, DDP time: 0.0038, Total iter time: 6.3038 [2020-11-08 16:22:30,194][root][INFO] - ===> Epoch[635](3177/5): Loss -0.7962, Sem 0.0644, dir -0.9779, norm 0.1173, swav 0.0000 LR: 4.030e-02 Score 97.747 Data time: 0.1379, Forward time: 2.3127, Backward time: 3.2548, DDP time: 0.0038, Total iter time: 6.9451 [2020-11-08 16:22:35,808][root][INFO] - ===> Epoch[635](3178/5): Loss -0.7651, Sem 0.0697, dir -0.9680, norm 0.1332, swav 0.0000 LR: 4.028e-02 Score 97.516 Data time: 0.1988, Forward time: 2.3125, Backward time: 3.2547, DDP time: 0.0038, Total iter time: 5.5203 [2020-11-08 16:22:42,270][root][INFO] - ===> Epoch[635](3179/5): Loss -0.7667, Sem 0.0683, dir -0.9772, norm 0.1421, swav 0.0000 LR: 4.026e-02 Score 97.642 Data time: 0.1836, Forward time: 2.3124, Backward time: 3.2552, DDP time: 0.0038, Total iter time: 6.3507 [2020-11-08 16:22:47,807][root][INFO] - ===> Epoch[635](3180/5): Loss -0.7572, Sem 0.0746, dir -0.9748, norm 0.1430, swav 0.0000 LR: 4.024e-02 Score 97.376 Data time: 0.2205, Forward time: 2.3124, Backward time: 3.2549, DDP time: 0.0038, Total iter time: 5.4155 [2020-11-08 16:22:54,319][root][INFO] - ===> Epoch[636](3181/5): Loss -0.7663, Sem 0.0713, dir -0.9766, norm 0.1389, swav 0.0000 LR: 4.022e-02 Score 97.486 Data time: 0.1821, Forward time: 2.3121, Backward time: 3.2555, DDP time: 0.0038, Total iter time: 6.3721 [2020-11-08 16:23:00,417][root][INFO] - ===> Epoch[636](3182/5): Loss -0.7885, Sem 0.0620, dir -0.9786, norm 0.1280, swav 0.0000 LR: 4.020e-02 Score 97.801 Data time: 0.2196, Forward time: 2.3119, Backward time: 3.2558, DDP time: 0.0038, Total iter time: 5.9955 [2020-11-08 16:23:05,620][root][INFO] - ===> Epoch[636](3183/5): Loss -0.7720, Sem 0.0693, dir -0.9712, norm 0.1299, swav 0.0000 LR: 4.018e-02 Score 97.583 Data time: 0.1499, Forward time: 2.3113, Backward time: 3.2559, DDP time: 0.0038, Total iter time: 5.0973 [2020-11-08 16:23:12,286][root][INFO] - ===> Epoch[636](3184/5): Loss -0.7714, Sem 0.0681, dir -0.9724, norm 0.1329, swav 0.0000 LR: 4.016e-02 Score 97.633 Data time: 0.2526, Forward time: 2.3116, Backward time: 3.2561, DDP time: 0.0038, Total iter time: 6.5850 [2020-11-08 16:23:19,308][root][INFO] - ===> Epoch[636](3185/5): Loss -0.7485, Sem 0.0744, dir -0.9708, norm 0.1479, swav 0.0000 LR: 4.014e-02 Score 97.378 Data time: 0.1885, Forward time: 2.3115, Backward time: 3.2568, DDP time: 0.0038, Total iter time: 6.9067 [2020-11-08 16:23:24,980][root][INFO] - ===> Epoch[637](3186/5): Loss -0.7816, Sem 0.0654, dir -0.9783, norm 0.1314, swav 0.0000 LR: 4.012e-02 Score 97.694 Data time: 0.1832, Forward time: 2.3113, Backward time: 3.2568, DDP time: 0.0038, Total iter time: 5.5473 [2020-11-08 16:23:31,193][root][INFO] - ===> Epoch[637](3187/5): Loss -0.7622, Sem 0.0708, dir -0.9761, norm 0.1430, swav 0.0000 LR: 4.010e-02 Score 97.520 Data time: 0.1834, Forward time: 2.3111, Backward time: 3.2571, DDP time: 0.0038, Total iter time: 6.1187 [2020-11-08 16:23:38,447][root][INFO] - ===> Epoch[637](3188/5): Loss -0.7646, Sem 0.0714, dir -0.9703, norm 0.1343, swav 0.0000 LR: 4.008e-02 Score 97.517 Data time: 0.2115, Forward time: 2.3111, Backward time: 3.2578, DDP time: 0.0038, Total iter time: 7.1371 [2020-11-08 16:23:43,886][root][INFO] - ===> Epoch[637](3189/5): Loss -0.7407, Sem 0.0716, dir -0.9713, norm 0.1590, swav 0.0000 LR: 4.006e-02 Score 97.457 Data time: 0.2337, Forward time: 2.3112, Backward time: 3.2574, DDP time: 0.0038, Total iter time: 5.3145 [2020-11-08 16:23:49,790][root][INFO] - ===> Epoch[637](3190/5): Loss -0.7737, Sem 0.0683, dir -0.9705, norm 0.1284, swav 0.0000 LR: 4.004e-02 Score 97.572 Data time: 0.2862, Forward time: 2.3116, Backward time: 3.2570, DDP time: 0.0038, Total iter time: 5.7791 [2020-11-08 16:23:55,497][root][INFO] - ===> Epoch[638](3191/5): Loss -0.7744, Sem 0.0745, dir -0.9741, norm 0.1252, swav 0.0000 LR: 4.002e-02 Score 97.327 Data time: 0.2468, Forward time: 2.3119, Backward time: 3.2565, DDP time: 0.0038, Total iter time: 5.5773 [2020-11-08 16:24:01,555][root][INFO] - ===> Epoch[638](3192/5): Loss -0.7779, Sem 0.0612, dir -0.9777, norm 0.1386, swav 0.0000 LR: 4.000e-02 Score 97.823 Data time: 0.1857, Forward time: 2.3117, Backward time: 3.2567, DDP time: 0.0038, Total iter time: 5.9352 [2020-11-08 16:24:07,459][root][INFO] - ===> Epoch[638](3193/5): Loss -0.7649, Sem 0.0716, dir -0.9722, norm 0.1357, swav 0.0000 LR: 3.998e-02 Score 97.455 Data time: 0.1875, Forward time: 2.3115, Backward time: 3.2569, DDP time: 0.0038, Total iter time: 5.8028 [2020-11-08 16:24:13,036][root][INFO] - ===> Epoch[638](3194/5): Loss -0.7677, Sem 0.0724, dir -0.9772, norm 0.1372, swav 0.0000 LR: 3.996e-02 Score 97.433 Data time: 0.2072, Forward time: 2.3115, Backward time: 3.2567, DDP time: 0.0038, Total iter time: 5.4679 [2020-11-08 16:24:19,326][root][INFO] - ===> Epoch[638](3195/5): Loss -0.7573, Sem 0.0701, dir -0.9742, norm 0.1468, swav 0.0000 LR: 3.994e-02 Score 97.581 Data time: 0.2369, Forward time: 2.3115, Backward time: 3.2569, DDP time: 0.0038, Total iter time: 6.1770 [2020-11-08 16:24:25,660][root][INFO] - ===> Epoch[639](3196/5): Loss -0.7591, Sem 0.0773, dir -0.9761, norm 0.1398, swav 0.0000 LR: 3.993e-02 Score 97.242 Data time: 0.2094, Forward time: 2.3115, Backward time: 3.2571, DDP time: 0.0038, Total iter time: 6.1817 [2020-11-08 16:24:31,579][root][INFO] - ===> Epoch[639](3197/5): Loss -0.7676, Sem 0.0703, dir -0.9737, norm 0.1358, swav 0.0000 LR: 3.991e-02 Score 97.529 Data time: 0.1766, Forward time: 2.3112, Backward time: 3.2573, DDP time: 0.0038, Total iter time: 5.8030 [2020-11-08 16:24:36,836][root][INFO] - ===> Epoch[639](3198/5): Loss -0.7573, Sem 0.0694, dir -0.9705, norm 0.1438, swav 0.0000 LR: 3.989e-02 Score 97.592 Data time: 0.2642, Forward time: 2.3112, Backward time: 3.2569, DDP time: 0.0038, Total iter time: 5.1516 [2020-11-08 16:24:42,499][root][INFO] - ===> Epoch[639](3199/5): Loss -0.7735, Sem 0.0703, dir -0.9766, norm 0.1329, swav 0.0000 LR: 3.987e-02 Score 97.495 Data time: 0.2661, Forward time: 2.3115, Backward time: 3.2564, DDP time: 0.0038, Total iter time: 5.5492 [2020-11-08 16:24:47,862][root][INFO] - ===> Epoch[639](3200/5): Loss -0.7527, Sem 0.0800, dir -0.9717, norm 0.1390, swav 0.0000 LR: 3.985e-02 Score 97.166 Data time: 0.2244, Forward time: 2.3116, Backward time: 3.2559, DDP time: 0.0038, Total iter time: 5.2158 [2020-11-08 16:24:52,989][root][INFO] - ===> Epoch[640](3201/5): Loss -0.7689, Sem 0.0752, dir -0.9765, norm 0.1324, swav 0.0000 LR: 3.983e-02 Score 97.280 Data time: 0.1687, Forward time: 2.3113, Backward time: 3.2558, DDP time: 0.0038, Total iter time: 5.0080 [2020-11-08 16:24:58,733][root][INFO] - ===> Epoch[640](3202/5): Loss -0.7548, Sem 0.0754, dir -0.9739, norm 0.1437, swav 0.0000 LR: 3.981e-02 Score 97.395 Data time: 0.2646, Forward time: 2.3116, Backward time: 3.2553, DDP time: 0.0038, Total iter time: 5.6327 [2020-11-08 16:25:04,453][root][INFO] - ===> Epoch[640](3203/5): Loss -0.7610, Sem 0.0793, dir -0.9740, norm 0.1337, swav 0.0000 LR: 3.979e-02 Score 97.297 Data time: 0.1404, Forward time: 2.3112, Backward time: 3.2556, DDP time: 0.0038, Total iter time: 5.5850 [2020-11-08 16:25:10,161][root][INFO] - ===> Epoch[640](3204/5): Loss -0.7637, Sem 0.0739, dir -0.9755, norm 0.1379, swav 0.0000 LR: 3.977e-02 Score 97.412 Data time: 0.2043, Forward time: 2.3111, Backward time: 3.2556, DDP time: 0.0038, Total iter time: 5.6316 [2020-11-08 16:25:16,163][root][INFO] - ===> Epoch[640](3205/5): Loss -0.7729, Sem 0.0647, dir -0.9713, norm 0.1337, swav 0.0000 LR: 3.975e-02 Score 97.723 Data time: 0.2314, Forward time: 2.3111, Backward time: 3.2555, DDP time: 0.0038, Total iter time: 5.8971 [2020-11-08 16:25:22,865][root][INFO] - ===> Epoch[641](3206/5): Loss -0.7659, Sem 0.0718, dir -0.9714, norm 0.1336, swav 0.0000 LR: 3.973e-02 Score 97.470 Data time: 0.1995, Forward time: 2.3109, Backward time: 3.2561, DDP time: 0.0038, Total iter time: 6.5749 [2020-11-08 16:25:28,162][root][INFO] - ===> Epoch[641](3207/5): Loss -0.7454, Sem 0.0753, dir -0.9725, norm 0.1518, swav 0.0000 LR: 3.971e-02 Score 97.350 Data time: 0.2403, Forward time: 2.3110, Backward time: 3.2557, DDP time: 0.0038, Total iter time: 5.1895 [2020-11-08 16:25:33,246][root][INFO] - ===> Epoch[641](3208/5): Loss -0.7631, Sem 0.0726, dir -0.9757, norm 0.1401, swav 0.0000 LR: 3.969e-02 Score 97.633 Data time: 0.2567, Forward time: 2.3112, Backward time: 3.2550, DDP time: 0.0038, Total iter time: 4.9679 [2020-11-08 16:25:39,161][root][INFO] - ===> Epoch[641](3209/5): Loss -0.7867, Sem 0.0694, dir -0.9775, norm 0.1214, swav 0.0000 LR: 3.967e-02 Score 97.555 Data time: 0.2329, Forward time: 2.3113, Backward time: 3.2548, DDP time: 0.0038, Total iter time: 5.8009 [2020-11-08 16:25:45,022][root][INFO] - ===> Epoch[641](3210/5): Loss -0.7616, Sem 0.0767, dir -0.9752, norm 0.1370, swav 0.0000 LR: 3.965e-02 Score 97.320 Data time: 0.2645, Forward time: 2.3116, Backward time: 3.2545, DDP time: 0.0038, Total iter time: 5.7455 [2020-11-08 16:25:50,220][root][INFO] - ===> Epoch[642](3211/5): Loss -0.7722, Sem 0.0734, dir -0.9754, norm 0.1298, swav 0.0000 LR: 3.963e-02 Score 97.470 Data time: 0.2203, Forward time: 2.3117, Backward time: 3.2539, DDP time: 0.0038, Total iter time: 5.0509 [2020-11-08 16:25:56,884][root][INFO] - ===> Epoch[642](3212/5): Loss -0.7657, Sem 0.0660, dir -0.9736, norm 0.1420, swav 0.0000 LR: 3.961e-02 Score 97.706 Data time: 0.1992, Forward time: 2.3116, Backward time: 3.2544, DDP time: 0.0038, Total iter time: 6.5460 [2020-11-08 16:26:03,565][root][INFO] - ===> Epoch[642](3213/5): Loss -0.7753, Sem 0.0695, dir -0.9734, norm 0.1286, swav 0.0000 LR: 3.959e-02 Score 97.571 Data time: 0.1484, Forward time: 2.3112, Backward time: 3.2552, DDP time: 0.0038, Total iter time: 6.5463 [2020-11-08 16:26:09,146][root][INFO] - ===> Epoch[642](3214/5): Loss -0.7674, Sem 0.0789, dir -0.9762, norm 0.1299, swav 0.0000 LR: 3.957e-02 Score 97.179 Data time: 0.2574, Forward time: 2.3114, Backward time: 3.2548, DDP time: 0.0038, Total iter time: 5.4878 [2020-11-08 16:26:16,484][root][INFO] - ===> Epoch[642](3215/5): Loss -0.7586, Sem 0.0671, dir -0.9751, norm 0.1494, swav 0.0000 LR: 3.955e-02 Score 97.644 Data time: 0.3049, Forward time: 2.3119, Backward time: 3.2550, DDP time: 0.0038, Total iter time: 7.2060 [2020-11-08 16:26:23,117][root][INFO] - ===> Epoch[643](3216/5): Loss -0.7705, Sem 0.0711, dir -0.9726, norm 0.1310, swav 0.0000 LR: 3.953e-02 Score 97.468 Data time: 0.3118, Forward time: 2.3125, Backward time: 3.2547, DDP time: 0.0038, Total iter time: 6.4750 [2020-11-08 16:26:29,370][root][INFO] - ===> Epoch[643](3217/5): Loss -0.7511, Sem 0.0785, dir -0.9749, norm 0.1454, swav 0.0000 LR: 3.951e-02 Score 97.243 Data time: 0.2070, Forward time: 2.3126, Backward time: 3.2548, DDP time: 0.0038, Total iter time: 6.1124 [2020-11-08 16:26:35,064][root][INFO] - ===> Epoch[643](3218/5): Loss -0.7736, Sem 0.0683, dir -0.9757, norm 0.1338, swav 0.0000 LR: 3.949e-02 Score 97.662 Data time: 0.2650, Forward time: 2.3129, Backward time: 3.2544, DDP time: 0.0038, Total iter time: 5.5810 [2020-11-08 16:26:40,568][root][INFO] - ===> Epoch[643](3219/5): Loss -0.7631, Sem 0.0684, dir -0.9752, norm 0.1437, swav 0.0000 LR: 3.947e-02 Score 97.591 Data time: 0.1805, Forward time: 2.3127, Backward time: 3.2543, DDP time: 0.0038, Total iter time: 5.3874 [2020-11-08 16:26:45,517][root][INFO] - ===> Epoch[643](3220/5): Loss -0.7654, Sem 0.0725, dir -0.9737, norm 0.1359, swav 0.0000 LR: 3.945e-02 Score 97.466 Data time: 0.2222, Forward time: 2.3126, Backward time: 3.2538, DDP time: 0.0038, Total iter time: 4.8356 [2020-11-08 16:26:51,097][root][INFO] - ===> Epoch[644](3221/5): Loss -0.7648, Sem 0.0728, dir -0.9727, norm 0.1350, swav 0.0000 LR: 3.943e-02 Score 97.449 Data time: 0.2474, Forward time: 2.3127, Backward time: 3.2534, DDP time: 0.0038, Total iter time: 5.4760 [2020-11-08 16:26:56,536][root][INFO] - ===> Epoch[644](3222/5): Loss -0.7733, Sem 0.0671, dir -0.9758, norm 0.1354, swav 0.0000 LR: 3.941e-02 Score 97.679 Data time: 0.2492, Forward time: 2.3129, Backward time: 3.2530, DDP time: 0.0038, Total iter time: 5.2893 [2020-11-08 16:27:02,462][root][INFO] - ===> Epoch[644](3223/5): Loss -0.7544, Sem 0.0775, dir -0.9734, norm 0.1414, swav 0.0000 LR: 3.939e-02 Score 97.252 Data time: 0.3360, Forward time: 2.3133, Backward time: 3.2525, DDP time: 0.0038, Total iter time: 5.8056 [2020-11-08 16:27:07,736][root][INFO] - ===> Epoch[644](3224/5): Loss -0.7669, Sem 0.0734, dir -0.9732, norm 0.1328, swav 0.0000 LR: 3.937e-02 Score 97.429 Data time: 0.2696, Forward time: 2.3135, Backward time: 3.2519, DDP time: 0.0038, Total iter time: 5.1468 [2020-11-08 16:27:13,711][root][INFO] - ===> Epoch[644](3225/5): Loss -0.7728, Sem 0.0674, dir -0.9752, norm 0.1350, swav 0.0000 LR: 3.935e-02 Score 97.674 Data time: 0.3129, Forward time: 2.3139, Backward time: 3.2514, DDP time: 0.0038, Total iter time: 5.8558 [2020-11-08 16:27:19,386][root][INFO] - ===> Epoch[645](3226/5): Loss -0.7702, Sem 0.0713, dir -0.9777, norm 0.1361, swav 0.0000 LR: 3.933e-02 Score 97.429 Data time: 0.2329, Forward time: 2.3141, Backward time: 3.2511, DDP time: 0.0038, Total iter time: 5.5556 [2020-11-08 16:27:24,967][root][INFO] - ===> Epoch[645](3227/5): Loss -0.7639, Sem 0.0736, dir -0.9736, norm 0.1361, swav 0.0000 LR: 3.931e-02 Score 97.455 Data time: 0.2170, Forward time: 2.3140, Backward time: 3.2509, DDP time: 0.0038, Total iter time: 5.4819 [2020-11-08 16:27:31,017][root][INFO] - ===> Epoch[645](3228/5): Loss -0.7812, Sem 0.0689, dir -0.9726, norm 0.1225, swav 0.0000 LR: 3.929e-02 Score 97.550 Data time: 0.2589, Forward time: 2.3144, Backward time: 3.2506, DDP time: 0.0038, Total iter time: 5.9430 [2020-11-08 16:27:37,286][root][INFO] - ===> Epoch[645](3229/5): Loss -0.7642, Sem 0.0709, dir -0.9758, norm 0.1406, swav 0.0000 LR: 3.927e-02 Score 97.501 Data time: 0.2479, Forward time: 2.3146, Backward time: 3.2506, DDP time: 0.0038, Total iter time: 6.1401 [2020-11-08 16:27:42,404][root][INFO] - ===> Epoch[645](3230/5): Loss -0.7704, Sem 0.0719, dir -0.9748, norm 0.1325, swav 0.0000 LR: 3.925e-02 Score 97.507 Data time: 0.2358, Forward time: 2.3145, Backward time: 3.2502, DDP time: 0.0038, Total iter time: 4.9713 [2020-11-08 16:27:47,027][root][INFO] - ===> Epoch[646](3231/5): Loss -0.7778, Sem 0.0690, dir -0.9739, norm 0.1271, swav 0.0000 LR: 3.923e-02 Score 97.631 Data time: 0.1671, Forward time: 2.3141, Backward time: 3.2498, DDP time: 0.0038, Total iter time: 4.5148 [2020-11-08 16:27:54,163][root][INFO] - ===> Epoch[646](3232/5): Loss -0.7698, Sem 0.0717, dir -0.9753, norm 0.1338, swav 0.0000 LR: 3.921e-02 Score 97.533 Data time: 0.3174, Forward time: 2.3144, Backward time: 3.2502, DDP time: 0.0038, Total iter time: 7.0644 [2020-11-08 16:27:59,872][root][INFO] - ===> Epoch[646](3233/5): Loss -0.7776, Sem 0.0660, dir -0.9769, norm 0.1334, swav 0.0000 LR: 3.919e-02 Score 97.697 Data time: 0.2442, Forward time: 2.3146, Backward time: 3.2498, DDP time: 0.0038, Total iter time: 5.5842 [2020-11-08 16:28:05,571][root][INFO] - ===> Epoch[646](3234/5): Loss -0.7501, Sem 0.0749, dir -0.9702, norm 0.1452, swav 0.0000 LR: 3.917e-02 Score 97.330 Data time: 0.2043, Forward time: 2.3145, Backward time: 3.2498, DDP time: 0.0038, Total iter time: 5.5862 [2020-11-08 16:28:11,449][root][INFO] - ===> Epoch[646](3235/5): Loss -0.7764, Sem 0.0676, dir -0.9753, norm 0.1312, swav 0.0000 LR: 3.915e-02 Score 97.605 Data time: 0.2259, Forward time: 2.3145, Backward time: 3.2497, DDP time: 0.0038, Total iter time: 5.7723 [2020-11-08 16:28:18,260][root][INFO] - ===> Epoch[647](3236/5): Loss -0.7672, Sem 0.0678, dir -0.9721, norm 0.1371, swav 0.0000 LR: 3.913e-02 Score 97.632 Data time: 0.1688, Forward time: 2.3142, Backward time: 3.2504, DDP time: 0.0038, Total iter time: 6.6880 [2020-11-08 16:28:24,204][root][INFO] - ===> Epoch[647](3237/5): Loss -0.7848, Sem 0.0689, dir -0.9752, norm 0.1215, swav 0.0000 LR: 3.911e-02 Score 97.551 Data time: 0.2121, Forward time: 2.3141, Backward time: 3.2505, DDP time: 0.0038, Total iter time: 5.8604 [2020-11-08 16:28:30,287][root][INFO] - ===> Epoch[647](3238/5): Loss -0.7780, Sem 0.0707, dir -0.9734, norm 0.1247, swav 0.0000 LR: 3.909e-02 Score 97.531 Data time: 0.1945, Forward time: 2.3140, Backward time: 3.2507, DDP time: 0.0038, Total iter time: 5.9690 [2020-11-08 16:28:37,196][root][INFO] - ===> Epoch[647](3239/5): Loss -0.7482, Sem 0.0799, dir -0.9741, norm 0.1460, swav 0.0000 LR: 3.907e-02 Score 97.219 Data time: 0.1978, Forward time: 2.3138, Backward time: 3.2514, DDP time: 0.0038, Total iter time: 6.8110 [2020-11-08 16:28:42,427][root][INFO] - ===> Epoch[647](3240/5): Loss -0.7520, Sem 0.0743, dir -0.9760, norm 0.1497, swav 0.0000 LR: 3.905e-02 Score 97.379 Data time: 0.2689, Forward time: 2.3140, Backward time: 3.2508, DDP time: 0.0038, Total iter time: 5.1244 [2020-11-08 16:28:48,333][root][INFO] - ===> Epoch[648](3241/5): Loss -0.7593, Sem 0.0711, dir -0.9734, norm 0.1430, swav 0.0000 LR: 3.903e-02 Score 97.535 Data time: 0.3281, Forward time: 2.3140, Backward time: 3.2507, DDP time: 0.0038, Total iter time: 5.7824 [2020-11-08 16:28:55,901][root][INFO] - ===> Epoch[648](3242/5): Loss -0.7687, Sem 0.0705, dir -0.9736, norm 0.1344, swav 0.0000 LR: 3.901e-02 Score 97.471 Data time: 0.3627, Forward time: 2.3149, Backward time: 3.2507, DDP time: 0.0038, Total iter time: 7.4352 [2020-11-08 16:29:01,499][root][INFO] - ===> Epoch[648](3243/5): Loss -0.7661, Sem 0.0704, dir -0.9739, norm 0.1375, swav 0.0000 LR: 3.899e-02 Score 97.538 Data time: 0.2447, Forward time: 2.3152, Backward time: 3.2501, DDP time: 0.0038, Total iter time: 5.4629 [2020-11-08 16:29:07,438][root][INFO] - ===> Epoch[648](3244/5): Loss -0.7700, Sem 0.0742, dir -0.9746, norm 0.1305, swav 0.0000 LR: 3.897e-02 Score 97.408 Data time: 0.1926, Forward time: 2.3151, Backward time: 3.2502, DDP time: 0.0038, Total iter time: 5.8035 [2020-11-08 16:29:13,905][root][INFO] - ===> Epoch[648](3245/5): Loss -0.7485, Sem 0.0787, dir -0.9717, norm 0.1446, swav 0.0000 LR: 3.895e-02 Score 97.248 Data time: 0.2663, Forward time: 2.3154, Backward time: 3.2502, DDP time: 0.0038, Total iter time: 6.3776 [2020-11-08 16:29:18,688][root][INFO] - ===> Epoch[649](3246/5): Loss -0.7701, Sem 0.0678, dir -0.9747, norm 0.1368, swav 0.0000 LR: 3.893e-02 Score 97.652 Data time: 0.1626, Forward time: 2.3152, Backward time: 3.2498, DDP time: 0.0038, Total iter time: 4.6460 [2020-11-08 16:29:24,899][root][INFO] - ===> Epoch[649](3247/5): Loss -0.7693, Sem 0.0688, dir -0.9722, norm 0.1340, swav 0.0000 LR: 3.891e-02 Score 97.538 Data time: 0.1681, Forward time: 2.3148, Backward time: 3.2503, DDP time: 0.0038, Total iter time: 6.1306 [2020-11-08 16:29:31,874][root][INFO] - ===> Epoch[649](3248/5): Loss -0.7621, Sem 0.0769, dir -0.9754, norm 0.1364, swav 0.0000 LR: 3.889e-02 Score 97.337 Data time: 0.1596, Forward time: 2.3145, Backward time: 3.2512, DDP time: 0.0038, Total iter time: 6.9056 [2020-11-08 16:29:38,721][root][INFO] - ===> Epoch[649](3249/5): Loss -0.7684, Sem 0.0706, dir -0.9740, norm 0.1351, swav 0.0000 LR: 3.887e-02 Score 97.474 Data time: 0.2430, Forward time: 2.3146, Backward time: 3.2516, DDP time: 0.0038, Total iter time: 6.7364 [2020-11-08 16:29:45,362][root][INFO] - ===> Epoch[649](3250/5): Loss -0.7669, Sem 0.0714, dir -0.9742, norm 0.1359, swav 0.0000 LR: 3.885e-02 Score 97.576 Data time: 0.2009, Forward time: 2.3145, Backward time: 3.2520, DDP time: 0.0038, Total iter time: 6.4918 [2020-11-08 16:29:52,327][root][INFO] - ===> Epoch[650](3251/5): Loss -0.7566, Sem 0.0736, dir -0.9733, norm 0.1431, swav 0.0000 LR: 3.883e-02 Score 97.466 Data time: 0.3101, Forward time: 2.3149, Backward time: 3.2521, DDP time: 0.0038, Total iter time: 6.8360 [2020-11-08 16:29:58,578][root][INFO] - ===> Epoch[650](3252/5): Loss -0.7581, Sem 0.0746, dir -0.9744, norm 0.1417, swav 0.0000 LR: 3.881e-02 Score 97.361 Data time: 0.1992, Forward time: 2.3149, Backward time: 3.2523, DDP time: 0.0038, Total iter time: 6.1055 [2020-11-08 16:30:04,790][root][INFO] - ===> Epoch[650](3253/5): Loss -0.7694, Sem 0.0726, dir -0.9703, norm 0.1283, swav 0.0000 LR: 3.879e-02 Score 97.539 Data time: 0.2931, Forward time: 2.3153, Backward time: 3.2519, DDP time: 0.0038, Total iter time: 6.0854 [2020-11-08 16:30:10,427][root][INFO] - ===> Epoch[650](3254/5): Loss -0.7726, Sem 0.0660, dir -0.9776, norm 0.1390, swav 0.0000 LR: 3.877e-02 Score 97.647 Data time: 0.1807, Forward time: 2.3152, Backward time: 3.2519, DDP time: 0.0038, Total iter time: 5.5080 [2020-11-08 16:30:15,788][root][INFO] - ===> Epoch[650](3255/5): Loss -0.7923, Sem 0.0634, dir -0.9781, norm 0.1224, swav 0.0000 LR: 3.875e-02 Score 97.728 Data time: 0.2263, Forward time: 2.3151, Backward time: 3.2517, DDP time: 0.0038, Total iter time: 5.2828 [2020-11-08 16:30:20,886][root][INFO] - ===> Epoch[651](3256/5): Loss -0.7797, Sem 0.0630, dir -0.9786, norm 0.1359, swav 0.0000 LR: 3.873e-02 Score 97.817 Data time: 0.1959, Forward time: 2.3147, Backward time: 3.2515, DDP time: 0.0038, Total iter time: 4.9695 [2020-11-08 16:30:27,514][root][INFO] - ===> Epoch[651](3257/5): Loss -0.7633, Sem 0.0789, dir -0.9745, norm 0.1323, swav 0.0000 LR: 3.871e-02 Score 97.249 Data time: 0.1990, Forward time: 2.3147, Backward time: 3.2520, DDP time: 0.0038, Total iter time: 6.5584 [2020-11-08 16:30:33,586][root][INFO] - ===> Epoch[651](3258/5): Loss -0.7732, Sem 0.0677, dir -0.9757, norm 0.1348, swav 0.0000 LR: 3.869e-02 Score 97.559 Data time: 0.2010, Forward time: 2.3146, Backward time: 3.2521, DDP time: 0.0038, Total iter time: 5.9360 [2020-11-08 16:30:39,354][root][INFO] - ===> Epoch[651](3259/5): Loss -0.7747, Sem 0.0636, dir -0.9687, norm 0.1305, swav 0.0000 LR: 3.867e-02 Score 97.748 Data time: 0.2022, Forward time: 2.3146, Backward time: 3.2520, DDP time: 0.0038, Total iter time: 5.6557 [2020-11-08 16:30:45,935][root][INFO] - ===> Epoch[651](3260/5): Loss -0.7669, Sem 0.0686, dir -0.9745, norm 0.1390, swav 0.0000 LR: 3.865e-02 Score 97.554 Data time: 0.2329, Forward time: 2.3146, Backward time: 3.2523, DDP time: 0.0038, Total iter time: 6.4805 [2020-11-08 16:30:51,419][root][INFO] - ===> Epoch[652](3261/5): Loss -0.7814, Sem 0.0654, dir -0.9778, norm 0.1309, swav 0.0000 LR: 3.863e-02 Score 97.692 Data time: 0.2460, Forward time: 2.3147, Backward time: 3.2519, DDP time: 0.0038, Total iter time: 5.3390 [2020-11-08 16:30:56,738][root][INFO] - ===> Epoch[652](3262/5): Loss -0.7534, Sem 0.0741, dir -0.9742, norm 0.1467, swav 0.0000 LR: 3.861e-02 Score 97.382 Data time: 0.1753, Forward time: 2.3145, Backward time: 3.2517, DDP time: 0.0038, Total iter time: 5.1842 [2020-11-08 16:31:02,944][root][INFO] - ===> Epoch[652](3263/5): Loss -0.7532, Sem 0.0755, dir -0.9743, norm 0.1455, swav 0.0000 LR: 3.859e-02 Score 97.374 Data time: 0.1817, Forward time: 2.3142, Backward time: 3.2521, DDP time: 0.0038, Total iter time: 6.1172 [2020-11-08 16:31:08,289][root][INFO] - ===> Epoch[652](3264/5): Loss -0.7810, Sem 0.0696, dir -0.9726, norm 0.1221, swav 0.0000 LR: 3.857e-02 Score 97.512 Data time: 0.2377, Forward time: 2.3144, Backward time: 3.2515, DDP time: 0.0038, Total iter time: 5.2462 [2020-11-08 16:31:13,581][root][INFO] - ===> Epoch[652](3265/5): Loss -0.7731, Sem 0.0661, dir -0.9703, norm 0.1311, swav 0.0000 LR: 3.855e-02 Score 97.673 Data time: 0.2256, Forward time: 2.3145, Backward time: 3.2510, DDP time: 0.0038, Total iter time: 5.1830 [2020-11-08 16:31:18,166][root][INFO] - ===> Epoch[653](3266/5): Loss -0.7583, Sem 0.0741, dir -0.9727, norm 0.1402, swav 0.0000 LR: 3.853e-02 Score 97.384 Data time: 0.2121, Forward time: 2.3145, Backward time: 3.2503, DDP time: 0.0038, Total iter time: 4.4921 [2020-11-08 16:31:24,076][root][INFO] - ===> Epoch[653](3267/5): Loss -0.7793, Sem 0.0693, dir -0.9775, norm 0.1289, swav 0.0000 LR: 3.851e-02 Score 97.565 Data time: 0.1836, Forward time: 2.3142, Backward time: 3.2506, DDP time: 0.0038, Total iter time: 5.8112 [2020-11-08 16:31:31,153][root][INFO] - ===> Epoch[653](3268/5): Loss -0.7604, Sem 0.0728, dir -0.9729, norm 0.1397, swav 0.0000 LR: 3.849e-02 Score 97.395 Data time: 0.2445, Forward time: 2.3144, Backward time: 3.2510, DDP time: 0.0038, Total iter time: 6.9730 [2020-11-08 16:31:36,598][root][INFO] - ===> Epoch[653](3269/5): Loss -0.7746, Sem 0.0643, dir -0.9729, norm 0.1341, swav 0.0000 LR: 3.847e-02 Score 97.756 Data time: 0.1708, Forward time: 2.3141, Backward time: 3.2510, DDP time: 0.0038, Total iter time: 5.3064 [2020-11-08 16:31:42,424][root][INFO] - ===> Epoch[653](3270/5): Loss -0.7689, Sem 0.0729, dir -0.9766, norm 0.1348, swav 0.0000 LR: 3.845e-02 Score 97.477 Data time: 0.1897, Forward time: 2.3140, Backward time: 3.2510, DDP time: 0.0038, Total iter time: 5.7112 [2020-11-08 16:31:48,441][root][INFO] - ===> Epoch[654](3271/5): Loss -0.7693, Sem 0.0737, dir -0.9762, norm 0.1332, swav 0.0000 LR: 3.843e-02 Score 97.437 Data time: 0.2285, Forward time: 2.3140, Backward time: 3.2510, DDP time: 0.0038, Total iter time: 5.9013 [2020-11-08 16:31:55,262][root][INFO] - ===> Epoch[654](3272/5): Loss -0.7741, Sem 0.0742, dir -0.9756, norm 0.1274, swav 0.0000 LR: 3.841e-02 Score 97.424 Data time: 0.1606, Forward time: 2.3137, Backward time: 3.2518, DDP time: 0.0038, Total iter time: 6.6962 [2020-11-08 16:32:00,691][root][INFO] - ===> Epoch[654](3273/5): Loss -0.7395, Sem 0.0837, dir -0.9746, norm 0.1513, swav 0.0000 LR: 3.839e-02 Score 97.139 Data time: 0.2026, Forward time: 2.3136, Backward time: 3.2516, DDP time: 0.0038, Total iter time: 5.3348 [2020-11-08 16:32:07,865][root][INFO] - ===> Epoch[654](3274/5): Loss -0.7674, Sem 0.0666, dir -0.9728, norm 0.1387, swav 0.0000 LR: 3.837e-02 Score 97.641 Data time: 0.2157, Forward time: 2.3136, Backward time: 3.2523, DDP time: 0.0038, Total iter time: 7.0575 [2020-11-08 16:32:14,465][root][INFO] - ===> Epoch[654](3275/5): Loss -0.7727, Sem 0.0720, dir -0.9734, norm 0.1287, swav 0.0000 LR: 3.835e-02 Score 97.531 Data time: 0.2814, Forward time: 2.3138, Backward time: 3.2524, DDP time: 0.0038, Total iter time: 6.4677 [2020-11-08 16:32:20,711][root][INFO] - ===> Epoch[655](3276/5): Loss -0.7704, Sem 0.0692, dir -0.9758, norm 0.1362, swav 0.0000 LR: 3.833e-02 Score 97.537 Data time: 0.2803, Forward time: 2.3143, Backward time: 3.2520, DDP time: 0.0038, Total iter time: 6.1061 [2020-11-08 16:32:26,391][root][INFO] - ===> Epoch[655](3277/5): Loss -0.7700, Sem 0.0674, dir -0.9735, norm 0.1361, swav 0.0000 LR: 3.831e-02 Score 97.667 Data time: 0.2637, Forward time: 2.3146, Backward time: 3.2515, DDP time: 0.0038, Total iter time: 5.5337 [2020-11-08 16:32:32,118][root][INFO] - ===> Epoch[655](3278/5): Loss -0.7710, Sem 0.0680, dir -0.9780, norm 0.1390, swav 0.0000 LR: 3.829e-02 Score 97.550 Data time: 0.1718, Forward time: 2.3144, Backward time: 3.2516, DDP time: 0.0038, Total iter time: 5.5986 [2020-11-08 16:32:37,275][root][INFO] - ===> Epoch[655](3279/5): Loss -0.7700, Sem 0.0654, dir -0.9724, norm 0.1370, swav 0.0000 LR: 3.827e-02 Score 97.703 Data time: 0.2098, Forward time: 2.3143, Backward time: 3.2513, DDP time: 0.0038, Total iter time: 5.0709 [2020-11-08 16:32:42,743][root][INFO] - ===> Epoch[655](3280/5): Loss -0.7595, Sem 0.0741, dir -0.9741, norm 0.1405, swav 0.0000 LR: 3.825e-02 Score 97.337 Data time: 0.2377, Forward time: 2.3143, Backward time: 3.2510, DDP time: 0.0038, Total iter time: 5.3367 [2020-11-08 16:32:48,585][root][INFO] - ===> Epoch[656](3281/5): Loss -0.7779, Sem 0.0688, dir -0.9747, norm 0.1280, swav 0.0000 LR: 3.823e-02 Score 97.555 Data time: 0.2403, Forward time: 2.3142, Backward time: 3.2510, DDP time: 0.0038, Total iter time: 5.7298 [2020-11-08 16:32:55,001][root][INFO] - ===> Epoch[656](3282/5): Loss -0.7618, Sem 0.0761, dir -0.9733, norm 0.1353, swav 0.0000 LR: 3.821e-02 Score 97.310 Data time: 0.1716, Forward time: 2.3139, Backward time: 3.2516, DDP time: 0.0038, Total iter time: 6.3064 [2020-11-08 16:33:00,894][root][INFO] - ===> Epoch[656](3283/5): Loss -0.7668, Sem 0.0658, dir -0.9752, norm 0.1426, swav 0.0000 LR: 3.819e-02 Score 97.701 Data time: 0.3233, Forward time: 2.3142, Backward time: 3.2512, DDP time: 0.0038, Total iter time: 5.8044 [2020-11-08 16:33:09,349][root][INFO] - ===> Epoch[656](3284/5): Loss -0.7567, Sem 0.0746, dir -0.9762, norm 0.1449, swav 0.0000 LR: 3.817e-02 Score 97.350 Data time: 0.4125, Forward time: 2.3154, Backward time: 3.2513, DDP time: 0.0038, Total iter time: 8.3337 [2020-11-08 16:33:15,841][root][INFO] - ===> Epoch[656](3285/5): Loss -0.7706, Sem 0.0700, dir -0.9719, norm 0.1313, swav 0.0000 LR: 3.815e-02 Score 97.517 Data time: 0.2265, Forward time: 2.3156, Backward time: 3.2514, DDP time: 0.0038, Total iter time: 6.3666 [2020-11-08 16:33:20,931][root][INFO] - ===> Epoch[657](3286/5): Loss -0.7779, Sem 0.0721, dir -0.9760, norm 0.1260, swav 0.0000 LR: 3.813e-02 Score 97.450 Data time: 0.1733, Forward time: 2.3153, Backward time: 3.2511, DDP time: 0.0038, Total iter time: 4.9608 [2020-11-08 16:33:27,005][root][INFO] - ===> Epoch[657](3287/5): Loss -0.7640, Sem 0.0688, dir -0.9737, norm 0.1408, swav 0.0000 LR: 3.811e-02 Score 97.571 Data time: 0.2464, Forward time: 2.3154, Backward time: 3.2511, DDP time: 0.0038, Total iter time: 5.9826 [2020-11-08 16:33:33,235][root][INFO] - ===> Epoch[657](3288/5): Loss -0.7703, Sem 0.0669, dir -0.9741, norm 0.1368, swav 0.0000 LR: 3.809e-02 Score 97.645 Data time: 0.2978, Forward time: 2.3158, Backward time: 3.2508, DDP time: 0.0038, Total iter time: 6.0841 [2020-11-08 16:33:38,455][root][INFO] - ===> Epoch[657](3289/5): Loss -0.7775, Sem 0.0682, dir -0.9769, norm 0.1311, swav 0.0000 LR: 3.807e-02 Score 97.534 Data time: 0.2328, Forward time: 2.3160, Backward time: 3.2502, DDP time: 0.0038, Total iter time: 5.1114 [2020-11-08 16:33:43,333][root][INFO] - ===> Epoch[657](3290/5): Loss -0.7718, Sem 0.0685, dir -0.9735, norm 0.1332, swav 0.0000 LR: 3.805e-02 Score 97.613 Data time: 0.2110, Forward time: 2.3161, Backward time: 3.2496, DDP time: 0.0038, Total iter time: 4.7507 [2020-11-08 16:33:49,833][root][INFO] - ===> Epoch[658](3291/5): Loss -0.7937, Sem 0.0681, dir -0.9796, norm 0.1178, swav 0.0000 LR: 3.803e-02 Score 97.558 Data time: 0.2150, Forward time: 2.3157, Backward time: 3.2502, DDP time: 0.0038, Total iter time: 6.3964 [2020-11-08 16:33:57,015][root][INFO] - ===> Epoch[658](3292/5): Loss -0.7681, Sem 0.0703, dir -0.9718, norm 0.1334, swav 0.0000 LR: 3.801e-02 Score 97.522 Data time: 0.2047, Forward time: 2.3156, Backward time: 3.2509, DDP time: 0.0038, Total iter time: 7.0700 [2020-11-08 16:34:03,112][root][INFO] - ===> Epoch[658](3293/5): Loss -0.7671, Sem 0.0667, dir -0.9758, norm 0.1420, swav 0.0000 LR: 3.799e-02 Score 97.661 Data time: 0.2345, Forward time: 2.3157, Backward time: 3.2509, DDP time: 0.0038, Total iter time: 5.9904 [2020-11-08 16:34:09,870][root][INFO] - ===> Epoch[658](3294/5): Loss -0.7567, Sem 0.0722, dir -0.9729, norm 0.1440, swav 0.0000 LR: 3.797e-02 Score 97.444 Data time: 0.3509, Forward time: 2.3162, Backward time: 3.2508, DDP time: 0.0038, Total iter time: 6.6234 [2020-11-08 16:34:14,853][root][INFO] - ===> Epoch[658](3295/5): Loss -0.7569, Sem 0.0738, dir -0.9745, norm 0.1438, swav 0.0000 LR: 3.795e-02 Score 97.442 Data time: 0.2427, Forward time: 2.3164, Backward time: 3.2501, DDP time: 0.0038, Total iter time: 4.8484 [2020-11-08 16:34:20,480][root][INFO] - ===> Epoch[659](3296/5): Loss -0.7525, Sem 0.0683, dir -0.9721, norm 0.1513, swav 0.0000 LR: 3.793e-02 Score 97.585 Data time: 0.2757, Forward time: 2.3166, Backward time: 3.2497, DDP time: 0.0038, Total iter time: 5.5336 [2020-11-08 16:34:25,889][root][INFO] - ===> Epoch[659](3297/5): Loss -0.7802, Sem 0.0743, dir -0.9771, norm 0.1226, swav 0.0000 LR: 3.791e-02 Score 97.358 Data time: 0.2547, Forward time: 2.3168, Backward time: 3.2491, DDP time: 0.0038, Total iter time: 5.2810 [2020-11-08 16:34:32,583][root][INFO] - ===> Epoch[659](3298/5): Loss -0.7718, Sem 0.0749, dir -0.9757, norm 0.1290, swav 0.0000 LR: 3.789e-02 Score 97.376 Data time: 0.1896, Forward time: 2.3168, Backward time: 3.2495, DDP time: 0.0038, Total iter time: 6.5752 [2020-11-08 16:34:37,473][root][INFO] - ===> Epoch[659](3299/5): Loss -0.7797, Sem 0.0676, dir -0.9758, norm 0.1285, swav 0.0000 LR: 3.787e-02 Score 97.582 Data time: 0.1996, Forward time: 2.3168, Backward time: 3.2490, DDP time: 0.0038, Total iter time: 4.7574 [2020-11-08 16:34:42,785][root][INFO] - ===> Epoch[659](3300/5): Loss -0.7761, Sem 0.0617, dir -0.9742, norm 0.1364, swav 0.0000 LR: 3.785e-02 Score 97.835 Data time: 0.1478, Forward time: 2.3165, Backward time: 3.2489, DDP time: 0.0038, Total iter time: 5.2136 [2020-11-08 16:34:47,814][root][INFO] - ===> Epoch[660](3301/5): Loss -0.7874, Sem 0.0627, dir -0.9773, norm 0.1271, swav 0.0000 LR: 3.783e-02 Score 97.804 Data time: 0.1796, Forward time: 2.3162, Backward time: 3.2487, DDP time: 0.0038, Total iter time: 4.9559 [2020-11-08 16:34:53,677][root][INFO] - ===> Epoch[660](3302/5): Loss -0.7917, Sem 0.0638, dir -0.9757, norm 0.1202, swav 0.0000 LR: 3.781e-02 Score 97.711 Data time: 0.2302, Forward time: 2.3161, Backward time: 3.2487, DDP time: 0.0038, Total iter time: 5.7437 [2020-11-08 16:34:59,831][root][INFO] - ===> Epoch[660](3303/5): Loss -0.7697, Sem 0.0667, dir -0.9728, norm 0.1364, swav 0.0000 LR: 3.779e-02 Score 97.639 Data time: 0.2211, Forward time: 2.3162, Backward time: 3.2487, DDP time: 0.0038, Total iter time: 6.0517 [2020-11-08 16:35:06,145][root][INFO] - ===> Epoch[660](3304/5): Loss -0.7639, Sem 0.0695, dir -0.9745, norm 0.1410, swav 0.0000 LR: 3.777e-02 Score 97.570 Data time: 0.1786, Forward time: 2.3160, Backward time: 3.2491, DDP time: 0.0038, Total iter time: 6.1728 [2020-11-08 16:35:11,940][root][INFO] - ===> Epoch[660](3305/5): Loss -0.7308, Sem 0.0842, dir -0.9711, norm 0.1561, swav 0.0000 LR: 3.775e-02 Score 97.072 Data time: 0.1893, Forward time: 2.3157, Backward time: 3.2492, DDP time: 0.0038, Total iter time: 5.6851 [2020-11-08 16:35:18,379][root][INFO] - ===> Epoch[661](3306/5): Loss -0.7690, Sem 0.0691, dir -0.9718, norm 0.1337, swav 0.0000 LR: 3.773e-02 Score 97.579 Data time: 0.3373, Forward time: 2.3162, Backward time: 3.2490, DDP time: 0.0038, Total iter time: 6.3388 [2020-11-08 16:35:25,239][root][INFO] - ===> Epoch[661](3307/5): Loss -0.7573, Sem 0.0706, dir -0.9741, norm 0.1462, swav 0.0000 LR: 3.771e-02 Score 97.633 Data time: 0.1494, Forward time: 2.3158, Backward time: 3.2498, DDP time: 0.0038, Total iter time: 6.7251 [2020-11-08 16:35:29,951][root][INFO] - ===> Epoch[661](3308/5): Loss -0.7857, Sem 0.0620, dir -0.9785, norm 0.1307, swav 0.0000 LR: 3.769e-02 Score 97.798 Data time: 0.1965, Forward time: 2.3157, Backward time: 3.2493, DDP time: 0.0038, Total iter time: 4.6284 [2020-11-08 16:35:34,923][root][INFO] - ===> Epoch[661](3309/5): Loss -0.7765, Sem 0.0702, dir -0.9740, norm 0.1272, swav 0.0000 LR: 3.767e-02 Score 97.519 Data time: 0.2358, Forward time: 2.3159, Backward time: 3.2486, DDP time: 0.0038, Total iter time: 4.8836 [2020-11-08 16:35:41,141][root][INFO] - ===> Epoch[661](3310/5): Loss -0.7600, Sem 0.0749, dir -0.9753, norm 0.1403, swav 0.0000 LR: 3.765e-02 Score 97.330 Data time: 0.1767, Forward time: 2.3157, Backward time: 3.2490, DDP time: 0.0038, Total iter time: 6.1070 [2020-11-08 16:35:47,389][root][INFO] - ===> Epoch[662](3311/5): Loss -0.7670, Sem 0.0711, dir -0.9739, norm 0.1358, swav 0.0000 LR: 3.763e-02 Score 97.571 Data time: 0.1477, Forward time: 2.3153, Backward time: 3.2495, DDP time: 0.0038, Total iter time: 6.1516 [2020-11-08 16:35:53,482][root][INFO] - ===> Epoch[662](3312/5): Loss -0.7745, Sem 0.0701, dir -0.9746, norm 0.1301, swav 0.0000 LR: 3.761e-02 Score 97.480 Data time: 0.1767, Forward time: 2.3150, Backward time: 3.2499, DDP time: 0.0038, Total iter time: 6.0476 [2020-11-08 16:36:00,178][root][INFO] - ===> Epoch[662](3313/5): Loss -0.7858, Sem 0.0675, dir -0.9731, norm 0.1198, swav 0.0000 LR: 3.759e-02 Score 97.710 Data time: 0.3166, Forward time: 2.3156, Backward time: 3.2497, DDP time: 0.0038, Total iter time: 6.6222 [2020-11-08 16:36:05,374][root][INFO] - ===> Epoch[662](3314/5): Loss -0.7515, Sem 0.0683, dir -0.9741, norm 0.1543, swav 0.0000 LR: 3.757e-02 Score 97.563 Data time: 0.2094, Forward time: 2.3156, Backward time: 3.2493, DDP time: 0.0038, Total iter time: 5.1172 [2020-11-08 16:36:11,766][root][INFO] - ===> Epoch[662](3315/5): Loss -0.7527, Sem 0.0771, dir -0.9771, norm 0.1474, swav 0.0000 LR: 3.755e-02 Score 97.309 Data time: 0.2961, Forward time: 2.3160, Backward time: 3.2491, DDP time: 0.0038, Total iter time: 6.2761 [2020-11-08 16:36:17,331][root][INFO] - ===> Epoch[663](3316/5): Loss -0.7772, Sem 0.0656, dir -0.9767, norm 0.1339, swav 0.0000 LR: 3.753e-02 Score 97.654 Data time: 0.2076, Forward time: 2.3160, Backward time: 3.2489, DDP time: 0.0038, Total iter time: 5.4298 [2020-11-08 16:36:24,193][root][INFO] - ===> Epoch[663](3317/5): Loss -0.7465, Sem 0.0721, dir -0.9706, norm 0.1520, swav 0.0000 LR: 3.751e-02 Score 97.537 Data time: 0.2269, Forward time: 2.3160, Backward time: 3.2494, DDP time: 0.0038, Total iter time: 6.7458 [2020-11-08 16:36:30,133][root][INFO] - ===> Epoch[663](3318/5): Loss -0.7706, Sem 0.0774, dir -0.9758, norm 0.1278, swav 0.0000 LR: 3.749e-02 Score 97.231 Data time: 0.1505, Forward time: 2.3156, Backward time: 3.2498, DDP time: 0.0038, Total iter time: 5.8471 [2020-11-08 16:36:34,961][root][INFO] - ===> Epoch[663](3319/5): Loss -0.7665, Sem 0.0695, dir -0.9724, norm 0.1364, swav 0.0000 LR: 3.747e-02 Score 97.533 Data time: 0.2173, Forward time: 2.3156, Backward time: 3.2492, DDP time: 0.0038, Total iter time: 4.7444 [2020-11-08 16:36:41,671][root][INFO] - ===> Epoch[663](3320/5): Loss -0.7857, Sem 0.0669, dir -0.9763, norm 0.1237, swav 0.0000 LR: 3.745e-02 Score 97.656 Data time: 0.2410, Forward time: 2.3157, Backward time: 3.2495, DDP time: 0.0038, Total iter time: 6.6010 [2020-11-08 16:36:48,320][root][INFO] - ===> Epoch[664](3321/5): Loss -0.7723, Sem 0.0682, dir -0.9769, norm 0.1364, swav 0.0000 LR: 3.742e-02 Score 97.521 Data time: 0.1596, Forward time: 2.3154, Backward time: 3.2501, DDP time: 0.0038, Total iter time: 6.5374 [2020-11-08 16:36:55,372][root][INFO] - ===> Epoch[664](3322/5): Loss -0.7592, Sem 0.0756, dir -0.9747, norm 0.1399, swav 0.0000 LR: 3.740e-02 Score 97.296 Data time: 0.1509, Forward time: 2.3151, Backward time: 3.2510, DDP time: 0.0038, Total iter time: 6.9615 [2020-11-08 16:37:00,306][root][INFO] - ===> Epoch[664](3323/5): Loss -0.7674, Sem 0.0694, dir -0.9760, norm 0.1391, swav 0.0000 LR: 3.738e-02 Score 97.580 Data time: 0.2110, Forward time: 2.3151, Backward time: 3.2504, DDP time: 0.0038, Total iter time: 4.8417 [2020-11-08 16:37:05,966][root][INFO] - ===> Epoch[664](3324/5): Loss -0.7842, Sem 0.0686, dir -0.9760, norm 0.1233, swav 0.0000 LR: 3.736e-02 Score 97.603 Data time: 0.1998, Forward time: 2.3151, Backward time: 3.2504, DDP time: 0.0038, Total iter time: 5.5426 [2020-11-08 16:37:10,857][root][INFO] - ===> Epoch[664](3325/5): Loss -0.7654, Sem 0.0698, dir -0.9714, norm 0.1363, swav 0.0000 LR: 3.734e-02 Score 97.598 Data time: 0.2203, Forward time: 2.3152, Backward time: 3.2497, DDP time: 0.0038, Total iter time: 4.7715 [2020-11-08 16:37:16,167][root][INFO] - ===> Epoch[665](3326/5): Loss -0.7782, Sem 0.0701, dir -0.9771, norm 0.1288, swav 0.0000 LR: 3.732e-02 Score 97.513 Data time: 0.1832, Forward time: 2.3150, Backward time: 3.2495, DDP time: 0.0038, Total iter time: 5.1987 [2020-11-08 16:37:21,860][root][INFO] - ===> Epoch[665](3327/5): Loss -0.7803, Sem 0.0711, dir -0.9781, norm 0.1267, swav 0.0000 LR: 3.730e-02 Score 97.518 Data time: 0.2103, Forward time: 2.3149, Backward time: 3.2494, DDP time: 0.0038, Total iter time: 5.5734 [2020-11-08 16:37:28,213][root][INFO] - ===> Epoch[665](3328/5): Loss -0.7596, Sem 0.0683, dir -0.9745, norm 0.1466, swav 0.0000 LR: 3.728e-02 Score 97.677 Data time: 0.2072, Forward time: 2.3149, Backward time: 3.2496, DDP time: 0.0038, Total iter time: 6.2388 [2020-11-08 16:37:33,125][root][INFO] - ===> Epoch[665](3329/5): Loss -0.7800, Sem 0.0641, dir -0.9731, norm 0.1290, swav 0.0000 LR: 3.726e-02 Score 97.703 Data time: 0.1826, Forward time: 2.3148, Backward time: 3.2493, DDP time: 0.0038, Total iter time: 4.7959 [2020-11-08 16:37:38,268][root][INFO] - ===> Epoch[665](3330/5): Loss -0.7682, Sem 0.0778, dir -0.9745, norm 0.1286, swav 0.0000 LR: 3.724e-02 Score 97.266 Data time: 0.1909, Forward time: 2.3146, Backward time: 3.2490, DDP time: 0.0038, Total iter time: 5.0500 [2020-11-08 16:37:43,404][root][INFO] - ===> Epoch[666](3331/5): Loss -0.7581, Sem 0.0745, dir -0.9732, norm 0.1406, swav 0.0000 LR: 3.722e-02 Score 97.310 Data time: 0.1815, Forward time: 2.3144, Backward time: 3.2487, DDP time: 0.0038, Total iter time: 5.0391 [2020-11-08 16:37:49,129][root][INFO] - ===> Epoch[666](3332/5): Loss -0.7977, Sem 0.0582, dir -0.9740, norm 0.1181, swav 0.0000 LR: 3.720e-02 Score 97.922 Data time: 0.2321, Forward time: 2.3144, Backward time: 3.2486, DDP time: 0.0038, Total iter time: 5.6244 [2020-11-08 16:37:55,307][root][INFO] - ===> Epoch[666](3333/5): Loss -0.7762, Sem 0.0663, dir -0.9732, norm 0.1308, swav 0.0000 LR: 3.718e-02 Score 97.651 Data time: 0.2270, Forward time: 2.3145, Backward time: 3.2486, DDP time: 0.0038, Total iter time: 6.0640 [2020-11-08 16:38:01,813][root][INFO] - ===> Epoch[666](3334/5): Loss -0.7497, Sem 0.0759, dir -0.9737, norm 0.1481, swav 0.0000 LR: 3.716e-02 Score 97.357 Data time: 0.2192, Forward time: 2.3146, Backward time: 3.2488, DDP time: 0.0038, Total iter time: 6.3875 [2020-11-08 16:38:08,916][root][INFO] - ===> Epoch[666](3335/5): Loss -0.7549, Sem 0.0756, dir -0.9759, norm 0.1454, swav 0.0000 LR: 3.714e-02 Score 97.465 Data time: 0.1984, Forward time: 2.3145, Backward time: 3.2495, DDP time: 0.0038, Total iter time: 6.9766 [2020-11-08 16:38:15,048][root][INFO] - ===> Epoch[667](3336/5): Loss -0.7728, Sem 0.0692, dir -0.9737, norm 0.1316, swav 0.0000 LR: 3.712e-02 Score 97.530 Data time: 0.2423, Forward time: 2.3147, Backward time: 3.2494, DDP time: 0.0038, Total iter time: 6.0126 [2020-11-08 16:38:21,185][root][INFO] - ===> Epoch[667](3337/5): Loss -0.7654, Sem 0.0734, dir -0.9745, norm 0.1357, swav 0.0000 LR: 3.710e-02 Score 97.402 Data time: 0.2165, Forward time: 2.3147, Backward time: 3.2494, DDP time: 0.0038, Total iter time: 6.0286 [2020-11-08 16:38:26,786][root][INFO] - ===> Epoch[667](3338/5): Loss -0.7596, Sem 0.0708, dir -0.9735, norm 0.1431, swav 0.0000 LR: 3.708e-02 Score 97.493 Data time: 0.2062, Forward time: 2.3148, Backward time: 3.2492, DDP time: 0.0038, Total iter time: 5.4825 [2020-11-08 16:38:33,624][root][INFO] - ===> Epoch[667](3339/5): Loss -0.7719, Sem 0.0673, dir -0.9755, norm 0.1363, swav 0.0000 LR: 3.706e-02 Score 97.617 Data time: 0.2084, Forward time: 2.3147, Backward time: 3.2498, DDP time: 0.0038, Total iter time: 6.7209 [2020-11-08 16:38:39,435][root][INFO] - ===> Epoch[667](3340/5): Loss -0.7596, Sem 0.0689, dir -0.9758, norm 0.1473, swav 0.0000 LR: 3.704e-02 Score 97.618 Data time: 0.2687, Forward time: 2.3149, Backward time: 3.2495, DDP time: 0.0038, Total iter time: 5.6943 [2020-11-08 16:38:45,137][root][INFO] - ===> Epoch[668](3341/5): Loss -0.7720, Sem 0.0743, dir -0.9748, norm 0.1285, swav 0.0000 LR: 3.702e-02 Score 97.342 Data time: 0.2827, Forward time: 2.3151, Backward time: 3.2490, DDP time: 0.0038, Total iter time: 5.5697 [2020-11-08 16:38:51,342][root][INFO] - ===> Epoch[668](3342/5): Loss -0.7750, Sem 0.0664, dir -0.9770, norm 0.1356, swav 0.0000 LR: 3.700e-02 Score 97.616 Data time: 0.3195, Forward time: 2.3156, Backward time: 3.2487, DDP time: 0.0038, Total iter time: 6.0657 [2020-11-08 16:38:57,608][root][INFO] - ===> Epoch[668](3343/5): Loss -0.7592, Sem 0.0708, dir -0.9747, norm 0.1446, swav 0.0000 LR: 3.698e-02 Score 97.543 Data time: 0.2977, Forward time: 2.3160, Backward time: 3.2483, DDP time: 0.0038, Total iter time: 6.1319 [2020-11-08 16:39:03,397][root][INFO] - ===> Epoch[668](3344/5): Loss -0.7707, Sem 0.0722, dir -0.9767, norm 0.1338, swav 0.0000 LR: 3.696e-02 Score 97.486 Data time: 0.2351, Forward time: 2.3162, Backward time: 3.2480, DDP time: 0.0038, Total iter time: 5.6635 [2020-11-08 16:39:09,324][root][INFO] - ===> Epoch[668](3345/5): Loss -0.7737, Sem 0.0643, dir -0.9708, norm 0.1328, swav 0.0000 LR: 3.694e-02 Score 97.736 Data time: 0.1883, Forward time: 2.3161, Backward time: 3.2482, DDP time: 0.0038, Total iter time: 5.8021 [2020-11-08 16:39:15,183][root][INFO] - ===> Epoch[669](3346/5): Loss -0.7594, Sem 0.0750, dir -0.9741, norm 0.1398, swav 0.0000 LR: 3.692e-02 Score 97.365 Data time: 0.2124, Forward time: 2.3161, Backward time: 3.2481, DDP time: 0.0038, Total iter time: 5.7779 [2020-11-08 16:39:20,442][root][INFO] - ===> Epoch[669](3347/5): Loss -0.7674, Sem 0.0675, dir -0.9750, norm 0.1402, swav 0.0000 LR: 3.690e-02 Score 97.668 Data time: 0.2294, Forward time: 2.3162, Backward time: 3.2476, DDP time: 0.0038, Total iter time: 5.1525 [2020-11-08 16:39:27,217][root][INFO] - ===> Epoch[669](3348/5): Loss -0.7670, Sem 0.0636, dir -0.9743, norm 0.1437, swav 0.0000 LR: 3.688e-02 Score 97.760 Data time: 0.2126, Forward time: 2.3162, Backward time: 3.2480, DDP time: 0.0038, Total iter time: 6.6592 [2020-11-08 16:39:32,975][root][INFO] - ===> Epoch[669](3349/5): Loss -0.7843, Sem 0.0677, dir -0.9773, norm 0.1253, swav 0.0000 LR: 3.686e-02 Score 97.568 Data time: 0.2693, Forward time: 2.3165, Backward time: 3.2476, DDP time: 0.0038, Total iter time: 5.6363 [2020-11-08 16:39:40,082][root][INFO] - ===> Epoch[669](3350/5): Loss -0.7812, Sem 0.0664, dir -0.9764, norm 0.1288, swav 0.0000 LR: 3.684e-02 Score 97.585 Data time: 0.2309, Forward time: 2.3166, Backward time: 3.2481, DDP time: 0.0038, Total iter time: 6.9777 [2020-11-08 16:39:47,094][root][INFO] - ===> Epoch[670](3351/5): Loss -0.7554, Sem 0.0774, dir -0.9730, norm 0.1401, swav 0.0000 LR: 3.682e-02 Score 97.216 Data time: 0.2430, Forward time: 2.3168, Backward time: 3.2484, DDP time: 0.0038, Total iter time: 6.8745 [2020-11-08 16:39:53,377][root][INFO] - ===> Epoch[670](3352/5): Loss -0.7849, Sem 0.0635, dir -0.9778, norm 0.1294, swav 0.0000 LR: 3.680e-02 Score 97.796 Data time: 0.1924, Forward time: 2.3168, Backward time: 3.2486, DDP time: 0.0038, Total iter time: 6.1477 [2020-11-08 16:39:59,189][root][INFO] - ===> Epoch[670](3353/5): Loss -0.7615, Sem 0.0779, dir -0.9747, norm 0.1354, swav 0.0000 LR: 3.678e-02 Score 97.321 Data time: 0.1922, Forward time: 2.3166, Backward time: 3.2487, DDP time: 0.0038, Total iter time: 5.6960 [2020-11-08 16:40:04,548][root][INFO] - ===> Epoch[670](3354/5): Loss -0.7735, Sem 0.0667, dir -0.9731, norm 0.1329, swav 0.0000 LR: 3.676e-02 Score 97.653 Data time: 0.2115, Forward time: 2.3166, Backward time: 3.2484, DDP time: 0.0038, Total iter time: 5.2801 [2020-11-08 16:40:10,637][root][INFO] - ===> Epoch[670](3355/5): Loss -0.7746, Sem 0.0640, dir -0.9759, norm 0.1373, swav 0.0000 LR: 3.674e-02 Score 97.679 Data time: 0.2312, Forward time: 2.3166, Backward time: 3.2485, DDP time: 0.0038, Total iter time: 5.9717 [2020-11-08 16:40:16,915][root][INFO] - ===> Epoch[671](3356/5): Loss -0.7684, Sem 0.0745, dir -0.9755, norm 0.1327, swav 0.0000 LR: 3.672e-02 Score 97.374 Data time: 0.1958, Forward time: 2.3165, Backward time: 3.2487, DDP time: 0.0038, Total iter time: 6.1480 [2020-11-08 16:40:22,050][root][INFO] - ===> Epoch[671](3357/5): Loss -0.7784, Sem 0.0658, dir -0.9754, norm 0.1313, swav 0.0000 LR: 3.670e-02 Score 97.647 Data time: 0.2150, Forward time: 2.3165, Backward time: 3.2483, DDP time: 0.0038, Total iter time: 5.0098 [2020-11-08 16:40:27,972][root][INFO] - ===> Epoch[671](3358/5): Loss -0.7796, Sem 0.0682, dir -0.9773, norm 0.1295, swav 0.0000 LR: 3.668e-02 Score 97.598 Data time: 0.2676, Forward time: 2.3168, Backward time: 3.2479, DDP time: 0.0038, Total iter time: 5.8060 [2020-11-08 16:40:33,998][root][INFO] - ===> Epoch[671](3359/5): Loss -0.7757, Sem 0.0653, dir -0.9718, norm 0.1308, swav 0.0000 LR: 3.666e-02 Score 97.700 Data time: 0.2374, Forward time: 2.3169, Backward time: 3.2479, DDP time: 0.0038, Total iter time: 5.9059 [2020-11-08 16:40:39,361][root][INFO] - ===> Epoch[671](3360/5): Loss -0.7721, Sem 0.0801, dir -0.9781, norm 0.1260, swav 0.0000 LR: 3.664e-02 Score 97.297 Data time: 0.2074, Forward time: 2.3170, Backward time: 3.2475, DDP time: 0.0038, Total iter time: 5.2536 [2020-11-08 16:40:46,150][root][INFO] - ===> Epoch[672](3361/5): Loss -0.7817, Sem 0.0705, dir -0.9762, norm 0.1241, swav 0.0000 LR: 3.662e-02 Score 97.516 Data time: 0.1494, Forward time: 2.3166, Backward time: 3.2483, DDP time: 0.0038, Total iter time: 6.6634 [2020-11-08 16:40:52,336][root][INFO] - ===> Epoch[672](3362/5): Loss -0.7797, Sem 0.0697, dir -0.9769, norm 0.1275, swav 0.0000 LR: 3.660e-02 Score 97.516 Data time: 0.2423, Forward time: 2.3168, Backward time: 3.2483, DDP time: 0.0038, Total iter time: 6.0847 [2020-11-08 16:40:57,723][root][INFO] - ===> Epoch[672](3363/5): Loss -0.7869, Sem 0.0666, dir -0.9782, norm 0.1247, swav 0.0000 LR: 3.658e-02 Score 97.657 Data time: 0.2561, Forward time: 2.3170, Backward time: 3.2477, DDP time: 0.0038, Total iter time: 5.2706 [2020-11-08 16:41:03,316][root][INFO] - ===> Epoch[672](3364/5): Loss -0.7492, Sem 0.0669, dir -0.9745, norm 0.1584, swav 0.0000 LR: 3.656e-02 Score 97.661 Data time: 0.2684, Forward time: 2.3171, Backward time: 3.2474, DDP time: 0.0038, Total iter time: 5.4890 [2020-11-08 16:41:09,406][root][INFO] - ===> Epoch[672](3365/5): Loss -0.7833, Sem 0.0625, dir -0.9723, norm 0.1265, swav 0.0000 LR: 3.654e-02 Score 97.788 Data time: 0.1443, Forward time: 2.3168, Backward time: 3.2478, DDP time: 0.0038, Total iter time: 5.9635 [2020-11-08 16:41:15,059][root][INFO] - ===> Epoch[673](3366/5): Loss -0.7900, Sem 0.0650, dir -0.9773, norm 0.1223, swav 0.0000 LR: 3.652e-02 Score 97.753 Data time: 0.1966, Forward time: 2.3166, Backward time: 3.2478, DDP time: 0.0038, Total iter time: 5.5712 [2020-11-08 16:41:20,931][root][INFO] - ===> Epoch[673](3367/5): Loss -0.7687, Sem 0.0720, dir -0.9736, norm 0.1330, swav 0.0000 LR: 3.650e-02 Score 97.406 Data time: 0.2775, Forward time: 2.3169, Backward time: 3.2474, DDP time: 0.0038, Total iter time: 5.7680 [2020-11-08 16:41:26,678][root][INFO] - ===> Epoch[673](3368/5): Loss -0.7675, Sem 0.0674, dir -0.9724, norm 0.1375, swav 0.0000 LR: 3.648e-02 Score 97.594 Data time: 0.1909, Forward time: 2.3169, Backward time: 3.2474, DDP time: 0.0038, Total iter time: 5.6132 [2020-11-08 16:41:32,375][root][INFO] - ===> Epoch[673](3369/5): Loss -0.7757, Sem 0.0727, dir -0.9794, norm 0.1311, swav 0.0000 LR: 3.646e-02 Score 97.570 Data time: 0.2062, Forward time: 2.3168, Backward time: 3.2473, DDP time: 0.0038, Total iter time: 5.5853 [2020-11-08 16:41:37,316][root][INFO] - ===> Epoch[673](3370/5): Loss -0.7753, Sem 0.0677, dir -0.9762, norm 0.1331, swav 0.0000 LR: 3.644e-02 Score 97.641 Data time: 0.2329, Forward time: 2.3168, Backward time: 3.2467, DDP time: 0.0038, Total iter time: 4.8280 [2020-11-08 16:41:44,259][root][INFO] - ===> Epoch[674](3371/5): Loss -0.7674, Sem 0.0707, dir -0.9755, norm 0.1374, swav 0.0000 LR: 3.642e-02 Score 97.435 Data time: 0.2661, Forward time: 2.3171, Backward time: 3.2470, DDP time: 0.0038, Total iter time: 6.8331 [2020-11-08 16:41:49,740][root][INFO] - ===> Epoch[674](3372/5): Loss -0.7813, Sem 0.0678, dir -0.9775, norm 0.1284, swav 0.0000 LR: 3.640e-02 Score 97.618 Data time: 0.2153, Forward time: 2.3171, Backward time: 3.2467, DDP time: 0.0038, Total iter time: 5.3377 [2020-11-08 16:41:56,134][root][INFO] - ===> Epoch[674](3373/5): Loss -0.7898, Sem 0.0596, dir -0.9727, norm 0.1234, swav 0.0000 LR: 3.638e-02 Score 97.974 Data time: 0.1486, Forward time: 2.3168, Backward time: 3.2472, DDP time: 0.0038, Total iter time: 6.2859 [2020-11-08 16:42:01,784][root][INFO] - ===> Epoch[674](3374/5): Loss -0.7914, Sem 0.0687, dir -0.9794, norm 0.1193, swav 0.0000 LR: 3.636e-02 Score 97.569 Data time: 0.1452, Forward time: 2.3164, Backward time: 3.2475, DDP time: 0.0038, Total iter time: 5.6048 [2020-11-08 16:42:09,544][root][INFO] - ===> Epoch[674](3375/5): Loss -0.7671, Sem 0.0749, dir -0.9755, norm 0.1334, swav 0.0000 LR: 3.634e-02 Score 97.428 Data time: 0.2092, Forward time: 2.3163, Backward time: 3.2485, DDP time: 0.0038, Total iter time: 7.7055 [2020-11-08 16:42:15,098][root][INFO] - ===> Epoch[675](3376/5): Loss -0.7692, Sem 0.0698, dir -0.9751, norm 0.1361, swav 0.0000 LR: 3.632e-02 Score 97.498 Data time: 0.2491, Forward time: 2.3165, Backward time: 3.2481, DDP time: 0.0038, Total iter time: 5.4507 [2020-11-08 16:42:21,044][root][INFO] - ===> Epoch[675](3377/5): Loss -0.7865, Sem 0.0626, dir -0.9769, norm 0.1279, swav 0.0000 LR: 3.630e-02 Score 97.843 Data time: 0.1681, Forward time: 2.3163, Backward time: 3.2483, DDP time: 0.0038, Total iter time: 5.8255 [2020-11-08 16:42:28,333][root][INFO] - ===> Epoch[675](3378/5): Loss -0.7703, Sem 0.0684, dir -0.9741, norm 0.1354, swav 0.0000 LR: 3.628e-02 Score 97.553 Data time: 0.1618, Forward time: 2.3160, Backward time: 3.2493, DDP time: 0.0038, Total iter time: 7.2153 [2020-11-08 16:42:35,377][root][INFO] - ===> Epoch[675](3379/5): Loss -0.7790, Sem 0.0746, dir -0.9786, norm 0.1250, swav 0.0000 LR: 3.626e-02 Score 97.336 Data time: 0.2364, Forward time: 2.3161, Backward time: 3.2497, DDP time: 0.0038, Total iter time: 6.9903 [2020-11-08 16:42:40,954][root][INFO] - ===> Epoch[675](3380/5): Loss -0.7664, Sem 0.0679, dir -0.9689, norm 0.1347, swav 0.0000 LR: 3.624e-02 Score 97.646 Data time: 0.2214, Forward time: 2.3162, Backward time: 3.2495, DDP time: 0.0038, Total iter time: 5.4434 [2020-11-08 16:42:46,929][root][INFO] - ===> Epoch[676](3381/5): Loss -0.7705, Sem 0.0723, dir -0.9771, norm 0.1343, swav 0.0000 LR: 3.622e-02 Score 97.350 Data time: 0.2078, Forward time: 2.3160, Backward time: 3.2496, DDP time: 0.0038, Total iter time: 5.8618 [2020-11-08 16:42:53,248][root][INFO] - ===> Epoch[676](3382/5): Loss -0.7451, Sem 0.0792, dir -0.9697, norm 0.1455, swav 0.0000 LR: 3.620e-02 Score 97.156 Data time: 0.3172, Forward time: 2.3164, Backward time: 3.2493, DDP time: 0.0038, Total iter time: 6.2065 [2020-11-08 16:42:58,480][root][INFO] - ===> Epoch[676](3383/5): Loss -0.7934, Sem 0.0599, dir -0.9763, norm 0.1231, swav 0.0000 LR: 3.618e-02 Score 97.897 Data time: 0.2440, Forward time: 2.3165, Backward time: 3.2489, DDP time: 0.0038, Total iter time: 5.0977 [2020-11-08 16:43:04,582][root][INFO] - ===> Epoch[676](3384/5): Loss -0.7682, Sem 0.0705, dir -0.9759, norm 0.1372, swav 0.0000 LR: 3.616e-02 Score 97.551 Data time: 0.2081, Forward time: 2.3165, Backward time: 3.2489, DDP time: 0.0038, Total iter time: 5.9810 [2020-11-08 16:43:09,411][root][INFO] - ===> Epoch[676](3385/5): Loss -0.7786, Sem 0.0646, dir -0.9777, norm 0.1344, swav 0.0000 LR: 3.614e-02 Score 97.717 Data time: 0.2233, Forward time: 2.3166, Backward time: 3.2483, DDP time: 0.0038, Total iter time: 4.7151 [2020-11-08 16:43:13,782][root][INFO] - ===> Epoch[677](3386/5): Loss -0.7611, Sem 0.0753, dir -0.9749, norm 0.1385, swav 0.0000 LR: 3.612e-02 Score 97.321 Data time: 0.2195, Forward time: 2.3165, Backward time: 3.2475, DDP time: 0.0038, Total iter time: 4.2665 [2020-11-08 16:43:20,840][root][INFO] - ===> Epoch[677](3387/5): Loss -0.7689, Sem 0.0778, dir -0.9736, norm 0.1269, swav 0.0000 LR: 3.610e-02 Score 97.342 Data time: 0.3073, Forward time: 2.3170, Backward time: 3.2476, DDP time: 0.0038, Total iter time: 6.9557 [2020-11-08 16:43:27,882][root][INFO] - ===> Epoch[677](3388/5): Loss -0.7742, Sem 0.0650, dir -0.9761, norm 0.1370, swav 0.0000 LR: 3.608e-02 Score 97.688 Data time: 0.2551, Forward time: 2.3173, Backward time: 3.2478, DDP time: 0.0038, Total iter time: 6.9089 [2020-11-08 16:43:33,919][root][INFO] - ===> Epoch[677](3389/5): Loss -0.7809, Sem 0.0663, dir -0.9740, norm 0.1269, swav 0.0000 LR: 3.606e-02 Score 97.629 Data time: 0.1822, Forward time: 2.3172, Backward time: 3.2480, DDP time: 0.0038, Total iter time: 5.9143 [2020-11-08 16:43:38,917][root][INFO] - ===> Epoch[677](3390/5): Loss -0.7845, Sem 0.0638, dir -0.9783, norm 0.1300, swav 0.0000 LR: 3.604e-02 Score 97.667 Data time: 0.1644, Forward time: 2.3169, Backward time: 3.2478, DDP time: 0.0038, Total iter time: 4.9044 [2020-11-08 16:43:44,120][root][INFO] - ===> Epoch[678](3391/5): Loss -0.7705, Sem 0.0694, dir -0.9737, norm 0.1338, swav 0.0000 LR: 3.602e-02 Score 97.480 Data time: 0.1865, Forward time: 2.3167, Backward time: 3.2476, DDP time: 0.0039, Total iter time: 5.1135 [2020-11-08 16:43:49,807][root][INFO] - ===> Epoch[678](3392/5): Loss -0.7888, Sem 0.0672, dir -0.9783, norm 0.1223, swav 0.0000 LR: 3.600e-02 Score 97.623 Data time: 0.2141, Forward time: 2.3166, Backward time: 3.2475, DDP time: 0.0039, Total iter time: 5.5804 [2020-11-08 16:43:57,036][root][INFO] - ===> Epoch[678](3393/5): Loss -0.7788, Sem 0.0689, dir -0.9729, norm 0.1252, swav 0.0000 LR: 3.598e-02 Score 97.560 Data time: 0.2534, Forward time: 2.3167, Backward time: 3.2480, DDP time: 0.0039, Total iter time: 7.1153 [2020-11-08 16:44:03,396][root][INFO] - ===> Epoch[678](3394/5): Loss -0.7544, Sem 0.0784, dir -0.9769, norm 0.1441, swav 0.0000 LR: 3.596e-02 Score 97.297 Data time: 0.1538, Forward time: 2.3166, Backward time: 3.2484, DDP time: 0.0039, Total iter time: 6.2268 [2020-11-08 16:44:09,589][root][INFO] - ===> Epoch[678](3395/5): Loss -0.7782, Sem 0.0714, dir -0.9753, norm 0.1257, swav 0.0000 LR: 3.594e-02 Score 97.461 Data time: 0.1806, Forward time: 2.3164, Backward time: 3.2487, DDP time: 0.0039, Total iter time: 6.0740 [2020-11-08 16:44:15,008][root][INFO] - ===> Epoch[679](3396/5): Loss -0.7761, Sem 0.0644, dir -0.9736, norm 0.1331, swav 0.0000 LR: 3.592e-02 Score 97.737 Data time: 0.1613, Forward time: 2.3162, Backward time: 3.2487, DDP time: 0.0039, Total iter time: 5.2879 [2020-11-08 16:44:20,697][root][INFO] - ===> Epoch[679](3397/5): Loss -0.7691, Sem 0.0713, dir -0.9734, norm 0.1329, swav 0.0000 LR: 3.590e-02 Score 97.518 Data time: 0.2315, Forward time: 2.3160, Backward time: 3.2487, DDP time: 0.0039, Total iter time: 5.5901 [2020-11-08 16:44:26,714][root][INFO] - ===> Epoch[679](3398/5): Loss -0.7802, Sem 0.0666, dir -0.9764, norm 0.1296, swav 0.0000 LR: 3.588e-02 Score 97.628 Data time: 0.2325, Forward time: 2.3159, Backward time: 3.2487, DDP time: 0.0038, Total iter time: 5.9122 [2020-11-08 16:44:33,386][root][INFO] - ===> Epoch[679](3399/5): Loss -0.7702, Sem 0.0667, dir -0.9764, norm 0.1395, swav 0.0000 LR: 3.586e-02 Score 97.599 Data time: 0.1587, Forward time: 2.3156, Backward time: 3.2494, DDP time: 0.0039, Total iter time: 6.5606 [2020-11-08 16:44:39,504][root][INFO] - ===> Epoch[679](3400/5): Loss -0.7813, Sem 0.0720, dir -0.9780, norm 0.1247, swav 0.0000 LR: 3.584e-02 Score 97.420 Data time: 0.2503, Forward time: 2.3159, Backward time: 3.2493, DDP time: 0.0039, Total iter time: 6.0784 [2020-11-08 16:44:45,510][root][INFO] - ===> Epoch[680](3401/5): Loss -0.7773, Sem 0.0693, dir -0.9739, norm 0.1273, swav 0.0000 LR: 3.582e-02 Score 97.496 Data time: 0.1911, Forward time: 2.3157, Backward time: 3.2494, DDP time: 0.0039, Total iter time: 5.8755 [2020-11-08 16:44:50,768][root][INFO] - ===> Epoch[680](3402/5): Loss -0.7618, Sem 0.0703, dir -0.9739, norm 0.1418, swav 0.0000 LR: 3.580e-02 Score 97.545 Data time: 0.2471, Forward time: 2.3159, Backward time: 3.2489, DDP time: 0.0039, Total iter time: 5.1584 [2020-11-08 16:44:56,348][root][INFO] - ===> Epoch[680](3403/5): Loss -0.7711, Sem 0.0694, dir -0.9758, norm 0.1352, swav 0.0000 LR: 3.577e-02 Score 97.549 Data time: 0.2716, Forward time: 2.3162, Backward time: 3.2484, DDP time: 0.0039, Total iter time: 5.4525 [2020-11-08 16:45:01,848][root][INFO] - ===> Epoch[680](3404/5): Loss -0.7646, Sem 0.0733, dir -0.9763, norm 0.1384, swav 0.0000 LR: 3.575e-02 Score 97.386 Data time: 0.2248, Forward time: 2.3162, Backward time: 3.2481, DDP time: 0.0039, Total iter time: 5.3718 [2020-11-08 16:45:07,042][root][INFO] - ===> Epoch[680](3405/5): Loss -0.7797, Sem 0.0645, dir -0.9776, norm 0.1334, swav 0.0000 LR: 3.573e-02 Score 97.746 Data time: 0.2317, Forward time: 2.3163, Backward time: 3.2477, DDP time: 0.0039, Total iter time: 5.0696 [2020-11-08 16:45:13,407][root][INFO] - ===> Epoch[681](3406/5): Loss -0.7780, Sem 0.0647, dir -0.9741, norm 0.1314, swav 0.0000 LR: 3.571e-02 Score 97.709 Data time: 0.1625, Forward time: 2.3160, Backward time: 3.2482, DDP time: 0.0039, Total iter time: 6.2562 [2020-11-08 16:45:19,105][root][INFO] - ===> Epoch[681](3407/5): Loss -0.7723, Sem 0.0704, dir -0.9751, norm 0.1324, swav 0.0000 LR: 3.569e-02 Score 97.527 Data time: 0.2405, Forward time: 2.3161, Backward time: 3.2479, DDP time: 0.0039, Total iter time: 5.5825 [2020-11-08 16:45:25,978][root][INFO] - ===> Epoch[681](3408/5): Loss -0.7636, Sem 0.0713, dir -0.9746, norm 0.1397, swav 0.0000 LR: 3.567e-02 Score 97.471 Data time: 0.2184, Forward time: 2.3163, Backward time: 3.2482, DDP time: 0.0039, Total iter time: 6.7586 [2020-11-08 16:45:31,935][root][INFO] - ===> Epoch[681](3409/5): Loss -0.7670, Sem 0.0697, dir -0.9720, norm 0.1354, swav 0.0000 LR: 3.565e-02 Score 97.522 Data time: 0.1812, Forward time: 2.3162, Backward time: 3.2483, DDP time: 0.0039, Total iter time: 5.8300 [2020-11-08 16:45:37,131][root][INFO] - ===> Epoch[681](3410/5): Loss -0.7715, Sem 0.0648, dir -0.9760, norm 0.1396, swav 0.0000 LR: 3.563e-02 Score 97.733 Data time: 0.2093, Forward time: 2.3160, Backward time: 3.2480, DDP time: 0.0039, Total iter time: 5.0711 [2020-11-08 16:45:42,346][root][INFO] - ===> Epoch[682](3411/5): Loss -0.7773, Sem 0.0670, dir -0.9779, norm 0.1336, swav 0.0000 LR: 3.561e-02 Score 97.625 Data time: 0.2212, Forward time: 2.3162, Backward time: 3.2475, DDP time: 0.0039, Total iter time: 5.0978 [2020-11-08 16:45:48,347][root][INFO] - ===> Epoch[682](3412/5): Loss -0.7824, Sem 0.0683, dir -0.9735, norm 0.1228, swav 0.0000 LR: 3.559e-02 Score 97.556 Data time: 0.1877, Forward time: 2.3159, Backward time: 3.2478, DDP time: 0.0039, Total iter time: 5.8860 [2020-11-08 16:45:54,438][root][INFO] - ===> Epoch[682](3413/5): Loss -0.7642, Sem 0.0683, dir -0.9765, norm 0.1439, swav 0.0000 LR: 3.557e-02 Score 97.575 Data time: 0.2220, Forward time: 2.3160, Backward time: 3.2478, DDP time: 0.0039, Total iter time: 6.0104 [2020-11-08 16:46:00,546][root][INFO] - ===> Epoch[682](3414/5): Loss -0.7618, Sem 0.0659, dir -0.9740, norm 0.1463, swav 0.0000 LR: 3.555e-02 Score 97.623 Data time: 0.2457, Forward time: 2.3161, Backward time: 3.2477, DDP time: 0.0039, Total iter time: 5.9880 [2020-11-08 16:46:06,850][root][INFO] - ===> Epoch[682](3415/5): Loss -0.7668, Sem 0.0668, dir -0.9705, norm 0.1369, swav 0.0000 LR: 3.553e-02 Score 97.687 Data time: 0.3082, Forward time: 2.3165, Backward time: 3.2475, DDP time: 0.0039, Total iter time: 6.1994 [2020-11-08 16:46:13,216][root][INFO] - ===> Epoch[683](3416/5): Loss -0.7687, Sem 0.0744, dir -0.9764, norm 0.1333, swav 0.0000 LR: 3.551e-02 Score 97.337 Data time: 0.3166, Forward time: 2.3169, Backward time: 3.2472, DDP time: 0.0039, Total iter time: 6.2187 [2020-11-08 16:46:18,338][root][INFO] - ===> Epoch[683](3417/5): Loss -0.7612, Sem 0.0669, dir -0.9755, norm 0.1473, swav 0.0000 LR: 3.549e-02 Score 97.642 Data time: 0.2353, Forward time: 2.3171, Backward time: 3.2467, DDP time: 0.0039, Total iter time: 4.9993 [2020-11-08 16:46:24,277][root][INFO] - ===> Epoch[683](3418/5): Loss -0.7809, Sem 0.0569, dir -0.9762, norm 0.1384, swav 0.0000 LR: 3.547e-02 Score 97.998 Data time: 0.2269, Forward time: 2.3170, Backward time: 3.2467, DDP time: 0.0039, Total iter time: 5.8146 [2020-11-08 16:46:29,835][root][INFO] - ===> Epoch[683](3419/5): Loss -0.7657, Sem 0.0714, dir -0.9725, norm 0.1354, swav 0.0000 LR: 3.545e-02 Score 97.461 Data time: 0.2204, Forward time: 2.3170, Backward time: 3.2464, DDP time: 0.0039, Total iter time: 5.4367 [2020-11-08 16:46:36,627][root][INFO] - ===> Epoch[683](3420/5): Loss -0.7888, Sem 0.0675, dir -0.9770, norm 0.1207, swav 0.0000 LR: 3.543e-02 Score 97.606 Data time: 0.3191, Forward time: 2.3174, Backward time: 3.2464, DDP time: 0.0039, Total iter time: 6.6848 [2020-11-08 16:46:43,413][root][INFO] - ===> Epoch[684](3421/5): Loss -0.7773, Sem 0.0631, dir -0.9763, norm 0.1359, swav 0.0000 LR: 3.541e-02 Score 97.798 Data time: 0.1924, Forward time: 2.3173, Backward time: 3.2469, DDP time: 0.0039, Total iter time: 6.6436 [2020-11-08 16:46:51,114][root][INFO] - ===> Epoch[684](3422/5): Loss -0.7800, Sem 0.0717, dir -0.9785, norm 0.1268, swav 0.0000 LR: 3.539e-02 Score 97.430 Data time: 0.2082, Forward time: 2.3171, Backward time: 3.2479, DDP time: 0.0039, Total iter time: 7.5866 [2020-11-08 16:46:57,194][root][INFO] - ===> Epoch[684](3423/5): Loss -0.7805, Sem 0.0628, dir -0.9780, norm 0.1346, swav 0.0000 LR: 3.537e-02 Score 97.789 Data time: 0.2914, Forward time: 2.3173, Backward time: 3.2478, DDP time: 0.0039, Total iter time: 5.9607 [2020-11-08 16:47:02,547][root][INFO] - ===> Epoch[684](3424/5): Loss -0.7737, Sem 0.0775, dir -0.9744, norm 0.1232, swav 0.0000 LR: 3.535e-02 Score 97.251 Data time: 0.2342, Forward time: 2.3174, Backward time: 3.2473, DDP time: 0.0039, Total iter time: 5.2214 [2020-11-08 16:47:07,639][root][INFO] - ===> Epoch[684](3425/5): Loss -0.7709, Sem 0.0672, dir -0.9731, norm 0.1350, swav 0.0000 LR: 3.533e-02 Score 97.612 Data time: 0.2512, Forward time: 2.3176, Backward time: 3.2467, DDP time: 0.0039, Total iter time: 4.9590 [2020-11-08 16:47:13,796][root][INFO] - ===> Epoch[685](3426/5): Loss -0.7473, Sem 0.0776, dir -0.9735, norm 0.1486, swav 0.0000 LR: 3.531e-02 Score 97.291 Data time: 0.2700, Forward time: 2.3180, Backward time: 3.2464, DDP time: 0.0039, Total iter time: 6.0273 [2020-11-08 16:47:19,414][root][INFO] - ===> Epoch[685](3427/5): Loss -0.7851, Sem 0.0634, dir -0.9773, norm 0.1289, swav 0.0000 LR: 3.529e-02 Score 97.760 Data time: 0.1889, Forward time: 2.3178, Backward time: 3.2464, DDP time: 0.0039, Total iter time: 5.4771 [2020-11-08 16:47:25,757][root][INFO] - ===> Epoch[685](3428/5): Loss -0.7779, Sem 0.0690, dir -0.9754, norm 0.1285, swav 0.0000 LR: 3.527e-02 Score 97.457 Data time: 0.2380, Forward time: 2.3179, Backward time: 3.2464, DDP time: 0.0039, Total iter time: 6.2307 [2020-11-08 16:47:31,213][root][INFO] - ===> Epoch[685](3429/5): Loss -0.7807, Sem 0.0667, dir -0.9763, norm 0.1288, swav 0.0000 LR: 3.525e-02 Score 97.635 Data time: 0.1695, Forward time: 2.3176, Backward time: 3.2465, DDP time: 0.0039, Total iter time: 5.3283 [2020-11-08 16:47:36,496][root][INFO] - ===> Epoch[685](3430/5): Loss -0.7859, Sem 0.0688, dir -0.9740, norm 0.1193, swav 0.0000 LR: 3.523e-02 Score 97.592 Data time: 0.2514, Forward time: 2.3178, Backward time: 3.2460, DDP time: 0.0039, Total iter time: 5.1824 [2020-11-08 16:47:42,208][root][INFO] - ===> Epoch[686](3431/5): Loss -0.7697, Sem 0.0735, dir -0.9765, norm 0.1334, swav 0.0000 LR: 3.521e-02 Score 97.424 Data time: 0.2172, Forward time: 2.3178, Backward time: 3.2458, DDP time: 0.0039, Total iter time: 5.6034 [2020-11-08 16:47:47,317][root][INFO] - ===> Epoch[686](3432/5): Loss -0.7947, Sem 0.0664, dir -0.9774, norm 0.1162, swav 0.0000 LR: 3.519e-02 Score 97.687 Data time: 0.2484, Forward time: 2.3179, Backward time: 3.2452, DDP time: 0.0039, Total iter time: 4.9657 [2020-11-08 16:47:53,288][root][INFO] - ===> Epoch[686](3433/5): Loss -0.7651, Sem 0.0689, dir -0.9767, norm 0.1427, swav 0.0000 LR: 3.517e-02 Score 97.576 Data time: 0.2132, Forward time: 2.3180, Backward time: 3.2452, DDP time: 0.0039, Total iter time: 5.8439 [2020-11-08 16:48:01,080][root][INFO] - ===> Epoch[686](3434/5): Loss -0.7775, Sem 0.0654, dir -0.9746, norm 0.1317, swav 0.0000 LR: 3.515e-02 Score 97.701 Data time: 0.1545, Forward time: 2.3177, Backward time: 3.2464, DDP time: 0.0039, Total iter time: 7.6602 [2020-11-08 16:48:07,246][root][INFO] - ===> Epoch[686](3435/5): Loss -0.7879, Sem 0.0643, dir -0.9768, norm 0.1246, swav 0.0000 LR: 3.513e-02 Score 97.734 Data time: 0.2999, Forward time: 2.3181, Backward time: 3.2461, DDP time: 0.0039, Total iter time: 6.0815 [2020-11-08 16:48:13,701][root][INFO] - ===> Epoch[687](3436/5): Loss -0.7844, Sem 0.0613, dir -0.9723, norm 0.1266, swav 0.0000 LR: 3.511e-02 Score 97.842 Data time: 0.2288, Forward time: 2.3182, Backward time: 3.2462, DDP time: 0.0039, Total iter time: 6.3356 [2020-11-08 16:48:19,514][root][INFO] - ===> Epoch[687](3437/5): Loss -0.7602, Sem 0.0727, dir -0.9753, norm 0.1424, swav 0.0000 LR: 3.509e-02 Score 97.430 Data time: 0.2163, Forward time: 2.3182, Backward time: 3.2461, DDP time: 0.0039, Total iter time: 5.6852 [2020-11-08 16:48:25,277][root][INFO] - ===> Epoch[687](3438/5): Loss -0.7688, Sem 0.0711, dir -0.9744, norm 0.1346, swav 0.0000 LR: 3.507e-02 Score 97.534 Data time: 0.2220, Forward time: 2.3183, Backward time: 3.2459, DDP time: 0.0039, Total iter time: 5.6399 [2020-11-08 16:48:30,556][root][INFO] - ===> Epoch[687](3439/5): Loss -0.7878, Sem 0.0672, dir -0.9768, norm 0.1219, swav 0.0000 LR: 3.505e-02 Score 97.621 Data time: 0.1475, Forward time: 2.3180, Backward time: 3.2459, DDP time: 0.0039, Total iter time: 5.1580 [2020-11-08 16:48:37,336][root][INFO] - ===> Epoch[687](3440/5): Loss -0.7729, Sem 0.0710, dir -0.9768, norm 0.1329, swav 0.0000 LR: 3.503e-02 Score 97.505 Data time: 0.1866, Forward time: 2.3178, Backward time: 3.2465, DDP time: 0.0039, Total iter time: 6.7085 [2020-11-08 16:48:43,081][root][INFO] - ===> Epoch[688](3441/5): Loss -0.7750, Sem 0.0679, dir -0.9757, norm 0.1329, swav 0.0000 LR: 3.501e-02 Score 97.643 Data time: 0.1894, Forward time: 2.3176, Backward time: 3.2465, DDP time: 0.0039, Total iter time: 5.6277 [2020-11-08 16:48:48,368][root][INFO] - ===> Epoch[688](3442/5): Loss -0.7758, Sem 0.0714, dir -0.9744, norm 0.1273, swav 0.0000 LR: 3.499e-02 Score 97.469 Data time: 0.1744, Forward time: 2.3174, Backward time: 3.2465, DDP time: 0.0039, Total iter time: 5.2039 [2020-11-08 16:48:53,794][root][INFO] - ===> Epoch[688](3443/5): Loss -0.7779, Sem 0.0640, dir -0.9766, norm 0.1347, swav 0.0000 LR: 3.497e-02 Score 97.701 Data time: 0.2680, Forward time: 2.3176, Backward time: 3.2460, DDP time: 0.0039, Total iter time: 5.3213 [2020-11-08 16:49:00,628][root][INFO] - ===> Epoch[688](3444/5): Loss -0.7795, Sem 0.0717, dir -0.9758, norm 0.1245, swav 0.0000 LR: 3.495e-02 Score 97.447 Data time: 0.2038, Forward time: 2.3176, Backward time: 3.2464, DDP time: 0.0039, Total iter time: 6.6921 [2020-11-08 16:49:06,635][root][INFO] - ===> Epoch[688](3445/5): Loss -0.7554, Sem 0.0750, dir -0.9726, norm 0.1422, swav 0.0000 LR: 3.493e-02 Score 97.366 Data time: 0.2543, Forward time: 2.3178, Backward time: 3.2463, DDP time: 0.0039, Total iter time: 5.9114 [2020-11-08 16:49:13,305][root][INFO] - ===> Epoch[689](3446/5): Loss -0.7706, Sem 0.0721, dir -0.9754, norm 0.1328, swav 0.0000 LR: 3.491e-02 Score 97.490 Data time: 0.2061, Forward time: 2.3175, Backward time: 3.2468, DDP time: 0.0039, Total iter time: 6.5376 [2020-11-08 16:49:20,503][root][INFO] - ===> Epoch[689](3447/5): Loss -0.7749, Sem 0.0676, dir -0.9731, norm 0.1306, swav 0.0000 LR: 3.489e-02 Score 97.617 Data time: 0.2642, Forward time: 2.3178, Backward time: 3.2472, DDP time: 0.0039, Total iter time: 7.0940 [2020-11-08 16:49:26,165][root][INFO] - ===> Epoch[689](3448/5): Loss -0.7559, Sem 0.0701, dir -0.9731, norm 0.1471, swav 0.0000 LR: 3.487e-02 Score 97.585 Data time: 0.1606, Forward time: 2.3176, Backward time: 3.2472, DDP time: 0.0039, Total iter time: 5.5262 [2020-11-08 16:49:31,535][root][INFO] - ===> Epoch[689](3449/5): Loss -0.7803, Sem 0.0672, dir -0.9765, norm 0.1290, swav 0.0000 LR: 3.485e-02 Score 97.618 Data time: 0.1281, Forward time: 2.3172, Backward time: 3.2474, DDP time: 0.0039, Total iter time: 5.2582 [2020-11-08 16:49:36,868][root][INFO] - ===> Epoch[689](3450/5): Loss -0.8018, Sem 0.0644, dir -0.9800, norm 0.1138, swav 0.0000 LR: 3.483e-02 Score 97.664 Data time: 0.1486, Forward time: 2.3168, Backward time: 3.2474, DDP time: 0.0039, Total iter time: 5.2490 [2020-11-08 16:49:42,183][root][INFO] - ===> Epoch[690](3451/5): Loss -0.7845, Sem 0.0664, dir -0.9770, norm 0.1262, swav 0.0000 LR: 3.481e-02 Score 97.637 Data time: 0.2004, Forward time: 2.3167, Backward time: 3.2472, DDP time: 0.0039, Total iter time: 5.2143 [2020-11-08 16:49:48,735][root][INFO] - ===> Epoch[690](3452/5): Loss -0.7749, Sem 0.0621, dir -0.9702, norm 0.1332, swav 0.0000 LR: 3.478e-02 Score 97.840 Data time: 0.1756, Forward time: 2.3164, Backward time: 3.2478, DDP time: 0.0039, Total iter time: 6.4363 [2020-11-08 16:49:55,852][root][INFO] - ===> Epoch[690](3453/5): Loss -0.7633, Sem 0.0773, dir -0.9755, norm 0.1348, swav 0.0000 LR: 3.476e-02 Score 97.198 Data time: 0.1964, Forward time: 2.3164, Backward time: 3.2484, DDP time: 0.0039, Total iter time: 7.0052 [2020-11-08 16:50:01,554][root][INFO] - ===> Epoch[690](3454/5): Loss -0.7930, Sem 0.0674, dir -0.9775, norm 0.1171, swav 0.0000 LR: 3.474e-02 Score 97.623 Data time: 0.1099, Forward time: 2.3159, Backward time: 3.2488, DDP time: 0.0039, Total iter time: 5.5721 [2020-11-08 16:50:06,742][root][INFO] - ===> Epoch[690](3455/5): Loss -0.7807, Sem 0.0734, dir -0.9762, norm 0.1221, swav 0.0000 LR: 3.472e-02 Score 97.443 Data time: 0.1451, Forward time: 2.3155, Backward time: 3.2488, DDP time: 0.0039, Total iter time: 5.1255 [2020-11-08 16:50:13,710][root][INFO] - ===> Epoch[691](3456/5): Loss -0.7707, Sem 0.0687, dir -0.9754, norm 0.1360, swav 0.0000 LR: 3.470e-02 Score 97.596 Data time: 0.2565, Forward time: 2.3157, Backward time: 3.2492, DDP time: 0.0039, Total iter time: 6.8671 [2020-11-08 16:50:20,134][root][INFO] - ===> Epoch[691](3457/5): Loss -0.8061, Sem 0.0640, dir -0.9807, norm 0.1106, swav 0.0000 LR: 3.468e-02 Score 97.704 Data time: 0.2877, Forward time: 2.3161, Backward time: 3.2490, DDP time: 0.0039, Total iter time: 6.2985 [2020-11-08 16:50:26,512][root][INFO] - ===> Epoch[691](3458/5): Loss -0.7790, Sem 0.0667, dir -0.9725, norm 0.1269, swav 0.0000 LR: 3.466e-02 Score 97.640 Data time: 0.2538, Forward time: 2.3163, Backward time: 3.2489, DDP time: 0.0039, Total iter time: 6.2549 [2020-11-08 16:50:31,840][root][INFO] - ===> Epoch[691](3459/5): Loss -0.7852, Sem 0.0698, dir -0.9779, norm 0.1229, swav 0.0000 LR: 3.464e-02 Score 97.539 Data time: 0.1829, Forward time: 2.3162, Backward time: 3.2487, DDP time: 0.0039, Total iter time: 5.2063 [2020-11-08 16:50:36,991][root][INFO] - ===> Epoch[691](3460/5): Loss -0.7605, Sem 0.0719, dir -0.9735, norm 0.1411, swav 0.0000 LR: 3.462e-02 Score 97.425 Data time: 0.2196, Forward time: 2.3162, Backward time: 3.2483, DDP time: 0.0039, Total iter time: 5.0318 [2020-11-08 16:50:43,548][root][INFO] - ===> Epoch[692](3461/5): Loss -0.7798, Sem 0.0704, dir -0.9761, norm 0.1258, swav 0.0000 LR: 3.460e-02 Score 97.512 Data time: 0.1724, Forward time: 2.3160, Backward time: 3.2488, DDP time: 0.0039, Total iter time: 6.4356 [2020-11-08 16:50:49,258][root][INFO] - ===> Epoch[692](3462/5): Loss -0.7817, Sem 0.0687, dir -0.9750, norm 0.1247, swav 0.0000 LR: 3.458e-02 Score 97.567 Data time: 0.1885, Forward time: 2.3159, Backward time: 3.2488, DDP time: 0.0039, Total iter time: 5.6252 [2020-11-08 16:50:54,924][root][INFO] - ===> Epoch[692](3463/5): Loss -0.7842, Sem 0.0663, dir -0.9773, norm 0.1269, swav 0.0000 LR: 3.456e-02 Score 97.664 Data time: 0.1574, Forward time: 2.3156, Backward time: 3.2490, DDP time: 0.0039, Total iter time: 5.5485 [2020-11-08 16:50:59,986][root][INFO] - ===> Epoch[692](3464/5): Loss -0.7377, Sem 0.0827, dir -0.9728, norm 0.1524, swav 0.0000 LR: 3.454e-02 Score 97.186 Data time: 0.1978, Forward time: 2.3154, Backward time: 3.2487, DDP time: 0.0039, Total iter time: 4.9972 [2020-11-08 16:51:06,705][root][INFO] - ===> Epoch[692](3465/5): Loss -0.7835, Sem 0.0636, dir -0.9777, norm 0.1306, swav 0.0000 LR: 3.452e-02 Score 97.759 Data time: 0.3325, Forward time: 2.3160, Backward time: 3.2485, DDP time: 0.0039, Total iter time: 6.6099 [2020-11-08 16:51:14,114][root][INFO] - ===> Epoch[693](3466/5): Loss -0.7885, Sem 0.0659, dir -0.9758, norm 0.1215, swav 0.0000 LR: 3.450e-02 Score 97.615 Data time: 0.2287, Forward time: 2.3161, Backward time: 3.2491, DDP time: 0.0039, Total iter time: 7.2460 [2020-11-08 16:51:19,102][root][INFO] - ===> Epoch[693](3467/5): Loss -0.7859, Sem 0.0642, dir -0.9771, norm 0.1271, swav 0.0000 LR: 3.448e-02 Score 97.702 Data time: 0.2157, Forward time: 2.3161, Backward time: 3.2486, DDP time: 0.0039, Total iter time: 4.8699 [2020-11-08 16:51:25,051][root][INFO] - ===> Epoch[693](3468/5): Loss -0.7761, Sem 0.0627, dir -0.9731, norm 0.1342, swav 0.0000 LR: 3.446e-02 Score 97.800 Data time: 0.2719, Forward time: 2.3164, Backward time: 3.2483, DDP time: 0.0039, Total iter time: 5.8513 [2020-11-08 16:51:31,362][root][INFO] - ===> Epoch[693](3469/5): Loss -0.7811, Sem 0.0744, dir -0.9784, norm 0.1230, swav 0.0000 LR: 3.444e-02 Score 97.368 Data time: 0.2403, Forward time: 2.3163, Backward time: 3.2485, DDP time: 0.0039, Total iter time: 6.1974 [2020-11-08 16:51:36,977][root][INFO] - ===> Epoch[693](3470/5): Loss -0.7676, Sem 0.0735, dir -0.9758, norm 0.1347, swav 0.0000 LR: 3.442e-02 Score 97.387 Data time: 0.2322, Forward time: 2.3165, Backward time: 3.2482, DDP time: 0.0039, Total iter time: 5.5078 [2020-11-08 16:51:43,420][root][INFO] - ===> Epoch[694](3471/5): Loss -0.7770, Sem 0.0671, dir -0.9765, norm 0.1324, swav 0.0000 LR: 3.440e-02 Score 97.712 Data time: 0.2064, Forward time: 2.3164, Backward time: 3.2484, DDP time: 0.0039, Total iter time: 6.3055 [2020-11-08 16:51:49,983][root][INFO] - ===> Epoch[694](3472/5): Loss -0.7768, Sem 0.0741, dir -0.9752, norm 0.1243, swav 0.0000 LR: 3.438e-02 Score 97.315 Data time: 0.1523, Forward time: 2.3161, Backward time: 3.2490, DDP time: 0.0039, Total iter time: 6.4513 [2020-11-08 16:51:54,942][root][INFO] - ===> Epoch[694](3473/5): Loss -0.7630, Sem 0.0703, dir -0.9743, norm 0.1410, swav 0.0000 LR: 3.436e-02 Score 97.482 Data time: 0.1956, Forward time: 2.3160, Backward time: 3.2487, DDP time: 0.0039, Total iter time: 4.8577 [2020-11-08 16:52:01,246][root][INFO] - ===> Epoch[694](3474/5): Loss -0.7822, Sem 0.0721, dir -0.9777, norm 0.1234, swav 0.0000 LR: 3.434e-02 Score 97.445 Data time: 0.2127, Forward time: 2.3159, Backward time: 3.2489, DDP time: 0.0039, Total iter time: 6.1859 [2020-11-08 16:52:06,921][root][INFO] - ===> Epoch[694](3475/5): Loss -0.7792, Sem 0.0732, dir -0.9771, norm 0.1247, swav 0.0000 LR: 3.432e-02 Score 97.440 Data time: 0.2209, Forward time: 2.3159, Backward time: 3.2488, DDP time: 0.0039, Total iter time: 5.5620 [2020-11-08 16:52:13,207][root][INFO] - ===> Epoch[695](3476/5): Loss -0.7888, Sem 0.0662, dir -0.9774, norm 0.1224, swav 0.0000 LR: 3.430e-02 Score 97.615 Data time: 0.2533, Forward time: 2.3162, Backward time: 3.2487, DDP time: 0.0039, Total iter time: 6.1596 [2020-11-08 16:52:18,953][root][INFO] - ===> Epoch[695](3477/5): Loss -0.7831, Sem 0.0665, dir -0.9761, norm 0.1265, swav 0.0000 LR: 3.428e-02 Score 97.652 Data time: 0.2551, Forward time: 2.3165, Backward time: 3.2482, DDP time: 0.0039, Total iter time: 5.5779 [2020-11-08 16:52:24,830][root][INFO] - ===> Epoch[695](3478/5): Loss -0.7743, Sem 0.0699, dir -0.9775, norm 0.1332, swav 0.0000 LR: 3.426e-02 Score 97.527 Data time: 0.2156, Forward time: 2.3165, Backward time: 3.2482, DDP time: 0.0039, Total iter time: 5.7616 [2020-11-08 16:52:30,000][root][INFO] - ===> Epoch[695](3479/5): Loss -0.7800, Sem 0.0675, dir -0.9750, norm 0.1275, swav 0.0000 LR: 3.424e-02 Score 97.593 Data time: 0.1843, Forward time: 2.3163, Backward time: 3.2479, DDP time: 0.0039, Total iter time: 5.0210 [2020-11-08 16:52:35,276][root][INFO] - ===> Epoch[695](3480/5): Loss -0.7813, Sem 0.0663, dir -0.9753, norm 0.1278, swav 0.0000 LR: 3.422e-02 Score 97.678 Data time: 0.2245, Forward time: 2.3163, Backward time: 3.2477, DDP time: 0.0039, Total iter time: 5.1884 [2020-11-08 16:52:42,771][root][INFO] - ===> Epoch[696](3481/5): Loss -0.7699, Sem 0.0689, dir -0.9717, norm 0.1329, swav 0.0000 LR: 3.420e-02 Score 97.550 Data time: 0.2835, Forward time: 2.3167, Backward time: 3.2480, DDP time: 0.0039, Total iter time: 7.3759 [2020-11-08 16:52:49,322][root][INFO] - ===> Epoch[696](3482/5): Loss -0.7709, Sem 0.0717, dir -0.9741, norm 0.1315, swav 0.0000 LR: 3.418e-02 Score 97.493 Data time: 0.1740, Forward time: 2.3165, Backward time: 3.2484, DDP time: 0.0039, Total iter time: 6.4347 [2020-11-08 16:52:54,564][root][INFO] - ===> Epoch[696](3483/5): Loss -0.7706, Sem 0.0704, dir -0.9764, norm 0.1354, swav 0.0000 LR: 3.416e-02 Score 97.537 Data time: 0.1564, Forward time: 2.3162, Backward time: 3.2484, DDP time: 0.0039, Total iter time: 5.1379 [2020-11-08 16:53:01,290][root][INFO] - ===> Epoch[696](3484/5): Loss -0.7719, Sem 0.0638, dir -0.9749, norm 0.1392, swav 0.0000 LR: 3.414e-02 Score 97.756 Data time: 0.2674, Forward time: 2.3165, Backward time: 3.2485, DDP time: 0.0039, Total iter time: 6.6732 [2020-11-08 16:53:07,200][root][INFO] - ===> Epoch[696](3485/5): Loss -0.7797, Sem 0.0724, dir -0.9782, norm 0.1261, swav 0.0000 LR: 3.412e-02 Score 97.406 Data time: 0.1933, Forward time: 2.3165, Backward time: 3.2485, DDP time: 0.0039, Total iter time: 5.7892 [2020-11-08 16:53:13,739][root][INFO] - ===> Epoch[697](3486/5): Loss -0.7653, Sem 0.0748, dir -0.9732, norm 0.1331, swav 0.0000 LR: 3.410e-02 Score 97.331 Data time: 0.2217, Forward time: 2.3165, Backward time: 3.2488, DDP time: 0.0039, Total iter time: 6.4408 [2020-11-08 16:53:20,305][root][INFO] - ===> Epoch[697](3487/5): Loss -0.7811, Sem 0.0625, dir -0.9768, norm 0.1332, swav 0.0000 LR: 3.408e-02 Score 97.776 Data time: 0.2234, Forward time: 2.3166, Backward time: 3.2489, DDP time: 0.0039, Total iter time: 6.4340 [2020-11-08 16:53:25,977][root][INFO] - ===> Epoch[697](3488/5): Loss -0.7750, Sem 0.0695, dir -0.9736, norm 0.1291, swav 0.0000 LR: 3.406e-02 Score 97.537 Data time: 0.1618, Forward time: 2.3163, Backward time: 3.2490, DDP time: 0.0039, Total iter time: 5.5292 [2020-11-08 16:53:31,465][root][INFO] - ===> Epoch[697](3489/5): Loss -0.7599, Sem 0.0715, dir -0.9747, norm 0.1434, swav 0.0000 LR: 3.404e-02 Score 97.465 Data time: 0.2358, Forward time: 2.3164, Backward time: 3.2487, DDP time: 0.0039, Total iter time: 5.3673 [2020-11-08 16:53:36,768][root][INFO] - ===> Epoch[697](3490/5): Loss -0.7691, Sem 0.0699, dir -0.9754, norm 0.1364, swav 0.0000 LR: 3.401e-02 Score 97.508 Data time: 0.1743, Forward time: 2.3162, Backward time: 3.2486, DDP time: 0.0039, Total iter time: 5.1800 [2020-11-08 16:53:42,209][root][INFO] - ===> Epoch[698](3491/5): Loss -0.7933, Sem 0.0635, dir -0.9772, norm 0.1203, swav 0.0000 LR: 3.399e-02 Score 97.720 Data time: 0.2327, Forward time: 2.3162, Backward time: 3.2483, DDP time: 0.0039, Total iter time: 5.3300 [2020-11-08 16:53:48,539][root][INFO] - ===> Epoch[698](3492/5): Loss -0.7527, Sem 0.0750, dir -0.9756, norm 0.1479, swav 0.0000 LR: 3.397e-02 Score 97.370 Data time: 0.3111, Forward time: 2.3166, Backward time: 3.2481, DDP time: 0.0039, Total iter time: 6.2049 [2020-11-08 16:53:53,510][root][INFO] - ===> Epoch[698](3493/5): Loss -0.7756, Sem 0.0728, dir -0.9766, norm 0.1283, swav 0.0000 LR: 3.395e-02 Score 97.447 Data time: 0.2485, Forward time: 2.3166, Backward time: 3.2476, DDP time: 0.0039, Total iter time: 4.8496 [2020-11-08 16:54:00,022][root][INFO] - ===> Epoch[698](3494/5): Loss -0.7798, Sem 0.0637, dir -0.9747, norm 0.1312, swav 0.0000 LR: 3.393e-02 Score 97.745 Data time: 0.3130, Forward time: 2.3171, Backward time: 3.2473, DDP time: 0.0039, Total iter time: 6.3940 [2020-11-08 16:54:04,844][root][INFO] - ===> Epoch[698](3495/5): Loss -0.7672, Sem 0.0717, dir -0.9747, norm 0.1358, swav 0.0000 LR: 3.391e-02 Score 97.456 Data time: 0.1916, Forward time: 2.3171, Backward time: 3.2468, DDP time: 0.0039, Total iter time: 4.6894 [2020-11-08 16:54:10,805][root][INFO] - ===> Epoch[699](3496/5): Loss -0.7580, Sem 0.0782, dir -0.9739, norm 0.1378, swav 0.0000 LR: 3.389e-02 Score 97.242 Data time: 0.2870, Forward time: 2.3174, Backward time: 3.2464, DDP time: 0.0039, Total iter time: 5.8460 [2020-11-08 16:54:16,810][root][INFO] - ===> Epoch[699](3497/5): Loss -0.7823, Sem 0.0734, dir -0.9744, norm 0.1187, swav 0.0000 LR: 3.387e-02 Score 97.532 Data time: 0.2509, Forward time: 2.3174, Backward time: 3.2464, DDP time: 0.0039, Total iter time: 5.8665 [2020-11-08 16:54:22,129][root][INFO] - ===> Epoch[699](3498/5): Loss -0.7661, Sem 0.0707, dir -0.9750, norm 0.1381, swav 0.0000 LR: 3.385e-02 Score 97.546 Data time: 0.1910, Forward time: 2.3173, Backward time: 3.2462, DDP time: 0.0039, Total iter time: 5.2177 [2020-11-08 16:54:29,427][root][INFO] - ===> Epoch[699](3499/5): Loss -0.7557, Sem 0.0740, dir -0.9754, norm 0.1457, swav 0.0000 LR: 3.383e-02 Score 97.425 Data time: 0.1770, Forward time: 2.3172, Backward time: 3.2470, DDP time: 0.0039, Total iter time: 7.1834 [2020-11-08 16:54:33,764][root][INFO] - ===> Epoch[699](3500/5): Loss -0.7719, Sem 0.0698, dir -0.9769, norm 0.1352, swav 0.0000 LR: 3.381e-02 Score 97.512 Data time: 0.2063, Forward time: 2.3171, Backward time: 3.2463, DDP time: 0.0039, Total iter time: 4.2276 [2020-11-08 16:54:34,498][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 16:54:34,735][root][INFO] - ===> Start testing [2020-11-08 16:56:08,680][root][INFO] - 101/312: Data time: 0.0111, Iter time: 0.3075 Loss 0.197 (AVG: 0.861) Score 94.423 (AVG: 85.790) mIOU 61.891 mAP 68.248 mAcc 70.776 IOU: 80.061 96.296 44.821 84.872 86.874 76.674 65.401 51.668 50.410 69.562 27.691 49.865 58.838 44.928 28.121 54.346 94.480 58.343 88.244 26.328 mAP: 77.997 94.690 53.808 81.085 87.697 73.948 68.259 65.974 54.274 64.426 42.024 47.240 63.740 54.926 40.616 80.811 97.604 80.286 84.813 50.751 mAcc: 95.892 98.925 57.043 90.583 92.697 86.298 76.846 60.821 63.448 75.946 38.164 66.465 77.732 59.561 30.340 59.519 95.959 64.096 93.477 31.706 [2020-11-08 16:57:41,130][root][INFO] - 201/312: Data time: 0.0071, Iter time: 0.2169 Loss 0.715 (AVG: 0.845) Score 88.660 (AVG: 86.258) mIOU 62.787 mAP 69.812 mAcc 72.363 IOU: 81.769 95.906 47.677 78.849 87.889 79.529 65.260 54.961 56.876 67.390 36.229 45.680 55.768 51.635 33.531 52.252 92.663 61.478 84.809 25.591 mAP: 79.216 94.512 57.600 77.852 88.820 77.830 68.930 67.069 57.781 63.836 52.883 47.061 64.607 64.779 41.560 82.214 96.296 82.456 78.008 52.921 mAcc: 95.464 98.843 62.482 87.662 94.280 88.202 75.746 66.366 69.423 77.328 49.295 66.384 76.652 62.869 35.434 58.164 94.011 68.422 91.013 29.219 [2020-11-08 16:59:10,606][root][INFO] - 301/312: Data time: 0.0052, Iter time: 0.2259 Loss 0.976 (AVG: 0.869) Score 77.967 (AVG: 85.994) mIOU 63.497 mAP 70.231 mAcc 72.871 IOU: 80.983 95.936 52.535 73.095 88.692 81.193 66.274 54.626 56.217 66.847 30.513 55.407 52.169 56.045 37.917 54.335 92.167 62.636 86.161 26.181 mAP: 79.254 95.230 59.070 74.983 88.716 78.678 68.916 66.491 58.621 64.072 49.980 54.551 65.117 64.163 43.377 82.537 95.421 80.582 81.188 53.663 mAcc: 95.114 98.840 68.659 83.571 94.556 89.111 76.651 67.365 70.111 77.234 39.367 71.386 74.708 64.976 40.112 60.645 94.354 68.732 92.529 29.395 [2020-11-08 16:59:17,252][root][INFO] - 312/312: Data time: 0.0022, Iter time: 0.1182 Loss 0.173 (AVG: 0.868) Score 94.484 (AVG: 86.016) mIOU 63.361 mAP 70.332 mAcc 72.719 IOU: 81.059 95.929 52.659 73.196 88.796 81.155 66.237 54.592 56.460 65.873 28.927 54.651 52.227 55.999 37.200 53.793 92.360 63.213 86.819 26.071 mAP: 79.331 95.218 59.914 75.039 88.759 78.933 69.079 65.615 59.418 63.743 50.118 54.819 65.027 64.163 44.222 81.017 95.749 81.326 81.388 53.753 mAcc: 95.139 98.833 68.774 83.721 94.595 89.013 77.028 67.516 70.469 75.821 37.023 70.835 74.934 64.976 39.310 60.120 94.451 69.807 92.794 29.227 [2020-11-08 16:59:17,252][root][INFO] - Finished test. Elapsed time: 282.5164 [2020-11-08 16:59:29,706][root][INFO] - [2020-11-08 16:59:29,706][root][INFO] - ################################################################ [2020-11-08 16:59:29,706][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 16:59:29,706][root][INFO] - ################################################################ [2020-11-08 16:59:29,706][root][INFO] - cabinet : 0.216 0.406 0.620 [2020-11-08 16:59:29,707][root][INFO] - bed : 0.378 0.738 0.811 [2020-11-08 16:59:29,707][root][INFO] - chair : 0.682 0.831 0.890 [2020-11-08 16:59:29,707][root][INFO] - sofa : 0.425 0.648 0.820 [2020-11-08 16:59:29,707][root][INFO] - table : 0.390 0.592 0.715 [2020-11-08 16:59:29,707][root][INFO] - door : 0.206 0.397 0.529 [2020-11-08 16:59:29,707][root][INFO] - window : 0.106 0.237 0.468 [2020-11-08 16:59:29,707][root][INFO] - bookshelf : 0.155 0.466 0.710 [2020-11-08 16:59:29,707][root][INFO] - picture : 0.168 0.319 0.357 [2020-11-08 16:59:29,707][root][INFO] - counter : 0.022 0.085 0.513 [2020-11-08 16:59:29,707][root][INFO] - desk : 0.048 0.201 0.600 [2020-11-08 16:59:29,707][root][INFO] - curtain : 0.183 0.361 0.488 [2020-11-08 16:59:29,707][root][INFO] - refrigerator : 0.251 0.297 0.297 [2020-11-08 16:59:29,707][root][INFO] - shower curtain : 0.345 0.539 0.636 [2020-11-08 16:59:29,707][root][INFO] - toilet : 0.853 0.983 0.999 [2020-11-08 16:59:29,707][root][INFO] - sink : 0.305 0.721 0.837 [2020-11-08 16:59:29,707][root][INFO] - bathtub : 0.656 0.773 0.871 [2020-11-08 16:59:29,707][root][INFO] - otherfurniture : 0.227 0.332 0.495 [2020-11-08 16:59:29,707][root][INFO] - ---------------------------------------------------------------- [2020-11-08 16:59:29,707][root][INFO] - average : 0.312 0.496 0.648 [2020-11-08 16:59:29,707][root][INFO] - [2020-11-08 16:59:29,936][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 16:59:29,937][root][INFO] - Current best mIoU: 63.604 at iter 3000 [2020-11-08 16:59:33,209][root][INFO] - ===> Epoch[700](3501/5): Loss -0.7745, Sem 0.0687, dir -0.9721, norm 0.1289, swav 0.0000 LR: 3.379e-02 Score 97.618 Data time: 0.1277, Forward time: 2.3167, Backward time: 3.2454, DDP time: 0.0039, Total iter time: 3.2649 [2020-11-08 16:59:38,905][root][INFO] - ===> Epoch[700](3502/5): Loss -0.7570, Sem 0.0800, dir -0.9745, norm 0.1375, swav 0.0000 LR: 3.377e-02 Score 97.175 Data time: 0.2483, Forward time: 2.3168, Backward time: 3.2451, DDP time: 0.0039, Total iter time: 5.6041 [2020-11-08 16:59:45,534][root][INFO] - ===> Epoch[700](3503/5): Loss -0.7750, Sem 0.0654, dir -0.9773, norm 0.1369, swav 0.0000 LR: 3.375e-02 Score 97.674 Data time: 0.2657, Forward time: 2.3172, Backward time: 3.2451, DDP time: 0.0039, Total iter time: 6.4849 [2020-11-08 16:59:51,967][root][INFO] - ===> Epoch[700](3504/5): Loss -0.7887, Sem 0.0660, dir -0.9771, norm 0.1224, swav 0.0000 LR: 3.373e-02 Score 97.700 Data time: 0.1395, Forward time: 2.3169, Backward time: 3.2456, DDP time: 0.0039, Total iter time: 6.2746 [2020-11-08 16:59:57,098][root][INFO] - ===> Epoch[700](3505/5): Loss -0.7856, Sem 0.0660, dir -0.9776, norm 0.1261, swav 0.0000 LR: 3.371e-02 Score 97.712 Data time: 0.1884, Forward time: 2.3167, Backward time: 3.2453, DDP time: 0.0039, Total iter time: 5.0221 [2020-11-08 17:00:03,045][root][INFO] - ===> Epoch[701](3506/5): Loss -0.7883, Sem 0.0626, dir -0.9787, norm 0.1278, swav 0.0000 LR: 3.369e-02 Score 97.774 Data time: 0.1421, Forward time: 2.3164, Backward time: 3.2457, DDP time: 0.0039, Total iter time: 5.8475 [2020-11-08 17:00:09,471][root][INFO] - ===> Epoch[701](3507/5): Loss -0.7772, Sem 0.0686, dir -0.9733, norm 0.1275, swav 0.0000 LR: 3.367e-02 Score 97.586 Data time: 0.1755, Forward time: 2.3162, Backward time: 3.2461, DDP time: 0.0039, Total iter time: 6.3222 [2020-11-08 17:00:15,187][root][INFO] - ===> Epoch[701](3508/5): Loss -0.7822, Sem 0.0711, dir -0.9782, norm 0.1249, swav 0.0000 LR: 3.365e-02 Score 97.501 Data time: 0.1950, Forward time: 2.3161, Backward time: 3.2460, DDP time: 0.0039, Total iter time: 5.5749 [2020-11-08 17:00:20,372][root][INFO] - ===> Epoch[701](3509/5): Loss -0.7726, Sem 0.0757, dir -0.9768, norm 0.1284, swav 0.0000 LR: 3.363e-02 Score 97.388 Data time: 0.2426, Forward time: 2.3161, Backward time: 3.2456, DDP time: 0.0039, Total iter time: 5.0570 [2020-11-08 17:00:26,979][root][INFO] - ===> Epoch[701](3510/5): Loss -0.7675, Sem 0.0689, dir -0.9765, norm 0.1401, swav 0.0000 LR: 3.361e-02 Score 97.545 Data time: 0.2718, Forward time: 2.3164, Backward time: 3.2456, DDP time: 0.0039, Total iter time: 6.4904 [2020-11-08 17:00:31,629][root][INFO] - ===> Epoch[702](3511/5): Loss -0.7800, Sem 0.0669, dir -0.9738, norm 0.1269, swav 0.0000 LR: 3.359e-02 Score 97.666 Data time: 0.2054, Forward time: 2.3164, Backward time: 3.2450, DDP time: 0.0039, Total iter time: 4.5239 [2020-11-08 17:00:37,231][root][INFO] - ===> Epoch[702](3512/5): Loss -0.7669, Sem 0.0730, dir -0.9738, norm 0.1338, swav 0.0000 LR: 3.357e-02 Score 97.396 Data time: 0.1547, Forward time: 2.3161, Backward time: 3.2451, DDP time: 0.0039, Total iter time: 5.4744 [2020-11-08 17:00:43,013][root][INFO] - ===> Epoch[702](3513/5): Loss -0.7749, Sem 0.0689, dir -0.9756, norm 0.1319, swav 0.0000 LR: 3.355e-02 Score 97.576 Data time: 0.2233, Forward time: 2.3159, Backward time: 3.2452, DDP time: 0.0039, Total iter time: 5.6983 [2020-11-08 17:00:49,788][root][INFO] - ===> Epoch[702](3514/5): Loss -0.7436, Sem 0.0822, dir -0.9731, norm 0.1473, swav 0.0000 LR: 3.353e-02 Score 97.063 Data time: 0.3219, Forward time: 2.3165, Backward time: 3.2450, DDP time: 0.0039, Total iter time: 6.6651 [2020-11-08 17:00:54,995][root][INFO] - ===> Epoch[702](3515/5): Loss -0.7772, Sem 0.0670, dir -0.9779, norm 0.1337, swav 0.0000 LR: 3.351e-02 Score 97.670 Data time: 0.1783, Forward time: 2.3163, Backward time: 3.2448, DDP time: 0.0039, Total iter time: 5.0820 [2020-11-08 17:01:00,108][root][INFO] - ===> Epoch[703](3516/5): Loss -0.7537, Sem 0.0752, dir -0.9752, norm 0.1462, swav 0.0000 LR: 3.349e-02 Score 97.324 Data time: 0.2476, Forward time: 2.3164, Backward time: 3.2443, DDP time: 0.0039, Total iter time: 4.9858 [2020-11-08 17:01:06,836][root][INFO] - ===> Epoch[703](3517/5): Loss -0.7737, Sem 0.0719, dir -0.9771, norm 0.1315, swav 0.0000 LR: 3.347e-02 Score 97.520 Data time: 0.2651, Forward time: 2.3167, Backward time: 3.2444, DDP time: 0.0039, Total iter time: 6.6141 [2020-11-08 17:01:12,946][root][INFO] - ===> Epoch[703](3518/5): Loss -0.7637, Sem 0.0701, dir -0.9745, norm 0.1407, swav 0.0000 LR: 3.345e-02 Score 97.498 Data time: 0.1993, Forward time: 2.3166, Backward time: 3.2445, DDP time: 0.0039, Total iter time: 5.9882 [2020-11-08 17:01:19,219][root][INFO] - ===> Epoch[703](3519/5): Loss -0.7610, Sem 0.0664, dir -0.9726, norm 0.1453, swav 0.0000 LR: 3.343e-02 Score 97.676 Data time: 0.1928, Forward time: 2.3166, Backward time: 3.2447, DDP time: 0.0039, Total iter time: 6.1536 [2020-11-08 17:01:24,561][root][INFO] - ===> Epoch[703](3520/5): Loss -0.7755, Sem 0.0735, dir -0.9744, norm 0.1254, swav 0.0000 LR: 3.341e-02 Score 97.374 Data time: 0.1678, Forward time: 2.3163, Backward time: 3.2447, DDP time: 0.0039, Total iter time: 5.2416 [2020-11-08 17:01:30,801][root][INFO] - ===> Epoch[704](3521/5): Loss -0.7807, Sem 0.0663, dir -0.9761, norm 0.1292, swav 0.0000 LR: 3.339e-02 Score 97.665 Data time: 0.1510, Forward time: 2.3160, Backward time: 3.2452, DDP time: 0.0039, Total iter time: 6.1402 [2020-11-08 17:01:36,503][root][INFO] - ===> Epoch[704](3522/5): Loss -0.7689, Sem 0.0698, dir -0.9765, norm 0.1377, swav 0.0000 LR: 3.337e-02 Score 97.570 Data time: 0.2118, Forward time: 2.3160, Backward time: 3.2450, DDP time: 0.0039, Total iter time: 5.6031 [2020-11-08 17:01:43,293][root][INFO] - ===> Epoch[704](3523/5): Loss -0.7502, Sem 0.0803, dir -0.9745, norm 0.1441, swav 0.0000 LR: 3.334e-02 Score 97.226 Data time: 0.2187, Forward time: 2.3159, Backward time: 3.2455, DDP time: 0.0039, Total iter time: 6.6704 [2020-11-08 17:01:51,117][root][INFO] - ===> Epoch[704](3524/5): Loss -0.7853, Sem 0.0670, dir -0.9725, norm 0.1203, swav 0.0000 LR: 3.332e-02 Score 97.610 Data time: 0.2996, Forward time: 2.3163, Backward time: 3.2460, DDP time: 0.0039, Total iter time: 7.7113 [2020-11-08 17:01:56,331][root][INFO] - ===> Epoch[704](3525/5): Loss -0.7833, Sem 0.0641, dir -0.9750, norm 0.1276, swav 0.0000 LR: 3.330e-02 Score 97.699 Data time: 0.1852, Forward time: 2.3161, Backward time: 3.2458, DDP time: 0.0039, Total iter time: 5.0722 [2020-11-08 17:02:02,457][root][INFO] - ===> Epoch[705](3526/5): Loss -0.7763, Sem 0.0718, dir -0.9787, norm 0.1306, swav 0.0000 LR: 3.328e-02 Score 97.437 Data time: 0.3065, Forward time: 2.3164, Backward time: 3.2456, DDP time: 0.0039, Total iter time: 6.0386 [2020-11-08 17:02:08,788][root][INFO] - ===> Epoch[705](3527/5): Loss -0.7606, Sem 0.0693, dir -0.9714, norm 0.1415, swav 0.0000 LR: 3.326e-02 Score 97.583 Data time: 0.3015, Forward time: 2.3169, Backward time: 3.2453, DDP time: 0.0039, Total iter time: 6.2085 [2020-11-08 17:02:14,736][root][INFO] - ===> Epoch[705](3528/5): Loss -0.7809, Sem 0.0651, dir -0.9748, norm 0.1288, swav 0.0000 LR: 3.324e-02 Score 97.651 Data time: 0.2752, Forward time: 2.3172, Backward time: 3.2449, DDP time: 0.0039, Total iter time: 5.8096 [2020-11-08 17:02:19,682][root][INFO] - ===> Epoch[705](3529/5): Loss -0.7712, Sem 0.0681, dir -0.9730, norm 0.1336, swav 0.0000 LR: 3.322e-02 Score 97.607 Data time: 0.1503, Forward time: 2.3169, Backward time: 3.2448, DDP time: 0.0039, Total iter time: 4.8117 [2020-11-08 17:02:24,616][root][INFO] - ===> Epoch[705](3530/5): Loss -0.7750, Sem 0.0695, dir -0.9761, norm 0.1316, swav 0.0000 LR: 3.320e-02 Score 97.553 Data time: 0.2220, Forward time: 2.3169, Backward time: 3.2443, DDP time: 0.0039, Total iter time: 4.8486 [2020-11-08 17:02:30,372][root][INFO] - ===> Epoch[706](3531/5): Loss -0.7914, Sem 0.0616, dir -0.9761, norm 0.1231, swav 0.0000 LR: 3.318e-02 Score 97.781 Data time: 0.1819, Forward time: 2.3167, Backward time: 3.2443, DDP time: 0.0039, Total iter time: 5.6376 [2020-11-08 17:02:36,498][root][INFO] - ===> Epoch[706](3532/5): Loss -0.7532, Sem 0.0689, dir -0.9723, norm 0.1502, swav 0.0000 LR: 3.316e-02 Score 97.562 Data time: 0.1951, Forward time: 2.3164, Backward time: 3.2447, DDP time: 0.0039, Total iter time: 6.0387 [2020-11-08 17:02:42,116][root][INFO] - ===> Epoch[706](3533/5): Loss -0.7567, Sem 0.0688, dir -0.9754, norm 0.1499, swav 0.0000 LR: 3.314e-02 Score 97.583 Data time: 0.2034, Forward time: 2.3163, Backward time: 3.2447, DDP time: 0.0039, Total iter time: 5.5461 [2020-11-08 17:02:47,761][root][INFO] - ===> Epoch[706](3534/5): Loss -0.7749, Sem 0.0721, dir -0.9764, norm 0.1294, swav 0.0000 LR: 3.312e-02 Score 97.446 Data time: 0.2045, Forward time: 2.3161, Backward time: 3.2447, DDP time: 0.0039, Total iter time: 5.5566 [2020-11-08 17:02:55,507][root][INFO] - ===> Epoch[706](3535/5): Loss -0.7705, Sem 0.0714, dir -0.9727, norm 0.1308, swav 0.0000 LR: 3.310e-02 Score 97.465 Data time: 0.2499, Forward time: 2.3164, Backward time: 3.2453, DDP time: 0.0039, Total iter time: 7.6418 [2020-11-08 17:03:00,971][root][INFO] - ===> Epoch[707](3536/5): Loss -0.7729, Sem 0.0713, dir -0.9778, norm 0.1337, swav 0.0000 LR: 3.308e-02 Score 97.458 Data time: 0.2004, Forward time: 2.3162, Backward time: 3.2452, DDP time: 0.0039, Total iter time: 5.3430 [2020-11-08 17:03:07,167][root][INFO] - ===> Epoch[707](3537/5): Loss -0.7639, Sem 0.0736, dir -0.9768, norm 0.1393, swav 0.0000 LR: 3.306e-02 Score 97.416 Data time: 0.2732, Forward time: 2.3165, Backward time: 3.2451, DDP time: 0.0039, Total iter time: 6.0815 [2020-11-08 17:03:13,732][root][INFO] - ===> Epoch[707](3538/5): Loss -0.7733, Sem 0.0698, dir -0.9740, norm 0.1310, swav 0.0000 LR: 3.304e-02 Score 97.523 Data time: 0.1922, Forward time: 2.3164, Backward time: 3.2454, DDP time: 0.0039, Total iter time: 6.4313 [2020-11-08 17:03:18,873][root][INFO] - ===> Epoch[707](3539/5): Loss -0.7881, Sem 0.0623, dir -0.9748, norm 0.1244, swav 0.0000 LR: 3.302e-02 Score 97.795 Data time: 0.1797, Forward time: 2.3162, Backward time: 3.2452, DDP time: 0.0039, Total iter time: 5.0268 [2020-11-08 17:03:23,976][root][INFO] - ===> Epoch[707](3540/5): Loss -0.7891, Sem 0.0652, dir -0.9768, norm 0.1225, swav 0.0000 LR: 3.300e-02 Score 97.684 Data time: 0.1948, Forward time: 2.3160, Backward time: 3.2450, DDP time: 0.0039, Total iter time: 5.0154 [2020-11-08 17:03:29,994][root][INFO] - ===> Epoch[708](3541/5): Loss -0.7996, Sem 0.0638, dir -0.9783, norm 0.1149, swav 0.0000 LR: 3.298e-02 Score 97.804 Data time: 0.1410, Forward time: 2.3156, Backward time: 3.2455, DDP time: 0.0039, Total iter time: 5.9020 [2020-11-08 17:03:37,137][root][INFO] - ===> Epoch[708](3542/5): Loss -0.7747, Sem 0.0688, dir -0.9743, norm 0.1308, swav 0.0000 LR: 3.296e-02 Score 97.516 Data time: 0.2268, Forward time: 2.3156, Backward time: 3.2460, DDP time: 0.0039, Total iter time: 7.0630 [2020-11-08 17:03:42,104][root][INFO] - ===> Epoch[708](3543/5): Loss -0.7653, Sem 0.0737, dir -0.9733, norm 0.1343, swav 0.0000 LR: 3.294e-02 Score 97.408 Data time: 0.2246, Forward time: 2.3156, Backward time: 3.2456, DDP time: 0.0039, Total iter time: 4.8263 [2020-11-08 17:03:48,314][root][INFO] - ===> Epoch[708](3544/5): Loss -0.7685, Sem 0.0720, dir -0.9767, norm 0.1363, swav 0.0000 LR: 3.292e-02 Score 97.531 Data time: 0.2255, Forward time: 2.3157, Backward time: 3.2456, DDP time: 0.0039, Total iter time: 6.0900 [2020-11-08 17:03:54,078][root][INFO] - ===> Epoch[708](3545/5): Loss -0.7589, Sem 0.0683, dir -0.9741, norm 0.1468, swav 0.0000 LR: 3.290e-02 Score 97.565 Data time: 0.2343, Forward time: 2.3158, Backward time: 3.2454, DDP time: 0.0039, Total iter time: 5.6190 [2020-11-08 17:03:59,484][root][INFO] - ===> Epoch[709](3546/5): Loss -0.7618, Sem 0.0694, dir -0.9750, norm 0.1438, swav 0.0000 LR: 3.288e-02 Score 97.612 Data time: 0.2082, Forward time: 2.3158, Backward time: 3.2451, DDP time: 0.0039, Total iter time: 5.2880 [2020-11-08 17:04:06,367][root][INFO] - ===> Epoch[709](3547/5): Loss -0.7909, Sem 0.0692, dir -0.9770, norm 0.1168, swav 0.0000 LR: 3.286e-02 Score 97.529 Data time: 0.1669, Forward time: 2.3155, Backward time: 3.2458, DDP time: 0.0039, Total iter time: 6.7706 [2020-11-08 17:04:11,579][root][INFO] - ===> Epoch[709](3548/5): Loss -0.7895, Sem 0.0638, dir -0.9785, norm 0.1252, swav 0.0000 LR: 3.284e-02 Score 97.758 Data time: 0.1986, Forward time: 2.3154, Backward time: 3.2456, DDP time: 0.0039, Total iter time: 5.1107 [2020-11-08 17:04:17,339][root][INFO] - ===> Epoch[709](3549/5): Loss -0.7833, Sem 0.0680, dir -0.9750, norm 0.1238, swav 0.0000 LR: 3.282e-02 Score 97.638 Data time: 0.1891, Forward time: 2.3153, Backward time: 3.2456, DDP time: 0.0039, Total iter time: 5.6270 [2020-11-08 17:04:23,827][root][INFO] - ===> Epoch[709](3550/5): Loss -0.7678, Sem 0.0691, dir -0.9741, norm 0.1372, swav 0.0000 LR: 3.280e-02 Score 97.561 Data time: 0.2066, Forward time: 2.3152, Backward time: 3.2460, DDP time: 0.0039, Total iter time: 6.3929 [2020-11-08 17:04:29,237][root][INFO] - ===> Epoch[710](3551/5): Loss -0.7856, Sem 0.0643, dir -0.9781, norm 0.1282, swav 0.0000 LR: 3.277e-02 Score 97.736 Data time: 0.2454, Forward time: 2.3154, Backward time: 3.2455, DDP time: 0.0039, Total iter time: 5.2931 [2020-11-08 17:04:34,640][root][INFO] - ===> Epoch[710](3552/5): Loss -0.7682, Sem 0.0731, dir -0.9736, norm 0.1323, swav 0.0000 LR: 3.275e-02 Score 97.393 Data time: 0.2062, Forward time: 2.3153, Backward time: 3.2454, DDP time: 0.0039, Total iter time: 5.3037 [2020-11-08 17:04:40,252][root][INFO] - ===> Epoch[710](3553/5): Loss -0.7709, Sem 0.0685, dir -0.9714, norm 0.1320, swav 0.0000 LR: 3.273e-02 Score 97.555 Data time: 0.2565, Forward time: 2.3154, Backward time: 3.2450, DDP time: 0.0039, Total iter time: 5.4879 [2020-11-08 17:04:45,424][root][INFO] - ===> Epoch[710](3554/5): Loss -0.7826, Sem 0.0673, dir -0.9801, norm 0.1302, swav 0.0000 LR: 3.271e-02 Score 97.589 Data time: 0.1846, Forward time: 2.3153, Backward time: 3.2448, DDP time: 0.0039, Total iter time: 5.0354 [2020-11-08 17:04:53,263][root][INFO] - ===> Epoch[710](3555/5): Loss -0.7981, Sem 0.0596, dir -0.9799, norm 0.1221, swav 0.0000 LR: 3.269e-02 Score 97.843 Data time: 0.2299, Forward time: 2.3154, Backward time: 3.2456, DDP time: 0.0039, Total iter time: 7.7356 [2020-11-08 17:04:58,415][root][INFO] - ===> Epoch[711](3556/5): Loss -0.7940, Sem 0.0612, dir -0.9779, norm 0.1227, swav 0.0000 LR: 3.267e-02 Score 97.823 Data time: 0.2154, Forward time: 2.3154, Backward time: 3.2452, DDP time: 0.0039, Total iter time: 5.0521 [2020-11-08 17:05:04,516][root][INFO] - ===> Epoch[711](3557/5): Loss -0.7761, Sem 0.0674, dir -0.9759, norm 0.1324, swav 0.0000 LR: 3.265e-02 Score 97.585 Data time: 0.2044, Forward time: 2.3153, Backward time: 3.2453, DDP time: 0.0039, Total iter time: 5.9899 [2020-11-08 17:05:11,320][root][INFO] - ===> Epoch[711](3558/5): Loss -0.7779, Sem 0.0680, dir -0.9774, norm 0.1315, swav 0.0000 LR: 3.263e-02 Score 97.609 Data time: 0.2385, Forward time: 2.3153, Backward time: 3.2457, DDP time: 0.0039, Total iter time: 6.7060 [2020-11-08 17:05:17,393][root][INFO] - ===> Epoch[711](3559/5): Loss -0.7766, Sem 0.0706, dir -0.9771, norm 0.1298, swav 0.0000 LR: 3.261e-02 Score 97.491 Data time: 0.3080, Forward time: 2.3157, Backward time: 3.2453, DDP time: 0.0039, Total iter time: 5.9501 [2020-11-08 17:05:23,199][root][INFO] - ===> Epoch[711](3560/5): Loss -0.7725, Sem 0.0615, dir -0.9720, norm 0.1379, swav 0.0000 LR: 3.259e-02 Score 97.821 Data time: 0.1971, Forward time: 2.3156, Backward time: 3.2454, DDP time: 0.0039, Total iter time: 5.6796 [2020-11-08 17:05:29,499][root][INFO] - ===> Epoch[712](3561/5): Loss -0.7820, Sem 0.0635, dir -0.9729, norm 0.1274, swav 0.0000 LR: 3.257e-02 Score 97.776 Data time: 0.3096, Forward time: 2.3160, Backward time: 3.2451, DDP time: 0.0039, Total iter time: 6.2071 [2020-11-08 17:05:35,158][root][INFO] - ===> Epoch[712](3562/5): Loss -0.7799, Sem 0.0727, dir -0.9763, norm 0.1237, swav 0.0000 LR: 3.255e-02 Score 97.371 Data time: 0.2255, Forward time: 2.3160, Backward time: 3.2449, DDP time: 0.0039, Total iter time: 5.5240 [2020-11-08 17:05:40,320][root][INFO] - ===> Epoch[712](3563/5): Loss -0.7678, Sem 0.0729, dir -0.9747, norm 0.1340, swav 0.0000 LR: 3.253e-02 Score 97.424 Data time: 0.2178, Forward time: 2.3160, Backward time: 3.2445, DDP time: 0.0039, Total iter time: 5.0526 [2020-11-08 17:05:46,229][root][INFO] - ===> Epoch[712](3564/5): Loss -0.7698, Sem 0.0651, dir -0.9755, norm 0.1406, swav 0.0000 LR: 3.251e-02 Score 97.752 Data time: 0.2036, Forward time: 2.3158, Backward time: 3.2447, DDP time: 0.0039, Total iter time: 5.8234 [2020-11-08 17:05:53,538][root][INFO] - ===> Epoch[712](3565/5): Loss -0.7846, Sem 0.0656, dir -0.9769, norm 0.1267, swav 0.0000 LR: 3.249e-02 Score 97.632 Data time: 0.2053, Forward time: 2.3157, Backward time: 3.2454, DDP time: 0.0039, Total iter time: 7.2285 [2020-11-08 17:06:00,584][root][INFO] - ===> Epoch[713](3566/5): Loss -0.7764, Sem 0.0658, dir -0.9761, norm 0.1339, swav 0.0000 LR: 3.247e-02 Score 97.595 Data time: 0.2171, Forward time: 2.3157, Backward time: 3.2460, DDP time: 0.0039, Total iter time: 6.9323 [2020-11-08 17:06:05,856][root][INFO] - ===> Epoch[713](3567/5): Loss -0.7821, Sem 0.0717, dir -0.9784, norm 0.1246, swav 0.0000 LR: 3.245e-02 Score 97.497 Data time: 0.2466, Forward time: 2.3158, Backward time: 3.2455, DDP time: 0.0039, Total iter time: 5.1665 [2020-11-08 17:06:12,195][root][INFO] - ===> Epoch[713](3568/5): Loss -0.7828, Sem 0.0711, dir -0.9759, norm 0.1220, swav 0.0000 LR: 3.243e-02 Score 97.448 Data time: 0.1679, Forward time: 2.3156, Backward time: 3.2459, DDP time: 0.0039, Total iter time: 6.2300 [2020-11-08 17:06:17,342][root][INFO] - ===> Epoch[713](3569/5): Loss -0.7863, Sem 0.0605, dir -0.9774, norm 0.1306, swav 0.0000 LR: 3.241e-02 Score 97.836 Data time: 0.2243, Forward time: 2.3155, Backward time: 3.2456, DDP time: 0.0039, Total iter time: 5.0574 [2020-11-08 17:06:24,680][root][INFO] - ===> Epoch[713](3570/5): Loss -0.7634, Sem 0.0673, dir -0.9722, norm 0.1415, swav 0.0000 LR: 3.239e-02 Score 97.649 Data time: 0.2689, Forward time: 2.3157, Backward time: 3.2460, DDP time: 0.0039, Total iter time: 7.2388 [2020-11-08 17:06:29,661][root][INFO] - ===> Epoch[714](3571/5): Loss -0.7910, Sem 0.0653, dir -0.9757, norm 0.1194, swav 0.0000 LR: 3.237e-02 Score 97.658 Data time: 0.2243, Forward time: 2.3158, Backward time: 3.2454, DDP time: 0.0039, Total iter time: 4.8568 [2020-11-08 17:06:35,212][root][INFO] - ===> Epoch[714](3572/5): Loss -0.7705, Sem 0.0741, dir -0.9771, norm 0.1326, swav 0.0000 LR: 3.235e-02 Score 97.373 Data time: 0.1597, Forward time: 2.3156, Backward time: 3.2455, DDP time: 0.0039, Total iter time: 5.4395 [2020-11-08 17:06:40,450][root][INFO] - ===> Epoch[714](3573/5): Loss -0.7864, Sem 0.0633, dir -0.9785, norm 0.1287, swav 0.0000 LR: 3.233e-02 Score 97.755 Data time: 0.2111, Forward time: 2.3154, Backward time: 3.2453, DDP time: 0.0039, Total iter time: 5.1402 [2020-11-08 17:06:46,777][root][INFO] - ===> Epoch[714](3574/5): Loss -0.7707, Sem 0.0665, dir -0.9732, norm 0.1360, swav 0.0000 LR: 3.231e-02 Score 97.603 Data time: 0.2918, Forward time: 2.3158, Backward time: 3.2451, DDP time: 0.0039, Total iter time: 6.2433 [2020-11-08 17:06:52,445][root][INFO] - ===> Epoch[714](3575/5): Loss -0.7741, Sem 0.0712, dir -0.9770, norm 0.1317, swav 0.0000 LR: 3.229e-02 Score 97.480 Data time: 0.1563, Forward time: 2.3157, Backward time: 3.2451, DDP time: 0.0039, Total iter time: 5.5152 [2020-11-08 17:06:59,093][root][INFO] - ===> Epoch[715](3576/5): Loss -0.7667, Sem 0.0748, dir -0.9766, norm 0.1351, swav 0.0000 LR: 3.227e-02 Score 97.401 Data time: 0.2341, Forward time: 2.3157, Backward time: 3.2453, DDP time: 0.0039, Total iter time: 6.5579 [2020-11-08 17:07:05,569][root][INFO] - ===> Epoch[715](3577/5): Loss -0.8040, Sem 0.0672, dir -0.9800, norm 0.1088, swav 0.0000 LR: 3.224e-02 Score 97.610 Data time: 0.3423, Forward time: 2.3161, Backward time: 3.2451, DDP time: 0.0039, Total iter time: 6.3303 [2020-11-08 17:07:11,868][root][INFO] - ===> Epoch[715](3578/5): Loss -0.7839, Sem 0.0623, dir -0.9726, norm 0.1264, swav 0.0000 LR: 3.222e-02 Score 97.824 Data time: 0.1893, Forward time: 2.3161, Backward time: 3.2453, DDP time: 0.0039, Total iter time: 6.1843 [2020-11-08 17:07:17,067][root][INFO] - ===> Epoch[715](3579/5): Loss -0.7797, Sem 0.0679, dir -0.9785, norm 0.1308, swav 0.0000 LR: 3.220e-02 Score 97.601 Data time: 0.1428, Forward time: 2.3157, Backward time: 3.2453, DDP time: 0.0039, Total iter time: 5.0645 [2020-11-08 17:07:22,363][root][INFO] - ===> Epoch[715](3580/5): Loss -0.7807, Sem 0.0668, dir -0.9759, norm 0.1284, swav 0.0000 LR: 3.218e-02 Score 97.613 Data time: 0.2101, Forward time: 2.3156, Backward time: 3.2452, DDP time: 0.0039, Total iter time: 5.2280 [2020-11-08 17:07:29,128][root][INFO] - ===> Epoch[716](3581/5): Loss -0.7800, Sem 0.0702, dir -0.9779, norm 0.1277, swav 0.0000 LR: 3.216e-02 Score 97.506 Data time: 0.2317, Forward time: 2.3156, Backward time: 3.2455, DDP time: 0.0039, Total iter time: 6.6537 [2020-11-08 17:07:35,564][root][INFO] - ===> Epoch[716](3582/5): Loss -0.7740, Sem 0.0643, dir -0.9772, norm 0.1388, swav 0.0000 LR: 3.214e-02 Score 97.762 Data time: 0.2381, Forward time: 2.3157, Backward time: 3.2456, DDP time: 0.0039, Total iter time: 6.3210 [2020-11-08 17:07:41,231][root][INFO] - ===> Epoch[716](3583/5): Loss -0.7903, Sem 0.0661, dir -0.9768, norm 0.1204, swav 0.0000 LR: 3.212e-02 Score 97.649 Data time: 0.2232, Forward time: 2.3158, Backward time: 3.2454, DDP time: 0.0039, Total iter time: 5.5400 [2020-11-08 17:07:46,542][root][INFO] - ===> Epoch[716](3584/5): Loss -0.7778, Sem 0.0673, dir -0.9778, norm 0.1328, swav 0.0000 LR: 3.210e-02 Score 97.595 Data time: 0.1963, Forward time: 2.3155, Backward time: 3.2454, DDP time: 0.0039, Total iter time: 5.2034 [2020-11-08 17:07:52,178][root][INFO] - ===> Epoch[716](3585/5): Loss -0.7805, Sem 0.0666, dir -0.9732, norm 0.1261, swav 0.0000 LR: 3.208e-02 Score 97.648 Data time: 0.2982, Forward time: 2.3156, Backward time: 3.2450, DDP time: 0.0039, Total iter time: 5.5469 [2020-11-08 17:07:57,677][root][INFO] - ===> Epoch[717](3586/5): Loss -0.7772, Sem 0.0713, dir -0.9763, norm 0.1278, swav 0.0000 LR: 3.206e-02 Score 97.516 Data time: 0.1975, Forward time: 2.3156, Backward time: 3.2448, DDP time: 0.0039, Total iter time: 5.3628 [2020-11-08 17:08:02,878][root][INFO] - ===> Epoch[717](3587/5): Loss -0.7982, Sem 0.0664, dir -0.9773, norm 0.1127, swav 0.0000 LR: 3.204e-02 Score 97.627 Data time: 0.2510, Forward time: 2.3156, Backward time: 3.2445, DDP time: 0.0039, Total iter time: 5.0807 [2020-11-08 17:08:08,431][root][INFO] - ===> Epoch[717](3588/5): Loss -0.7904, Sem 0.0664, dir -0.9765, norm 0.1197, swav 0.0000 LR: 3.202e-02 Score 97.655 Data time: 0.1589, Forward time: 2.3153, Backward time: 3.2445, DDP time: 0.0039, Total iter time: 5.4308 [2020-11-08 17:08:13,616][root][INFO] - ===> Epoch[717](3589/5): Loss -0.7691, Sem 0.0620, dir -0.9769, norm 0.1458, swav 0.0000 LR: 3.200e-02 Score 97.811 Data time: 0.1804, Forward time: 2.3151, Backward time: 3.2444, DDP time: 0.0039, Total iter time: 5.1060 [2020-11-08 17:08:19,533][root][INFO] - ===> Epoch[717](3590/5): Loss -0.7726, Sem 0.0712, dir -0.9750, norm 0.1312, swav 0.0000 LR: 3.198e-02 Score 97.482 Data time: 0.2873, Forward time: 2.3154, Backward time: 3.2441, DDP time: 0.0039, Total iter time: 5.8025 [2020-11-08 17:08:26,614][root][INFO] - ===> Epoch[718](3591/5): Loss -0.7828, Sem 0.0671, dir -0.9779, norm 0.1280, swav 0.0000 LR: 3.196e-02 Score 97.596 Data time: 0.2634, Forward time: 2.3157, Backward time: 3.2443, DDP time: 0.0039, Total iter time: 6.9291 [2020-11-08 17:08:31,833][root][INFO] - ===> Epoch[718](3592/5): Loss -0.7915, Sem 0.0653, dir -0.9776, norm 0.1208, swav 0.0000 LR: 3.194e-02 Score 97.705 Data time: 0.1509, Forward time: 2.3154, Backward time: 3.2442, DDP time: 0.0039, Total iter time: 5.0883 [2020-11-08 17:08:39,323][root][INFO] - ===> Epoch[718](3593/5): Loss -0.7776, Sem 0.0630, dir -0.9769, norm 0.1363, swav 0.0000 LR: 3.192e-02 Score 97.744 Data time: 0.1876, Forward time: 2.3151, Backward time: 3.2452, DDP time: 0.0039, Total iter time: 7.3858 [2020-11-08 17:08:46,088][root][INFO] - ===> Epoch[718](3594/5): Loss -0.7763, Sem 0.0671, dir -0.9710, norm 0.1276, swav 0.0000 LR: 3.190e-02 Score 97.647 Data time: 0.2621, Forward time: 2.3154, Backward time: 3.2453, DDP time: 0.0039, Total iter time: 6.6539 [2020-11-08 17:08:51,347][root][INFO] - ===> Epoch[718](3595/5): Loss -0.8084, Sem 0.0605, dir -0.9811, norm 0.1122, swav 0.0000 LR: 3.188e-02 Score 97.781 Data time: 0.2039, Forward time: 2.3153, Backward time: 3.2450, DDP time: 0.0039, Total iter time: 5.1048 [2020-11-08 17:08:56,069][root][INFO] - ===> Epoch[719](3596/5): Loss -0.7868, Sem 0.0636, dir -0.9725, norm 0.1222, swav 0.0000 LR: 3.186e-02 Score 97.712 Data time: 0.1484, Forward time: 2.3150, Backward time: 3.2448, DDP time: 0.0039, Total iter time: 4.6042 [2020-11-08 17:09:02,640][root][INFO] - ===> Epoch[719](3597/5): Loss -0.7814, Sem 0.0685, dir -0.9791, norm 0.1292, swav 0.0000 LR: 3.184e-02 Score 97.563 Data time: 0.2416, Forward time: 2.3150, Backward time: 3.2451, DDP time: 0.0039, Total iter time: 6.5000 [2020-11-08 17:09:08,596][root][INFO] - ===> Epoch[719](3598/5): Loss -0.7755, Sem 0.0699, dir -0.9779, norm 0.1326, swav 0.0000 LR: 3.182e-02 Score 97.541 Data time: 0.1518, Forward time: 2.3146, Backward time: 3.2454, DDP time: 0.0039, Total iter time: 5.8363 [2020-11-08 17:09:15,179][root][INFO] - ===> Epoch[719](3599/5): Loss -0.7823, Sem 0.0680, dir -0.9776, norm 0.1273, swav 0.0000 LR: 3.180e-02 Score 97.559 Data time: 0.2087, Forward time: 2.3146, Backward time: 3.2458, DDP time: 0.0039, Total iter time: 6.5039 [2020-11-08 17:09:20,436][root][INFO] - ===> Epoch[719](3600/5): Loss -0.7940, Sem 0.0607, dir -0.9766, norm 0.1219, swav 0.0000 LR: 3.177e-02 Score 97.878 Data time: 0.2362, Forward time: 2.3147, Backward time: 3.2454, DDP time: 0.0039, Total iter time: 5.1409 [2020-11-08 17:09:26,429][root][INFO] - ===> Epoch[720](3601/5): Loss -0.7647, Sem 0.0692, dir -0.9757, norm 0.1417, swav 0.0000 LR: 3.175e-02 Score 97.574 Data time: 0.2197, Forward time: 2.3147, Backward time: 3.2453, DDP time: 0.0039, Total iter time: 5.8916 [2020-11-08 17:09:32,158][root][INFO] - ===> Epoch[720](3602/5): Loss -0.7921, Sem 0.0613, dir -0.9790, norm 0.1257, swav 0.0000 LR: 3.173e-02 Score 97.864 Data time: 0.1741, Forward time: 2.3145, Backward time: 3.2454, DDP time: 0.0039, Total iter time: 5.6000 [2020-11-08 17:09:37,999][root][INFO] - ===> Epoch[720](3603/5): Loss -0.7939, Sem 0.0658, dir -0.9738, norm 0.1141, swav 0.0000 LR: 3.171e-02 Score 97.646 Data time: 0.1802, Forward time: 2.3143, Backward time: 3.2456, DDP time: 0.0039, Total iter time: 5.7430 [2020-11-08 17:09:44,023][root][INFO] - ===> Epoch[720](3604/5): Loss -0.7737, Sem 0.0729, dir -0.9767, norm 0.1301, swav 0.0000 LR: 3.169e-02 Score 97.383 Data time: 0.1237, Forward time: 2.3139, Backward time: 3.2460, DDP time: 0.0039, Total iter time: 5.9129 [2020-11-08 17:09:50,172][root][INFO] - ===> Epoch[720](3605/5): Loss -0.8014, Sem 0.0539, dir -0.9755, norm 0.1203, swav 0.0000 LR: 3.167e-02 Score 98.060 Data time: 0.1475, Forward time: 2.3135, Backward time: 3.2465, DDP time: 0.0039, Total iter time: 6.0740 [2020-11-08 17:09:58,026][root][INFO] - ===> Epoch[721](3606/5): Loss -0.7762, Sem 0.0673, dir -0.9737, norm 0.1301, swav 0.0000 LR: 3.165e-02 Score 97.568 Data time: 0.2648, Forward time: 2.3136, Backward time: 3.2473, DDP time: 0.0039, Total iter time: 7.7547 [2020-11-08 17:10:04,285][root][INFO] - ===> Epoch[721](3607/5): Loss -0.8013, Sem 0.0614, dir -0.9781, norm 0.1154, swav 0.0000 LR: 3.163e-02 Score 97.830 Data time: 0.2586, Forward time: 2.3138, Backward time: 3.2472, DDP time: 0.0039, Total iter time: 6.1314 [2020-11-08 17:10:09,816][root][INFO] - ===> Epoch[721](3608/5): Loss -0.7842, Sem 0.0644, dir -0.9764, norm 0.1278, swav 0.0000 LR: 3.161e-02 Score 97.734 Data time: 0.2355, Forward time: 2.3140, Backward time: 3.2468, DDP time: 0.0039, Total iter time: 5.4074 [2020-11-08 17:10:15,194][root][INFO] - ===> Epoch[721](3609/5): Loss -0.7688, Sem 0.0739, dir -0.9766, norm 0.1338, swav 0.0000 LR: 3.159e-02 Score 97.438 Data time: 0.1798, Forward time: 2.3138, Backward time: 3.2468, DDP time: 0.0039, Total iter time: 5.2647 [2020-11-08 17:10:21,215][root][INFO] - ===> Epoch[721](3610/5): Loss -0.7824, Sem 0.0659, dir -0.9777, norm 0.1294, swav 0.0000 LR: 3.157e-02 Score 97.683 Data time: 0.2579, Forward time: 2.3139, Backward time: 3.2466, DDP time: 0.0039, Total iter time: 5.9231 [2020-11-08 17:10:29,298][root][INFO] - ===> Epoch[722](3611/5): Loss -0.7781, Sem 0.0675, dir -0.9767, norm 0.1311, swav 0.0000 LR: 3.155e-02 Score 97.519 Data time: 0.1921, Forward time: 2.3138, Backward time: 3.2477, DDP time: 0.0039, Total iter time: 7.9564 [2020-11-08 17:10:34,939][root][INFO] - ===> Epoch[722](3612/5): Loss -0.7871, Sem 0.0637, dir -0.9775, norm 0.1266, swav 0.0000 LR: 3.153e-02 Score 97.719 Data time: 0.1548, Forward time: 2.3136, Backward time: 3.2478, DDP time: 0.0039, Total iter time: 5.5329 [2020-11-08 17:10:40,744][root][INFO] - ===> Epoch[722](3613/5): Loss -0.7612, Sem 0.0774, dir -0.9742, norm 0.1356, swav 0.0000 LR: 3.151e-02 Score 97.377 Data time: 0.2918, Forward time: 2.3137, Backward time: 3.2476, DDP time: 0.0039, Total iter time: 5.7028 [2020-11-08 17:10:47,167][root][INFO] - ===> Epoch[722](3614/5): Loss -0.7928, Sem 0.0632, dir -0.9802, norm 0.1242, swav 0.0000 LR: 3.149e-02 Score 97.745 Data time: 0.2255, Forward time: 2.3137, Backward time: 3.2477, DDP time: 0.0039, Total iter time: 6.3094 [2020-11-08 17:10:54,419][root][INFO] - ===> Epoch[722](3615/5): Loss -0.7820, Sem 0.0600, dir -0.9752, norm 0.1332, swav 0.0000 LR: 3.147e-02 Score 97.878 Data time: 0.2844, Forward time: 2.3139, Backward time: 3.2481, DDP time: 0.0039, Total iter time: 7.1180 [2020-11-08 17:11:00,763][root][INFO] - ===> Epoch[723](3616/5): Loss -0.7890, Sem 0.0637, dir -0.9764, norm 0.1238, swav 0.0000 LR: 3.145e-02 Score 97.735 Data time: 0.2623, Forward time: 2.3141, Backward time: 3.2481, DDP time: 0.0039, Total iter time: 6.2023 [2020-11-08 17:11:07,262][root][INFO] - ===> Epoch[723](3617/5): Loss -0.8066, Sem 0.0575, dir -0.9802, norm 0.1162, swav 0.0000 LR: 3.143e-02 Score 97.936 Data time: 0.3356, Forward time: 2.3145, Backward time: 3.2478, DDP time: 0.0039, Total iter time: 6.3668 [2020-11-08 17:11:12,538][root][INFO] - ===> Epoch[723](3618/5): Loss -0.7855, Sem 0.0644, dir -0.9766, norm 0.1268, swav 0.0000 LR: 3.141e-02 Score 97.661 Data time: 0.2327, Forward time: 2.3146, Backward time: 3.2474, DDP time: 0.0039, Total iter time: 5.1577 [2020-11-08 17:11:19,015][root][INFO] - ===> Epoch[723](3619/5): Loss -0.7708, Sem 0.0744, dir -0.9767, norm 0.1315, swav 0.0000 LR: 3.139e-02 Score 97.417 Data time: 0.2709, Forward time: 2.3150, Backward time: 3.2472, DDP time: 0.0039, Total iter time: 6.3667 [2020-11-08 17:11:26,639][root][INFO] - ===> Epoch[723](3620/5): Loss -0.7875, Sem 0.0636, dir -0.9770, norm 0.1260, swav 0.0000 LR: 3.137e-02 Score 97.682 Data time: 0.2073, Forward time: 2.3151, Backward time: 3.2480, DDP time: 0.0039, Total iter time: 7.5026 [2020-11-08 17:11:32,340][root][INFO] - ===> Epoch[724](3621/5): Loss -0.7920, Sem 0.0663, dir -0.9801, norm 0.1218, swav 0.0000 LR: 3.135e-02 Score 97.646 Data time: 0.2595, Forward time: 2.3153, Backward time: 3.2476, DDP time: 0.0039, Total iter time: 5.5689 [2020-11-08 17:11:39,554][root][INFO] - ===> Epoch[724](3622/5): Loss -0.7808, Sem 0.0691, dir -0.9753, norm 0.1255, swav 0.0000 LR: 3.132e-02 Score 97.455 Data time: 0.2212, Forward time: 2.3153, Backward time: 3.2481, DDP time: 0.0039, Total iter time: 7.0773 [2020-11-08 17:11:44,783][root][INFO] - ===> Epoch[724](3623/5): Loss -0.7841, Sem 0.0675, dir -0.9773, norm 0.1256, swav 0.0000 LR: 3.130e-02 Score 97.640 Data time: 0.1741, Forward time: 2.3150, Backward time: 3.2481, DDP time: 0.0039, Total iter time: 5.1094 [2020-11-08 17:11:50,557][root][INFO] - ===> Epoch[724](3624/5): Loss -0.7700, Sem 0.0721, dir -0.9768, norm 0.1348, swav 0.0000 LR: 3.128e-02 Score 97.470 Data time: 0.2452, Forward time: 2.3152, Backward time: 3.2479, DDP time: 0.0039, Total iter time: 5.7097 [2020-11-08 17:11:56,674][root][INFO] - ===> Epoch[724](3625/5): Loss -0.7731, Sem 0.0620, dir -0.9728, norm 0.1377, swav 0.0000 LR: 3.126e-02 Score 97.870 Data time: 0.2619, Forward time: 2.3153, Backward time: 3.2478, DDP time: 0.0039, Total iter time: 5.9841 [2020-11-08 17:12:03,978][root][INFO] - ===> Epoch[725](3626/5): Loss -0.7730, Sem 0.0649, dir -0.9751, norm 0.1372, swav 0.0000 LR: 3.124e-02 Score 97.693 Data time: 0.2760, Forward time: 2.3157, Backward time: 3.2480, DDP time: 0.0039, Total iter time: 7.1828 [2020-11-08 17:12:09,903][root][INFO] - ===> Epoch[725](3627/5): Loss -0.7788, Sem 0.0664, dir -0.9743, norm 0.1291, swav 0.0000 LR: 3.122e-02 Score 97.655 Data time: 0.2133, Forward time: 2.3157, Backward time: 3.2480, DDP time: 0.0039, Total iter time: 5.8032 [2020-11-08 17:12:15,908][root][INFO] - ===> Epoch[725](3628/5): Loss -0.7942, Sem 0.0645, dir -0.9792, norm 0.1205, swav 0.0000 LR: 3.120e-02 Score 97.779 Data time: 0.1306, Forward time: 2.3153, Backward time: 3.2484, DDP time: 0.0039, Total iter time: 5.9084 [2020-11-08 17:12:22,039][root][INFO] - ===> Epoch[725](3629/5): Loss -0.7708, Sem 0.0710, dir -0.9765, norm 0.1348, swav 0.0000 LR: 3.118e-02 Score 97.427 Data time: 0.1795, Forward time: 2.3151, Backward time: 3.2487, DDP time: 0.0039, Total iter time: 6.0659 [2020-11-08 17:12:30,029][root][INFO] - ===> Epoch[725](3630/5): Loss -0.7931, Sem 0.0670, dir -0.9778, norm 0.1177, swav 0.0000 LR: 3.116e-02 Score 97.605 Data time: 0.1641, Forward time: 2.3148, Backward time: 3.2499, DDP time: 0.0039, Total iter time: 7.8864 [2020-11-08 17:12:35,452][root][INFO] - ===> Epoch[726](3631/5): Loss -0.7741, Sem 0.0658, dir -0.9727, norm 0.1329, swav 0.0000 LR: 3.114e-02 Score 97.698 Data time: 0.2020, Forward time: 2.3147, Backward time: 3.2498, DDP time: 0.0039, Total iter time: 5.3277 [2020-11-08 17:12:40,934][root][INFO] - ===> Epoch[726](3632/5): Loss -0.7944, Sem 0.0663, dir -0.9776, norm 0.1169, swav 0.0000 LR: 3.112e-02 Score 97.609 Data time: 0.2113, Forward time: 2.3146, Backward time: 3.2497, DDP time: 0.0039, Total iter time: 5.3606 [2020-11-08 17:12:46,629][root][INFO] - ===> Epoch[726](3633/5): Loss -0.7790, Sem 0.0661, dir -0.9753, norm 0.1302, swav 0.0000 LR: 3.110e-02 Score 97.655 Data time: 0.2097, Forward time: 2.3145, Backward time: 3.2497, DDP time: 0.0039, Total iter time: 5.5751 [2020-11-08 17:12:53,990][root][INFO] - ===> Epoch[726](3634/5): Loss -0.7749, Sem 0.0701, dir -0.9778, norm 0.1328, swav 0.0000 LR: 3.108e-02 Score 97.491 Data time: 0.2018, Forward time: 2.3143, Backward time: 3.2504, DDP time: 0.0039, Total iter time: 7.2449 [2020-11-08 17:13:00,674][root][INFO] - ===> Epoch[726](3635/5): Loss -0.7943, Sem 0.0613, dir -0.9789, norm 0.1233, swav 0.0000 LR: 3.106e-02 Score 97.822 Data time: 0.2295, Forward time: 2.3144, Backward time: 3.2507, DDP time: 0.0039, Total iter time: 6.5744 [2020-11-08 17:13:08,136][root][INFO] - ===> Epoch[727](3636/5): Loss -0.7781, Sem 0.0703, dir -0.9762, norm 0.1278, swav 0.0000 LR: 3.104e-02 Score 97.463 Data time: 0.2571, Forward time: 2.3145, Backward time: 3.2512, DDP time: 0.0039, Total iter time: 7.3222 [2020-11-08 17:13:15,086][root][INFO] - ===> Epoch[727](3637/5): Loss -0.7750, Sem 0.0641, dir -0.9783, norm 0.1392, swav 0.0000 LR: 3.102e-02 Score 97.730 Data time: 0.3028, Forward time: 2.3149, Backward time: 3.2513, DDP time: 0.0039, Total iter time: 6.8060 [2020-11-08 17:13:20,145][root][INFO] - ===> Epoch[727](3638/5): Loss -0.7751, Sem 0.0679, dir -0.9705, norm 0.1275, swav 0.0000 LR: 3.100e-02 Score 97.614 Data time: 0.1636, Forward time: 2.3146, Backward time: 3.2511, DDP time: 0.0039, Total iter time: 4.9297 [2020-11-08 17:13:25,497][root][INFO] - ===> Epoch[727](3639/5): Loss -0.7830, Sem 0.0710, dir -0.9771, norm 0.1231, swav 0.0000 LR: 3.098e-02 Score 97.512 Data time: 0.2358, Forward time: 2.3147, Backward time: 3.2508, DDP time: 0.0039, Total iter time: 5.2521 [2020-11-08 17:13:30,831][root][INFO] - ===> Epoch[727](3640/5): Loss -0.7876, Sem 0.0625, dir -0.9794, norm 0.1293, swav 0.0000 LR: 3.096e-02 Score 97.779 Data time: 0.2302, Forward time: 2.3147, Backward time: 3.2504, DDP time: 0.0039, Total iter time: 5.2105 [2020-11-08 17:13:36,919][root][INFO] - ===> Epoch[728](3641/5): Loss -0.7930, Sem 0.0672, dir -0.9777, norm 0.1175, swav 0.0000 LR: 3.094e-02 Score 97.597 Data time: 0.1895, Forward time: 2.3145, Backward time: 3.2507, DDP time: 0.0039, Total iter time: 5.9722 [2020-11-08 17:13:42,394][root][INFO] - ===> Epoch[728](3642/5): Loss -0.7888, Sem 0.0633, dir -0.9755, norm 0.1235, swav 0.0000 LR: 3.092e-02 Score 97.749 Data time: 0.2684, Forward time: 2.3147, Backward time: 3.2502, DDP time: 0.0039, Total iter time: 5.3698 [2020-11-08 17:13:48,154][root][INFO] - ===> Epoch[728](3643/5): Loss -0.7506, Sem 0.0802, dir -0.9735, norm 0.1427, swav 0.0000 LR: 3.089e-02 Score 97.118 Data time: 0.2446, Forward time: 2.3149, Backward time: 3.2499, DDP time: 0.0039, Total iter time: 5.6502 [2020-11-08 17:13:54,216][root][INFO] - ===> Epoch[728](3644/5): Loss -0.8138, Sem 0.0573, dir -0.9788, norm 0.1077, swav 0.0000 LR: 3.087e-02 Score 97.906 Data time: 0.2081, Forward time: 2.3148, Backward time: 3.2501, DDP time: 0.0039, Total iter time: 5.9371 [2020-11-08 17:14:00,342][root][INFO] - ===> Epoch[728](3645/5): Loss -0.7693, Sem 0.0682, dir -0.9779, norm 0.1404, swav 0.0000 LR: 3.085e-02 Score 97.625 Data time: 0.2101, Forward time: 2.3147, Backward time: 3.2502, DDP time: 0.0039, Total iter time: 6.0097 [2020-11-08 17:14:05,346][root][INFO] - ===> Epoch[729](3646/5): Loss -0.7799, Sem 0.0654, dir -0.9782, norm 0.1329, swav 0.0000 LR: 3.083e-02 Score 97.666 Data time: 0.2024, Forward time: 2.3146, Backward time: 3.2499, DDP time: 0.0039, Total iter time: 4.8902 [2020-11-08 17:14:11,951][root][INFO] - ===> Epoch[729](3647/5): Loss -0.8013, Sem 0.0620, dir -0.9778, norm 0.1146, swav 0.0000 LR: 3.081e-02 Score 97.771 Data time: 0.3303, Forward time: 2.3151, Backward time: 3.2497, DDP time: 0.0039, Total iter time: 6.5001 [2020-11-08 17:14:18,055][root][INFO] - ===> Epoch[729](3648/5): Loss -0.7633, Sem 0.0739, dir -0.9730, norm 0.1358, swav 0.0000 LR: 3.079e-02 Score 97.418 Data time: 0.1887, Forward time: 2.3149, Backward time: 3.2499, DDP time: 0.0039, Total iter time: 5.9521 [2020-11-08 17:14:24,415][root][INFO] - ===> Epoch[729](3649/5): Loss -0.7764, Sem 0.0700, dir -0.9754, norm 0.1290, swav 0.0000 LR: 3.077e-02 Score 97.496 Data time: 0.2669, Forward time: 2.3152, Backward time: 3.2498, DDP time: 0.0039, Total iter time: 6.2536 [2020-11-08 17:14:29,146][root][INFO] - ===> Epoch[729](3650/5): Loss -0.7852, Sem 0.0621, dir -0.9756, norm 0.1283, swav 0.0000 LR: 3.075e-02 Score 97.862 Data time: 0.2517, Forward time: 2.3152, Backward time: 3.2492, DDP time: 0.0039, Total iter time: 4.6008 [2020-11-08 17:14:35,109][root][INFO] - ===> Epoch[730](3651/5): Loss -0.7907, Sem 0.0691, dir -0.9774, norm 0.1176, swav 0.0000 LR: 3.073e-02 Score 97.553 Data time: 0.2003, Forward time: 2.3151, Backward time: 3.2493, DDP time: 0.0039, Total iter time: 5.8438 [2020-11-08 17:14:41,953][root][INFO] - ===> Epoch[730](3652/5): Loss -0.7932, Sem 0.0621, dir -0.9777, norm 0.1224, swav 0.0000 LR: 3.071e-02 Score 97.783 Data time: 0.1992, Forward time: 2.3150, Backward time: 3.2498, DDP time: 0.0039, Total iter time: 6.7342 [2020-11-08 17:14:47,564][root][INFO] - ===> Epoch[730](3653/5): Loss -0.7761, Sem 0.0729, dir -0.9750, norm 0.1260, swav 0.0000 LR: 3.069e-02 Score 97.480 Data time: 0.1669, Forward time: 2.3149, Backward time: 3.2498, DDP time: 0.0039, Total iter time: 5.5262 [2020-11-08 17:14:52,614][root][INFO] - ===> Epoch[730](3654/5): Loss -0.7728, Sem 0.0679, dir -0.9726, norm 0.1319, swav 0.0000 LR: 3.067e-02 Score 97.611 Data time: 0.2095, Forward time: 2.3148, Backward time: 3.2494, DDP time: 0.0039, Total iter time: 4.9459 [2020-11-08 17:14:58,084][root][INFO] - ===> Epoch[730](3655/5): Loss -0.7942, Sem 0.0681, dir -0.9795, norm 0.1171, swav 0.0000 LR: 3.065e-02 Score 97.556 Data time: 0.2088, Forward time: 2.3148, Backward time: 3.2492, DDP time: 0.0039, Total iter time: 5.3570 [2020-11-08 17:15:03,715][root][INFO] - ===> Epoch[731](3656/5): Loss -0.7942, Sem 0.0678, dir -0.9791, norm 0.1171, swav 0.0000 LR: 3.063e-02 Score 97.599 Data time: 0.2198, Forward time: 2.3148, Backward time: 3.2491, DDP time: 0.0039, Total iter time: 5.5326 [2020-11-08 17:15:08,876][root][INFO] - ===> Epoch[731](3657/5): Loss -0.7832, Sem 0.0656, dir -0.9774, norm 0.1287, swav 0.0000 LR: 3.061e-02 Score 97.689 Data time: 0.1719, Forward time: 2.3146, Backward time: 3.2489, DDP time: 0.0039, Total iter time: 5.0525 [2020-11-08 17:15:15,106][root][INFO] - ===> Epoch[731](3658/5): Loss -0.7876, Sem 0.0690, dir -0.9778, norm 0.1211, swav 0.0000 LR: 3.059e-02 Score 97.510 Data time: 0.3049, Forward time: 2.3150, Backward time: 3.2486, DDP time: 0.0039, Total iter time: 6.1336 [2020-11-08 17:15:20,190][root][INFO] - ===> Epoch[731](3659/5): Loss -0.7854, Sem 0.0612, dir -0.9724, norm 0.1258, swav 0.0000 LR: 3.057e-02 Score 97.871 Data time: 0.2125, Forward time: 2.3150, Backward time: 3.2482, DDP time: 0.0039, Total iter time: 4.9338 [2020-11-08 17:15:25,104][root][INFO] - ===> Epoch[731](3660/5): Loss -0.7764, Sem 0.0697, dir -0.9754, norm 0.1293, swav 0.0000 LR: 3.055e-02 Score 97.519 Data time: 0.1366, Forward time: 2.3147, Backward time: 3.2480, DDP time: 0.0039, Total iter time: 4.7946 [2020-11-08 17:15:31,266][root][INFO] - ===> Epoch[732](3661/5): Loss -0.7957, Sem 0.0648, dir -0.9773, norm 0.1168, swav 0.0000 LR: 3.053e-02 Score 97.663 Data time: 0.2166, Forward time: 2.3147, Backward time: 3.2481, DDP time: 0.0039, Total iter time: 6.0925 [2020-11-08 17:15:35,649][root][INFO] - ===> Epoch[732](3662/5): Loss -0.7870, Sem 0.0636, dir -0.9774, norm 0.1268, swav 0.0000 LR: 3.050e-02 Score 97.713 Data time: 0.1665, Forward time: 2.3146, Backward time: 3.2476, DDP time: 0.0039, Total iter time: 4.2641 [2020-11-08 17:15:41,506][root][INFO] - ===> Epoch[732](3663/5): Loss -0.7854, Sem 0.0812, dir -0.9796, norm 0.1130, swav 0.0000 LR: 3.048e-02 Score 97.273 Data time: 0.1396, Forward time: 2.3142, Backward time: 3.2479, DDP time: 0.0039, Total iter time: 5.7630 [2020-11-08 17:15:46,539][root][INFO] - ===> Epoch[732](3664/5): Loss -0.7832, Sem 0.0662, dir -0.9783, norm 0.1289, swav 0.0000 LR: 3.046e-02 Score 97.654 Data time: 0.2367, Forward time: 2.3143, Backward time: 3.2474, DDP time: 0.0039, Total iter time: 4.9462 [2020-11-08 17:15:54,398][root][INFO] - ===> Epoch[732](3665/5): Loss -0.7615, Sem 0.0725, dir -0.9757, norm 0.1416, swav 0.0000 LR: 3.044e-02 Score 97.429 Data time: 0.2069, Forward time: 2.3142, Backward time: 3.2483, DDP time: 0.0039, Total iter time: 7.7462 [2020-11-08 17:16:00,456][root][INFO] - ===> Epoch[733](3666/5): Loss -0.7977, Sem 0.0572, dir -0.9764, norm 0.1215, swav 0.0000 LR: 3.042e-02 Score 98.026 Data time: 0.1591, Forward time: 2.3140, Backward time: 3.2486, DDP time: 0.0039, Total iter time: 5.9996 [2020-11-08 17:16:06,702][root][INFO] - ===> Epoch[733](3667/5): Loss -0.7828, Sem 0.0637, dir -0.9770, norm 0.1305, swav 0.0000 LR: 3.040e-02 Score 97.758 Data time: 0.2053, Forward time: 2.3140, Backward time: 3.2488, DDP time: 0.0039, Total iter time: 6.1576 [2020-11-08 17:16:13,078][root][INFO] - ===> Epoch[733](3668/5): Loss -0.7943, Sem 0.0627, dir -0.9798, norm 0.1228, swav 0.0000 LR: 3.038e-02 Score 97.773 Data time: 0.1842, Forward time: 2.3138, Backward time: 3.2491, DDP time: 0.0039, Total iter time: 6.2748 [2020-11-08 17:16:18,806][root][INFO] - ===> Epoch[733](3669/5): Loss -0.7790, Sem 0.0716, dir -0.9747, norm 0.1241, swav 0.0000 LR: 3.036e-02 Score 97.435 Data time: 0.2452, Forward time: 2.3139, Backward time: 3.2489, DDP time: 0.0039, Total iter time: 5.6303 [2020-11-08 17:16:24,395][root][INFO] - ===> Epoch[733](3670/5): Loss -0.7839, Sem 0.0683, dir -0.9767, norm 0.1246, swav 0.0000 LR: 3.034e-02 Score 97.538 Data time: 0.2743, Forward time: 2.3141, Backward time: 3.2485, DDP time: 0.0039, Total iter time: 5.4670 [2020-11-08 17:16:31,567][root][INFO] - ===> Epoch[734](3671/5): Loss -0.7881, Sem 0.0659, dir -0.9764, norm 0.1224, swav 0.0000 LR: 3.032e-02 Score 97.673 Data time: 0.3349, Forward time: 2.3147, Backward time: 3.2484, DDP time: 0.0039, Total iter time: 7.0566 [2020-11-08 17:16:38,945][root][INFO] - ===> Epoch[734](3672/5): Loss -0.7576, Sem 0.0738, dir -0.9750, norm 0.1436, swav 0.0000 LR: 3.030e-02 Score 97.400 Data time: 0.2000, Forward time: 2.3147, Backward time: 3.2491, DDP time: 0.0039, Total iter time: 7.2487 [2020-11-08 17:16:45,105][root][INFO] - ===> Epoch[734](3673/5): Loss -0.7878, Sem 0.0620, dir -0.9773, norm 0.1275, swav 0.0000 LR: 3.028e-02 Score 97.806 Data time: 0.2292, Forward time: 2.3145, Backward time: 3.2494, DDP time: 0.0039, Total iter time: 6.0530 [2020-11-08 17:16:51,492][root][INFO] - ===> Epoch[734](3674/5): Loss -0.7603, Sem 0.0700, dir -0.9750, norm 0.1447, swav 0.0000 LR: 3.026e-02 Score 97.573 Data time: 0.2040, Forward time: 2.3145, Backward time: 3.2496, DDP time: 0.0039, Total iter time: 6.2796 [2020-11-08 17:16:57,032][root][INFO] - ===> Epoch[734](3675/5): Loss -0.7909, Sem 0.0632, dir -0.9769, norm 0.1228, swav 0.0000 LR: 3.024e-02 Score 97.785 Data time: 0.2379, Forward time: 2.3145, Backward time: 3.2493, DDP time: 0.0039, Total iter time: 5.3862 [2020-11-08 17:17:03,651][root][INFO] - ===> Epoch[735](3676/5): Loss -0.7806, Sem 0.0706, dir -0.9770, norm 0.1258, swav 0.0000 LR: 3.022e-02 Score 97.436 Data time: 0.2339, Forward time: 2.3146, Backward time: 3.2495, DDP time: 0.0039, Total iter time: 6.4895 [2020-11-08 17:17:08,664][root][INFO] - ===> Epoch[735](3677/5): Loss -0.7640, Sem 0.0716, dir -0.9734, norm 0.1379, swav 0.0000 LR: 3.020e-02 Score 97.498 Data time: 0.1932, Forward time: 2.3145, Backward time: 3.2492, DDP time: 0.0039, Total iter time: 4.8640 [2020-11-08 17:17:15,527][root][INFO] - ===> Epoch[735](3678/5): Loss -0.7819, Sem 0.0659, dir -0.9798, norm 0.1320, swav 0.0000 LR: 3.018e-02 Score 97.625 Data time: 0.1938, Forward time: 2.3144, Backward time: 3.2497, DDP time: 0.0039, Total iter time: 6.7545 [2020-11-08 17:17:21,306][root][INFO] - ===> Epoch[735](3679/5): Loss -0.8041, Sem 0.0565, dir -0.9778, norm 0.1172, swav 0.0000 LR: 3.016e-02 Score 98.002 Data time: 0.1801, Forward time: 2.3142, Backward time: 3.2497, DDP time: 0.0039, Total iter time: 5.6638 [2020-11-08 17:17:28,124][root][INFO] - ===> Epoch[735](3680/5): Loss -0.7815, Sem 0.0675, dir -0.9766, norm 0.1277, swav 0.0000 LR: 3.013e-02 Score 97.614 Data time: 0.1794, Forward time: 2.3140, Backward time: 3.2503, DDP time: 0.0039, Total iter time: 6.7171 [2020-11-08 17:17:34,664][root][INFO] - ===> Epoch[736](3681/5): Loss -0.7734, Sem 0.0698, dir -0.9749, norm 0.1317, swav 0.0000 LR: 3.011e-02 Score 97.515 Data time: 0.2046, Forward time: 2.3139, Backward time: 3.2507, DDP time: 0.0039, Total iter time: 6.4284 [2020-11-08 17:17:40,178][root][INFO] - ===> Epoch[736](3682/5): Loss -0.8020, Sem 0.0632, dir -0.9809, norm 0.1157, swav 0.0000 LR: 3.009e-02 Score 97.737 Data time: 0.2375, Forward time: 2.3140, Backward time: 3.2504, DDP time: 0.0039, Total iter time: 5.4096 [2020-11-08 17:17:46,838][root][INFO] - ===> Epoch[736](3683/5): Loss -0.7810, Sem 0.0714, dir -0.9786, norm 0.1263, swav 0.0000 LR: 3.007e-02 Score 97.454 Data time: 0.1463, Forward time: 2.3137, Backward time: 3.2510, DDP time: 0.0039, Total iter time: 6.5348 [2020-11-08 17:17:52,488][root][INFO] - ===> Epoch[736](3684/5): Loss -0.7693, Sem 0.0645, dir -0.9746, norm 0.1408, swav 0.0000 LR: 3.005e-02 Score 97.747 Data time: 0.2567, Forward time: 2.3136, Backward time: 3.2510, DDP time: 0.0039, Total iter time: 5.5972 [2020-11-08 17:17:59,609][root][INFO] - ===> Epoch[736](3685/5): Loss -0.7664, Sem 0.0703, dir -0.9747, norm 0.1379, swav 0.0000 LR: 3.003e-02 Score 97.540 Data time: 0.3568, Forward time: 2.3141, Backward time: 3.2509, DDP time: 0.0039, Total iter time: 7.0106 [2020-11-08 17:18:05,402][root][INFO] - ===> Epoch[737](3686/5): Loss -0.7627, Sem 0.0723, dir -0.9751, norm 0.1401, swav 0.0000 LR: 3.001e-02 Score 97.499 Data time: 0.2400, Forward time: 2.3143, Backward time: 3.2506, DDP time: 0.0039, Total iter time: 5.6702 [2020-11-08 17:18:11,269][root][INFO] - ===> Epoch[737](3687/5): Loss -0.7910, Sem 0.0618, dir -0.9784, norm 0.1256, swav 0.0000 LR: 2.999e-02 Score 97.776 Data time: 0.2230, Forward time: 2.3144, Backward time: 3.2505, DDP time: 0.0039, Total iter time: 5.7504 [2020-11-08 17:18:16,507][root][INFO] - ===> Epoch[737](3688/5): Loss -0.7848, Sem 0.0676, dir -0.9784, norm 0.1260, swav 0.0000 LR: 2.997e-02 Score 97.593 Data time: 0.2158, Forward time: 2.3144, Backward time: 3.2502, DDP time: 0.0039, Total iter time: 5.1223 [2020-11-08 17:18:21,807][root][INFO] - ===> Epoch[737](3689/5): Loss -0.7874, Sem 0.0622, dir -0.9772, norm 0.1276, swav 0.0000 LR: 2.995e-02 Score 97.839 Data time: 0.2125, Forward time: 2.3144, Backward time: 3.2499, DDP time: 0.0039, Total iter time: 5.1837 [2020-11-08 17:18:29,132][root][INFO] - ===> Epoch[737](3690/5): Loss -0.7740, Sem 0.0698, dir -0.9727, norm 0.1289, swav 0.0000 LR: 2.993e-02 Score 97.486 Data time: 0.2112, Forward time: 2.3144, Backward time: 3.2505, DDP time: 0.0039, Total iter time: 7.1983 [2020-11-08 17:18:34,173][root][INFO] - ===> Epoch[738](3691/5): Loss -0.7702, Sem 0.0682, dir -0.9759, norm 0.1374, swav 0.0000 LR: 2.991e-02 Score 97.597 Data time: 0.2208, Forward time: 2.3144, Backward time: 3.2501, DDP time: 0.0039, Total iter time: 4.9313 [2020-11-08 17:18:39,405][root][INFO] - ===> Epoch[738](3692/5): Loss -0.7745, Sem 0.0781, dir -0.9771, norm 0.1245, swav 0.0000 LR: 2.989e-02 Score 97.350 Data time: 0.2371, Forward time: 2.3144, Backward time: 3.2497, DDP time: 0.0039, Total iter time: 5.1248 [2020-11-08 17:18:46,245][root][INFO] - ===> Epoch[738](3693/5): Loss -0.7676, Sem 0.0724, dir -0.9734, norm 0.1334, swav 0.0000 LR: 2.987e-02 Score 97.460 Data time: 0.2990, Forward time: 2.3149, Backward time: 3.2496, DDP time: 0.0039, Total iter time: 6.7158 [2020-11-08 17:18:52,567][root][INFO] - ===> Epoch[738](3694/5): Loss -0.7998, Sem 0.0602, dir -0.9791, norm 0.1191, swav 0.0000 LR: 2.985e-02 Score 97.836 Data time: 0.1503, Forward time: 2.3147, Backward time: 3.2500, DDP time: 0.0039, Total iter time: 6.1939 [2020-11-08 17:18:57,195][root][INFO] - ===> Epoch[738](3695/5): Loss -0.8068, Sem 0.0616, dir -0.9790, norm 0.1105, swav 0.0000 LR: 2.983e-02 Score 97.793 Data time: 0.1538, Forward time: 2.3143, Backward time: 3.2498, DDP time: 0.0039, Total iter time: 4.5211 [2020-11-08 17:19:02,683][root][INFO] - ===> Epoch[739](3696/5): Loss -0.7844, Sem 0.0747, dir -0.9781, norm 0.1190, swav 0.0000 LR: 2.981e-02 Score 97.455 Data time: 0.2254, Forward time: 2.3143, Backward time: 3.2496, DDP time: 0.0039, Total iter time: 5.4300 [2020-11-08 17:19:08,409][root][INFO] - ===> Epoch[739](3697/5): Loss -0.7682, Sem 0.0734, dir -0.9743, norm 0.1326, swav 0.0000 LR: 2.979e-02 Score 97.472 Data time: 0.2366, Forward time: 2.3144, Backward time: 3.2493, DDP time: 0.0039, Total iter time: 5.6039 [2020-11-08 17:19:14,357][root][INFO] - ===> Epoch[739](3698/5): Loss -0.7983, Sem 0.0614, dir -0.9781, norm 0.1184, swav 0.0000 LR: 2.976e-02 Score 97.846 Data time: 0.1908, Forward time: 2.3142, Backward time: 3.2495, DDP time: 0.0039, Total iter time: 5.8400 [2020-11-08 17:19:20,516][root][INFO] - ===> Epoch[739](3699/5): Loss -0.7916, Sem 0.0683, dir -0.9769, norm 0.1169, swav 0.0000 LR: 2.974e-02 Score 97.542 Data time: 0.2413, Forward time: 2.3143, Backward time: 3.2495, DDP time: 0.0039, Total iter time: 6.0363 [2020-11-08 17:19:25,618][root][INFO] - ===> Epoch[739](3700/5): Loss -0.7651, Sem 0.0652, dir -0.9759, norm 0.1456, swav 0.0000 LR: 2.972e-02 Score 97.724 Data time: 0.2033, Forward time: 2.3143, Backward time: 3.2491, DDP time: 0.0039, Total iter time: 4.9833 [2020-11-08 17:19:30,744][root][INFO] - ===> Epoch[740](3701/5): Loss -0.7808, Sem 0.0690, dir -0.9774, norm 0.1277, swav 0.0000 LR: 2.970e-02 Score 97.540 Data time: 0.2142, Forward time: 2.3142, Backward time: 3.2489, DDP time: 0.0039, Total iter time: 5.0050 [2020-11-08 17:19:36,058][root][INFO] - ===> Epoch[740](3702/5): Loss -0.7966, Sem 0.0674, dir -0.9788, norm 0.1148, swav 0.0000 LR: 2.968e-02 Score 97.605 Data time: 0.2336, Forward time: 2.3142, Backward time: 3.2486, DDP time: 0.0039, Total iter time: 5.1936 [2020-11-08 17:19:43,221][root][INFO] - ===> Epoch[740](3703/5): Loss -0.7737, Sem 0.0725, dir -0.9766, norm 0.1304, swav 0.0000 LR: 2.966e-02 Score 97.452 Data time: 0.2125, Forward time: 2.3142, Backward time: 3.2491, DDP time: 0.0039, Total iter time: 7.0505 [2020-11-08 17:19:48,933][root][INFO] - ===> Epoch[740](3704/5): Loss -0.7886, Sem 0.0590, dir -0.9776, norm 0.1300, swav 0.0000 LR: 2.964e-02 Score 97.890 Data time: 0.1975, Forward time: 2.3141, Backward time: 3.2491, DDP time: 0.0039, Total iter time: 5.5904 [2020-11-08 17:19:56,390][root][INFO] - ===> Epoch[740](3705/5): Loss -0.7754, Sem 0.0679, dir -0.9726, norm 0.1293, swav 0.0000 LR: 2.962e-02 Score 97.593 Data time: 0.1867, Forward time: 2.3139, Backward time: 3.2499, DDP time: 0.0039, Total iter time: 7.3443 [2020-11-08 17:20:02,049][root][INFO] - ===> Epoch[741](3706/5): Loss -0.7886, Sem 0.0716, dir -0.9789, norm 0.1186, swav 0.0000 LR: 2.960e-02 Score 97.495 Data time: 0.2471, Forward time: 2.3141, Backward time: 3.2496, DDP time: 0.0039, Total iter time: 5.5761 [2020-11-08 17:20:07,563][root][INFO] - ===> Epoch[741](3707/5): Loss -0.7796, Sem 0.0625, dir -0.9759, norm 0.1338, swav 0.0000 LR: 2.958e-02 Score 97.751 Data time: 0.2448, Forward time: 2.3143, Backward time: 3.2492, DDP time: 0.0039, Total iter time: 5.3711 [2020-11-08 17:20:14,015][root][INFO] - ===> Epoch[741](3708/5): Loss -0.7933, Sem 0.0649, dir -0.9774, norm 0.1191, swav 0.0000 LR: 2.956e-02 Score 97.676 Data time: 0.2486, Forward time: 2.3145, Backward time: 3.2492, DDP time: 0.0039, Total iter time: 6.3105 [2020-11-08 17:20:19,595][root][INFO] - ===> Epoch[741](3709/5): Loss -0.7905, Sem 0.0657, dir -0.9777, norm 0.1214, swav 0.0000 LR: 2.954e-02 Score 97.627 Data time: 0.2008, Forward time: 2.3144, Backward time: 3.2491, DDP time: 0.0039, Total iter time: 5.4642 [2020-11-08 17:20:26,333][root][INFO] - ===> Epoch[741](3710/5): Loss -0.7830, Sem 0.0654, dir -0.9783, norm 0.1299, swav 0.0000 LR: 2.952e-02 Score 97.661 Data time: 0.2217, Forward time: 2.3144, Backward time: 3.2494, DDP time: 0.0039, Total iter time: 6.6308 [2020-11-08 17:20:31,614][root][INFO] - ===> Epoch[742](3711/5): Loss -0.7845, Sem 0.0641, dir -0.9774, norm 0.1287, swav 0.0000 LR: 2.950e-02 Score 97.729 Data time: 0.2611, Forward time: 2.3146, Backward time: 3.2489, DDP time: 0.0039, Total iter time: 5.1517 [2020-11-08 17:20:38,844][root][INFO] - ===> Epoch[742](3712/5): Loss -0.7869, Sem 0.0669, dir -0.9764, norm 0.1225, swav 0.0000 LR: 2.948e-02 Score 97.584 Data time: 0.1721, Forward time: 2.3144, Backward time: 3.2497, DDP time: 0.0039, Total iter time: 7.1088 [2020-11-08 17:20:45,345][root][INFO] - ===> Epoch[742](3713/5): Loss -0.7911, Sem 0.0632, dir -0.9759, norm 0.1215, swav 0.0000 LR: 2.946e-02 Score 97.737 Data time: 0.1893, Forward time: 2.3143, Backward time: 3.2500, DDP time: 0.0039, Total iter time: 6.4058 [2020-11-08 17:20:50,976][root][INFO] - ===> Epoch[742](3714/5): Loss -0.7772, Sem 0.0672, dir -0.9753, norm 0.1309, swav 0.0000 LR: 2.943e-02 Score 97.634 Data time: 0.1349, Forward time: 2.3139, Backward time: 3.2503, DDP time: 0.0039, Total iter time: 5.5201 [2020-11-08 17:20:56,115][root][INFO] - ===> Epoch[742](3715/5): Loss -0.7873, Sem 0.0711, dir -0.9795, norm 0.1211, swav 0.0000 LR: 2.941e-02 Score 97.442 Data time: 0.1978, Forward time: 2.3138, Backward time: 3.2501, DDP time: 0.0039, Total iter time: 5.0696 [2020-11-08 17:21:01,230][root][INFO] - ===> Epoch[743](3716/5): Loss -0.7887, Sem 0.0664, dir -0.9763, norm 0.1213, swav 0.0000 LR: 2.939e-02 Score 97.671 Data time: 0.2343, Forward time: 2.3136, Backward time: 3.2499, DDP time: 0.0039, Total iter time: 5.0146 [2020-11-08 17:21:06,533][root][INFO] - ===> Epoch[743](3717/5): Loss -0.7764, Sem 0.0680, dir -0.9764, norm 0.1319, swav 0.0000 LR: 2.937e-02 Score 97.538 Data time: 0.2405, Forward time: 2.3137, Backward time: 3.2495, DDP time: 0.0039, Total iter time: 5.2053 [2020-11-08 17:21:13,003][root][INFO] - ===> Epoch[743](3718/5): Loss -0.7952, Sem 0.0597, dir -0.9779, norm 0.1231, swav 0.0000 LR: 2.935e-02 Score 97.866 Data time: 0.2510, Forward time: 2.3138, Backward time: 3.2496, DDP time: 0.0039, Total iter time: 6.3527 [2020-11-08 17:21:20,348][root][INFO] - ===> Epoch[743](3719/5): Loss -0.7862, Sem 0.0668, dir -0.9778, norm 0.1248, swav 0.0000 LR: 2.933e-02 Score 97.575 Data time: 0.2302, Forward time: 2.3138, Backward time: 3.2501, DDP time: 0.0039, Total iter time: 7.2332 [2020-11-08 17:21:27,151][root][INFO] - ===> Epoch[743](3720/5): Loss -0.7839, Sem 0.0682, dir -0.9806, norm 0.1285, swav 0.0000 LR: 2.931e-02 Score 97.591 Data time: 0.2317, Forward time: 2.3138, Backward time: 3.2506, DDP time: 0.0039, Total iter time: 6.6927 [2020-11-08 17:21:32,379][root][INFO] - ===> Epoch[744](3721/5): Loss -0.7891, Sem 0.0662, dir -0.9789, norm 0.1236, swav 0.0000 LR: 2.929e-02 Score 97.618 Data time: 0.1962, Forward time: 2.3137, Backward time: 3.2503, DDP time: 0.0039, Total iter time: 5.1171 [2020-11-08 17:21:38,605][root][INFO] - ===> Epoch[744](3722/5): Loss -0.7950, Sem 0.0617, dir -0.9787, norm 0.1220, swav 0.0000 LR: 2.927e-02 Score 97.754 Data time: 0.1589, Forward time: 2.3134, Backward time: 3.2507, DDP time: 0.0039, Total iter time: 6.0974 [2020-11-08 17:21:44,851][root][INFO] - ===> Epoch[744](3723/5): Loss -0.7852, Sem 0.0708, dir -0.9764, norm 0.1204, swav 0.0000 LR: 2.925e-02 Score 97.464 Data time: 0.2778, Forward time: 2.3136, Backward time: 3.2506, DDP time: 0.0039, Total iter time: 6.1708 [2020-11-08 17:21:50,729][root][INFO] - ===> Epoch[744](3724/5): Loss -0.7765, Sem 0.0668, dir -0.9762, norm 0.1329, swav 0.0000 LR: 2.923e-02 Score 97.646 Data time: 0.2651, Forward time: 2.3139, Backward time: 3.2503, DDP time: 0.0039, Total iter time: 5.7669 [2020-11-08 17:21:57,114][root][INFO] - ===> Epoch[744](3725/5): Loss -0.7847, Sem 0.0633, dir -0.9767, norm 0.1287, swav 0.0000 LR: 2.921e-02 Score 97.775 Data time: 0.1923, Forward time: 2.3137, Backward time: 3.2506, DDP time: 0.0039, Total iter time: 6.2577 [2020-11-08 17:22:02,687][root][INFO] - ===> Epoch[745](3726/5): Loss -0.7785, Sem 0.0661, dir -0.9773, norm 0.1328, swav 0.0000 LR: 2.919e-02 Score 97.613 Data time: 0.2882, Forward time: 2.3139, Backward time: 3.2503, DDP time: 0.0039, Total iter time: 5.4671 [2020-11-08 17:22:08,913][root][INFO] - ===> Epoch[745](3727/5): Loss -0.7705, Sem 0.0694, dir -0.9746, norm 0.1347, swav 0.0000 LR: 2.917e-02 Score 97.572 Data time: 0.1765, Forward time: 2.3137, Backward time: 3.2505, DDP time: 0.0039, Total iter time: 6.1018 [2020-11-08 17:22:13,573][root][INFO] - ===> Epoch[745](3728/5): Loss -0.8038, Sem 0.0626, dir -0.9788, norm 0.1124, swav 0.0000 LR: 2.915e-02 Score 97.754 Data time: 0.2375, Forward time: 2.3138, Backward time: 3.2499, DDP time: 0.0039, Total iter time: 4.5518 [2020-11-08 17:22:20,300][root][INFO] - ===> Epoch[745](3729/5): Loss -0.7909, Sem 0.0665, dir -0.9804, norm 0.1230, swav 0.0000 LR: 2.913e-02 Score 97.703 Data time: 0.2778, Forward time: 2.3141, Backward time: 3.2500, DDP time: 0.0039, Total iter time: 6.6261 [2020-11-08 17:22:25,667][root][INFO] - ===> Epoch[745](3730/5): Loss -0.7996, Sem 0.0640, dir -0.9756, norm 0.1121, swav 0.0000 LR: 2.910e-02 Score 97.670 Data time: 0.2575, Forward time: 2.3141, Backward time: 3.2497, DDP time: 0.0039, Total iter time: 5.2280 [2020-11-08 17:22:30,271][root][INFO] - ===> Epoch[746](3731/5): Loss -0.7767, Sem 0.0675, dir -0.9763, norm 0.1321, swav 0.0000 LR: 2.908e-02 Score 97.576 Data time: 0.1625, Forward time: 2.3139, Backward time: 3.2493, DDP time: 0.0039, Total iter time: 4.4831 [2020-11-08 17:22:35,220][root][INFO] - ===> Epoch[746](3732/5): Loss -0.7946, Sem 0.0682, dir -0.9785, norm 0.1156, swav 0.0000 LR: 2.906e-02 Score 97.604 Data time: 0.2017, Forward time: 2.3139, Backward time: 3.2489, DDP time: 0.0039, Total iter time: 4.8710 [2020-11-08 17:22:40,270][root][INFO] - ===> Epoch[746](3733/5): Loss -0.7721, Sem 0.0609, dir -0.9738, norm 0.1408, swav 0.0000 LR: 2.904e-02 Score 97.867 Data time: 0.2134, Forward time: 2.3137, Backward time: 3.2486, DDP time: 0.0039, Total iter time: 4.9311 [2020-11-08 17:22:45,905][root][INFO] - ===> Epoch[746](3734/5): Loss -0.7875, Sem 0.0648, dir -0.9772, norm 0.1249, swav 0.0000 LR: 2.902e-02 Score 97.684 Data time: 0.2729, Forward time: 2.3139, Backward time: 3.2482, DDP time: 0.0039, Total iter time: 5.5332 [2020-11-08 17:22:52,496][root][INFO] - ===> Epoch[746](3735/5): Loss -0.7778, Sem 0.0700, dir -0.9754, norm 0.1276, swav 0.0000 LR: 2.900e-02 Score 97.471 Data time: 0.2834, Forward time: 2.3143, Backward time: 3.2482, DDP time: 0.0039, Total iter time: 6.4594 [2020-11-08 17:22:58,306][root][INFO] - ===> Epoch[747](3736/5): Loss -0.7973, Sem 0.0633, dir -0.9784, norm 0.1179, swav 0.0000 LR: 2.898e-02 Score 97.815 Data time: 0.2452, Forward time: 2.3145, Backward time: 3.2479, DDP time: 0.0039, Total iter time: 5.6836 [2020-11-08 17:23:04,063][root][INFO] - ===> Epoch[747](3737/5): Loss -0.7784, Sem 0.0680, dir -0.9781, norm 0.1316, swav 0.0000 LR: 2.896e-02 Score 97.579 Data time: 0.2000, Forward time: 2.3144, Backward time: 3.2479, DDP time: 0.0039, Total iter time: 5.6323 [2020-11-08 17:23:10,215][root][INFO] - ===> Epoch[747](3738/5): Loss -0.7983, Sem 0.0650, dir -0.9800, norm 0.1167, swav 0.0000 LR: 2.894e-02 Score 97.709 Data time: 0.3069, Forward time: 2.3147, Backward time: 3.2476, DDP time: 0.0039, Total iter time: 6.0392 [2020-11-08 17:23:16,307][root][INFO] - ===> Epoch[747](3739/5): Loss -0.7932, Sem 0.0580, dir -0.9758, norm 0.1246, swav 0.0000 LR: 2.892e-02 Score 97.913 Data time: 0.2862, Forward time: 2.3151, Backward time: 3.2473, DDP time: 0.0039, Total iter time: 5.9607 [2020-11-08 17:23:24,105][root][INFO] - ===> Epoch[747](3740/5): Loss -0.7726, Sem 0.0726, dir -0.9737, norm 0.1284, swav 0.0000 LR: 2.890e-02 Score 97.449 Data time: 0.1585, Forward time: 2.3148, Backward time: 3.2483, DDP time: 0.0039, Total iter time: 7.6575 [2020-11-08 17:23:30,680][root][INFO] - ===> Epoch[748](3741/5): Loss -0.8054, Sem 0.0603, dir -0.9783, norm 0.1126, swav 0.0000 LR: 2.888e-02 Score 97.874 Data time: 0.1349, Forward time: 2.3144, Backward time: 3.2490, DDP time: 0.0039, Total iter time: 6.4951 [2020-11-08 17:23:36,533][root][INFO] - ===> Epoch[748](3742/5): Loss -0.7707, Sem 0.0662, dir -0.9766, norm 0.1398, swav 0.0000 LR: 2.886e-02 Score 97.678 Data time: 0.2291, Forward time: 2.3145, Backward time: 3.2489, DDP time: 0.0039, Total iter time: 5.7800 [2020-11-08 17:23:42,814][root][INFO] - ===> Epoch[748](3743/5): Loss -0.7764, Sem 0.0680, dir -0.9757, norm 0.1313, swav 0.0000 LR: 2.884e-02 Score 97.580 Data time: 0.1976, Forward time: 2.3142, Backward time: 3.2492, DDP time: 0.0039, Total iter time: 6.1670 [2020-11-08 17:23:48,569][root][INFO] - ===> Epoch[748](3744/5): Loss -0.7879, Sem 0.0685, dir -0.9778, norm 0.1214, swav 0.0000 LR: 2.882e-02 Score 97.587 Data time: 0.2135, Forward time: 2.3142, Backward time: 3.2492, DDP time: 0.0039, Total iter time: 5.6532 [2020-11-08 17:23:55,826][submitit][WARNING] - Caught signal 10 on learnfair2373: this job is timed-out. [2020-11-08 17:23:55,828][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=4). [2020-11-08 17:23:55,847][submitit][WARNING] - Caught signal 10 on learnfair2373: this job is timed-out. [2020-11-08 17:23:55,849][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=3). [2020-11-08 17:23:55,853][submitit][WARNING] - Caught signal 10 on learnfair2373: this job is timed-out. [2020-11-08 17:23:55,854][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=5). [2020-11-08 17:23:55,862][submitit][WARNING] - Caught signal 10 on learnfair2373: this job is timed-out. [2020-11-08 17:23:55,865][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=7). [2020-11-08 17:23:55,868][submitit][WARNING] - Caught signal 10 on learnfair2373: this job is timed-out. [2020-11-08 17:23:55,868][submitit][WARNING] - Caught signal 10 on learnfair2373: this job is timed-out. [2020-11-08 17:23:55,869][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=1). [2020-11-08 17:23:55,870][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=6). [2020-11-08 17:23:55,909][submitit][WARNING] - Caught signal 10 on learnfair2373: this job is timed-out. [2020-11-08 17:23:55,912][submitit][INFO] - Calling checkpoint method. [2020-11-08 17:23:55,984][submitit][WARNING] - Caught signal 10 on learnfair2373: this job is timed-out. [2020-11-08 17:23:55,985][submitit][INFO] - Not checkpointing nor requeuing since I am a slave (procid=2). [2020-11-08 17:23:56,191][submitit][INFO] - Requeued job 32568794_30 (2 remaining timeouts) [2020-11-08 17:23:56,192][submitit][INFO] - Exiting gracefully after preemption/timeout. [2020-11-08 17:23:56,196][submitit][WARNING] - Bypassing signal 15 [2020-11-08 17:28:45,123][root][INFO] - ===> Loading exsiting config file [2020-11-08 17:28:45,131][root][INFO] - ===> Loading exsiting config file [2020-11-08 17:28:45,132][root][INFO] - ===> Loading exsiting config file [2020-11-08 17:28:45,135][root][INFO] - ===> Loading exsiting config file [2020-11-08 17:28:45,139][root][INFO] - ===> Loading exsiting config file [2020-11-08 17:28:45,139][root][INFO] - ===> Loading exsiting config file [2020-11-08 17:28:45,140][root][INFO] - ===> Loading exsiting config file [2020-11-08 17:28:45,140][root][INFO] - ===> Loading exsiting config file [2020-11-08 17:28:45,158][root][INFO] - ===> Loaded exsiting config file [2020-11-08 17:28:45,166][root][INFO] - ===> Loaded exsiting config file [2020-11-08 17:28:45,166][root][INFO] - ===> Loaded exsiting config file [2020-11-08 17:28:45,169][root][INFO] - ===> Loaded exsiting config file [2020-11-08 17:28:45,174][root][INFO] - ===> Loaded exsiting config file [2020-11-08 17:28:45,175][root][INFO] - ===> Loaded exsiting config file [2020-11-08 17:28:45,176][root][INFO] - ===> Loaded exsiting config file [2020-11-08 17:28:45,176][root][INFO] - ===> Loaded exsiting config file [2020-11-08 17:28:54,868][root][INFO] - ===> Configurations [2020-11-08 17:28:54,881][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth 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: 5000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: ScannetVoxelization2cmDataset train_file: data_efficient_by_scenes/20/0.txt voxel_size: 0.05 data_dir: data sampled_inds: null 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: /checkpoint/jihou/data/scannet/pointcloud/ stanford3d_path: /home/chrischoy/datasets/Stanford3D train: is_train: true stat_freq: 1 save_freq: 500 val_freq: 500 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://learnfair1697:10100 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: 0.1 data_aug_color_jitter_std: 0.05 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 save_features: false save_feat_dir: outputs/feat save_prediction: false save_pred_dir: outputs/pred test_temporal_average: false visualize_path: outputs/visualize 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: /checkpoint/jihou/insseglessscenes_ load_bn: all_bn resume_config: null instance: true swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-08 17:28:54,882][root][INFO] - ===> Initializing dataloader [2020-11-08 17:28:54,886][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 17:28:54,889][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 17:28:54,890][root][INFO] - ===> Building model [2020-11-08 17:28:55,185][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 17:28:55,185][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=20, 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]) ) [2020-11-08 17:28:55,190][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 17:28:56,175][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, 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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, block5.0.downsample.1.bn.bias, block5.0.downsample.1.bn.running_mean, block5.0.downsample.1.bn.running_var, block5.0.downsample.1.bn.num_batches_tracked, block5.1.conv1.kernel, block5.1.norm1.bn.weight, block5.1.norm1.bn.bias, block5.1.norm1.bn.running_mean, block5.1.norm1.bn.running_var, block5.1.norm1.bn.num_batches_tracked, block5.1.conv2.kernel, block5.1.norm2.bn.weight, block5.1.norm2.bn.bias, block5.1.norm2.bn.running_mean, block5.1.norm2.bn.running_var, block5.1.norm2.bn.num_batches_tracked, convtr5p8s2.kernel, bntr5.bn.weight, bntr5.bn.bias, bntr5.bn.running_mean, bntr5.bn.running_var, bntr5.bn.num_batches_tracked, block6.0.conv1.kernel, block6.0.norm1.bn.weight, block6.0.norm1.bn.bias, block6.0.norm1.bn.running_mean, block6.0.norm1.bn.running_var, block6.0.norm1.bn.num_batches_tracked, block6.0.conv2.kernel, block6.0.norm2.bn.weight, block6.0.norm2.bn.bias, block6.0.norm2.bn.running_mean, block6.0.norm2.bn.running_var, block6.0.norm2.bn.num_batches_tracked, 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 [2020-11-08 17:28:56,363][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 17:28:56,363][root][INFO] - => loading checkpoint 'weights/weights.pth' [2020-11-08 17:28:56,997][root][INFO] - => loaded checkpoint 'weights/weights.pth' (epoch 699) [2020-11-08 17:29:08,260][root][INFO] - ===> Epoch[699](3501/5): Loss -0.7729, Sem 0.0672, dir -0.9719, norm 0.1318, swav 0.0000 LR: 3.379e-02 Score 97.631 Data time: 3.6027, Forward time: 3.3439, Backward time: 4.1836, DDP time: 0.0034, Total iter time: 11.1949 [2020-11-08 17:29:13,560][root][INFO] - ===> Epoch[699](3502/5): Loss -0.7672, Sem 0.0657, dir -0.9732, norm 0.1403, swav 0.0000 LR: 3.377e-02 Score 97.675 Data time: 0.2166, Forward time: 2.8315, Backward time: 3.3343, DDP time: 0.0034, Total iter time: 5.0697 [2020-11-08 17:29:18,952][root][INFO] - ===> Epoch[699](3503/5): Loss -0.7761, Sem 0.0702, dir -0.9769, norm 0.1306, swav 0.0000 LR: 3.375e-02 Score 97.504 Data time: 0.2425, Forward time: 2.7235, Backward time: 2.9682, DDP time: 0.0035, Total iter time: 5.0179 [2020-11-08 17:29:24,612][root][INFO] - ===> Epoch[699](3504/5): Loss -0.7664, Sem 0.0745, dir -0.9768, norm 0.1359, swav 0.0000 LR: 3.373e-02 Score 97.377 Data time: 0.2520, Forward time: 2.7520, Backward time: 2.7844, DDP time: 0.0034, Total iter time: 5.3370 [2020-11-08 17:29:30,432][root][INFO] - ===> Epoch[699](3505/5): Loss -0.7692, Sem 0.0762, dir -0.9770, norm 0.1317, swav 0.0000 LR: 3.371e-02 Score 97.347 Data time: 0.1951, Forward time: 2.6369, Backward time: 2.8433, DDP time: 0.0034, Total iter time: 5.5197 [2020-11-08 17:29:37,252][root][INFO] - ===> Epoch[700](3506/5): Loss -0.7855, Sem 0.0607, dir -0.9782, norm 0.1320, swav 0.0000 LR: 3.369e-02 Score 97.861 Data time: 0.1653, Forward time: 2.4878, Backward time: 3.1247, DDP time: 0.0034, Total iter time: 6.5960 [2020-11-08 17:29:43,839][root][INFO] - ===> Epoch[700](3507/5): Loss -0.7803, Sem 0.0689, dir -0.9741, norm 0.1249, swav 0.0000 LR: 3.367e-02 Score 97.560 Data time: 0.1894, Forward time: 2.4235, Backward time: 3.2651, DDP time: 0.0035, Total iter time: 6.4386 [2020-11-08 17:29:49,740][root][INFO] - ===> Epoch[700](3508/5): Loss -0.7567, Sem 0.0764, dir -0.9766, norm 0.1435, swav 0.0000 LR: 3.365e-02 Score 97.386 Data time: 0.2652, Forward time: 2.4133, Backward time: 3.2271, DDP time: 0.0036, Total iter time: 5.6859 [2020-11-08 17:29:54,988][root][INFO] - ===> Epoch[700](3509/5): Loss -0.7787, Sem 0.0733, dir -0.9770, norm 0.1250, swav 0.0000 LR: 3.363e-02 Score 97.395 Data time: 0.2321, Forward time: 2.4158, Backward time: 3.1302, DDP time: 0.0036, Total iter time: 5.0543 [2020-11-08 17:30:01,784][root][INFO] - ===> Epoch[700](3510/5): Loss -0.7624, Sem 0.0681, dir -0.9743, norm 0.1438, swav 0.0000 LR: 3.361e-02 Score 97.544 Data time: 0.2983, Forward time: 2.4655, Backward time: 3.1521, DDP time: 0.0036, Total iter time: 6.6250 [2020-11-08 17:30:06,997][root][INFO] - ===> Epoch[701](3511/5): Loss -0.7804, Sem 0.0640, dir -0.9745, norm 0.1301, swav 0.0000 LR: 3.359e-02 Score 97.741 Data time: 0.2601, Forward time: 2.4916, Backward time: 3.0479, DDP time: 0.0036, Total iter time: 5.0424 [2020-11-08 17:30:12,418][root][INFO] - ===> Epoch[701](3512/5): Loss -0.7723, Sem 0.0727, dir -0.9760, norm 0.1310, swav 0.0000 LR: 3.357e-02 Score 97.417 Data time: 0.1662, Forward time: 2.4358, Backward time: 3.0583, DDP time: 0.0036, Total iter time: 5.2631 [2020-11-08 17:30:18,158][root][INFO] - ===> Epoch[701](3513/5): Loss -0.7804, Sem 0.0707, dir -0.9778, norm 0.1266, swav 0.0000 LR: 3.355e-02 Score 97.531 Data time: 0.2330, Forward time: 2.4173, Backward time: 3.0614, DDP time: 0.0037, Total iter time: 5.6190 [2020-11-08 17:30:25,249][root][INFO] - ===> Epoch[701](3514/5): Loss -0.7498, Sem 0.0792, dir -0.9725, norm 0.1435, swav 0.0000 LR: 3.353e-02 Score 97.173 Data time: 0.3761, Forward time: 2.5089, Backward time: 3.0473, DDP time: 0.0035, Total iter time: 6.9527 [2020-11-08 17:30:30,539][root][INFO] - ===> Epoch[701](3515/5): Loss -0.7776, Sem 0.0692, dir -0.9775, norm 0.1307, swav 0.0000 LR: 3.351e-02 Score 97.619 Data time: 0.1802, Forward time: 2.4778, Backward time: 3.0327, DDP time: 0.0035, Total iter time: 5.1414 [2020-11-08 17:30:36,115][root][INFO] - ===> Epoch[702](3516/5): Loss -0.7760, Sem 0.0699, dir -0.9773, norm 0.1314, swav 0.0000 LR: 3.349e-02 Score 97.551 Data time: 0.2840, Forward time: 2.4988, Backward time: 2.9883, DDP time: 0.0035, Total iter time: 5.4576 [2020-11-08 17:30:43,208][root][INFO] - ===> Epoch[702](3517/5): Loss -0.7834, Sem 0.0703, dir -0.9779, norm 0.1243, swav 0.0000 LR: 3.347e-02 Score 97.568 Data time: 0.2872, Forward time: 2.5381, Backward time: 3.0138, DDP time: 0.0036, Total iter time: 6.9452 [2020-11-08 17:30:49,496][root][INFO] - ===> Epoch[702](3518/5): Loss -0.7714, Sem 0.0703, dir -0.9746, norm 0.1329, swav 0.0000 LR: 3.345e-02 Score 97.482 Data time: 0.2000, Forward time: 2.5270, Backward time: 3.0419, DDP time: 0.0036, Total iter time: 6.1544 [2020-11-08 17:30:55,666][root][INFO] - ===> Epoch[702](3519/5): Loss -0.7807, Sem 0.0626, dir -0.9741, norm 0.1308, swav 0.0000 LR: 3.343e-02 Score 97.768 Data time: 0.2590, Forward time: 2.5192, Backward time: 3.0558, DDP time: 0.0037, Total iter time: 6.0394 [2020-11-08 17:31:01,147][root][INFO] - ===> Epoch[702](3520/5): Loss -0.7904, Sem 0.0669, dir -0.9778, norm 0.1205, swav 0.0000 LR: 3.341e-02 Score 97.599 Data time: 0.2022, Forward time: 2.4837, Backward time: 3.0667, DDP time: 0.0037, Total iter time: 5.3735 [2020-11-08 17:31:07,599][root][INFO] - ===> Epoch[703](3521/5): Loss -0.7902, Sem 0.0650, dir -0.9789, norm 0.1237, swav 0.0000 LR: 3.339e-02 Score 97.639 Data time: 0.1987, Forward time: 2.4532, Backward time: 3.1201, DDP time: 0.0037, Total iter time: 6.3693 [2020-11-08 17:31:13,408][root][INFO] - ===> Epoch[703](3522/5): Loss -0.7810, Sem 0.0655, dir -0.9776, norm 0.1311, swav 0.0000 LR: 3.337e-02 Score 97.714 Data time: 0.2002, Forward time: 2.4484, Backward time: 3.1179, DDP time: 0.0038, Total iter time: 5.7137 [2020-11-08 17:31:19,538][root][INFO] - ===> Epoch[703](3523/5): Loss -0.7594, Sem 0.0793, dir -0.9767, norm 0.1380, swav 0.0000 LR: 3.334e-02 Score 97.222 Data time: 0.1898, Forward time: 2.4290, Backward time: 3.1443, DDP time: 0.0038, Total iter time: 6.0279 [2020-11-08 17:31:27,710][root][INFO] - ===> Epoch[703](3524/5): Loss -0.7893, Sem 0.0654, dir -0.9745, norm 0.1198, swav 0.0000 LR: 3.332e-02 Score 97.704 Data time: 0.2931, Forward time: 2.4558, Backward time: 3.2051, DDP time: 0.0038, Total iter time: 8.0785 [2020-11-08 17:31:33,915][root][INFO] - ===> Epoch[703](3525/5): Loss -0.7864, Sem 0.0637, dir -0.9746, norm 0.1246, swav 0.0000 LR: 3.330e-02 Score 97.751 Data time: 0.1984, Forward time: 2.4395, Backward time: 3.2253, DDP time: 0.0038, Total iter time: 6.0711 [2020-11-08 17:31:40,500][root][INFO] - ===> Epoch[704](3526/5): Loss -0.7914, Sem 0.0678, dir -0.9800, norm 0.1209, swav 0.0000 LR: 3.328e-02 Score 97.571 Data time: 0.2903, Forward time: 2.4563, Backward time: 3.2263, DDP time: 0.0037, Total iter time: 6.4718 [2020-11-08 17:31:46,485][root][INFO] - ===> Epoch[704](3527/5): Loss -0.7640, Sem 0.0700, dir -0.9726, norm 0.1387, swav 0.0000 LR: 3.326e-02 Score 97.533 Data time: 0.2942, Forward time: 2.4789, Backward time: 3.1992, DDP time: 0.0037, Total iter time: 5.8661 [2020-11-08 17:31:52,677][root][INFO] - ===> Epoch[704](3528/5): Loss -0.7918, Sem 0.0649, dir -0.9755, norm 0.1188, swav 0.0000 LR: 3.324e-02 Score 97.630 Data time: 0.2902, Forward time: 2.5070, Backward time: 3.1743, DDP time: 0.0036, Total iter time: 6.0723 [2020-11-08 17:31:58,337][root][INFO] - ===> Epoch[704](3529/5): Loss -0.7743, Sem 0.0690, dir -0.9735, norm 0.1302, swav 0.0000 LR: 3.322e-02 Score 97.632 Data time: 0.1522, Forward time: 2.4820, Backward time: 3.1847, DDP time: 0.0036, Total iter time: 5.5316 [2020-11-08 17:32:03,703][root][INFO] - ===> Epoch[704](3530/5): Loss -0.7797, Sem 0.0688, dir -0.9771, norm 0.1286, swav 0.0000 LR: 3.320e-02 Score 97.574 Data time: 0.2384, Forward time: 2.4894, Backward time: 3.1562, DDP time: 0.0035, Total iter time: 5.2844 [2020-11-08 17:32:09,699][root][INFO] - ===> Epoch[705](3531/5): Loss -0.7944, Sem 0.0672, dir -0.9776, norm 0.1159, swav 0.0000 LR: 3.318e-02 Score 97.623 Data time: 0.1781, Forward time: 2.4779, Backward time: 3.1668, DDP time: 0.0035, Total iter time: 5.8881 [2020-11-08 17:32:16,032][root][INFO] - ===> Epoch[705](3532/5): Loss -0.7803, Sem 0.0638, dir -0.9756, norm 0.1316, swav 0.0000 LR: 3.316e-02 Score 97.718 Data time: 0.1778, Forward time: 2.4581, Backward time: 3.1957, DDP time: 0.0035, Total iter time: 6.2411 [2020-11-08 17:32:22,086][root][INFO] - ===> Epoch[705](3533/5): Loss -0.7837, Sem 0.0648, dir -0.9780, norm 0.1295, swav 0.0000 LR: 3.314e-02 Score 97.730 Data time: 0.1945, Forward time: 2.4491, Backward time: 3.2057, DDP time: 0.0035, Total iter time: 5.9619 [2020-11-08 17:32:27,959][root][INFO] - ===> Epoch[705](3534/5): Loss -0.7874, Sem 0.0691, dir -0.9783, norm 0.1219, swav 0.0000 LR: 3.312e-02 Score 97.550 Data time: 0.1882, Forward time: 2.4361, Backward time: 3.2139, DDP time: 0.0035, Total iter time: 5.7776 [2020-11-08 17:32:35,547][root][INFO] - ===> Epoch[705](3535/5): Loss -0.7820, Sem 0.0698, dir -0.9744, norm 0.1225, swav 0.0000 LR: 3.310e-02 Score 97.579 Data time: 0.2421, Forward time: 2.4487, Backward time: 3.2468, DDP time: 0.0035, Total iter time: 7.5076 [2020-11-08 17:32:41,180][root][INFO] - ===> Epoch[706](3536/5): Loss -0.7732, Sem 0.0727, dir -0.9776, norm 0.1316, swav 0.0000 LR: 3.308e-02 Score 97.403 Data time: 0.2105, Forward time: 2.4398, Backward time: 3.2425, DDP time: 0.0036, Total iter time: 5.5129 [2020-11-08 17:32:48,090][root][INFO] - ===> Epoch[706](3537/5): Loss -0.7793, Sem 0.0699, dir -0.9771, norm 0.1278, swav 0.0000 LR: 3.306e-02 Score 97.503 Data time: 0.2996, Forward time: 2.4598, Backward time: 3.2433, DDP time: 0.0036, Total iter time: 6.7953 [2020-11-08 17:32:54,158][root][INFO] - ===> Epoch[706](3538/5): Loss -0.7694, Sem 0.0716, dir -0.9737, norm 0.1327, swav 0.0000 LR: 3.304e-02 Score 97.520 Data time: 0.1868, Forward time: 2.4542, Backward time: 3.2471, DDP time: 0.0036, Total iter time: 5.9241 [2020-11-08 17:32:59,291][root][INFO] - ===> Epoch[706](3539/5): Loss -0.7936, Sem 0.0627, dir -0.9763, norm 0.1201, swav 0.0000 LR: 3.302e-02 Score 97.807 Data time: 0.1588, Forward time: 2.4354, Backward time: 3.2396, DDP time: 0.0036, Total iter time: 5.0270 [2020-11-08 17:33:04,447][root][INFO] - ===> Epoch[706](3540/5): Loss -0.7942, Sem 0.0623, dir -0.9773, norm 0.1208, swav 0.0000 LR: 3.300e-02 Score 97.807 Data time: 0.1630, Forward time: 2.4189, Backward time: 3.2346, DDP time: 0.0036, Total iter time: 5.0636 [2020-11-08 17:33:10,982][root][INFO] - ===> Epoch[707](3541/5): Loss -0.8079, Sem 0.0604, dir -0.9796, norm 0.1113, swav 0.0000 LR: 3.298e-02 Score 97.924 Data time: 0.1475, Forward time: 2.3970, Backward time: 3.2679, DDP time: 0.0036, Total iter time: 6.4339 [2020-11-08 17:33:18,214][root][INFO] - ===> Epoch[707](3542/5): Loss -0.7679, Sem 0.0732, dir -0.9757, norm 0.1346, swav 0.0000 LR: 3.296e-02 Score 97.429 Data time: 0.2316, Forward time: 2.4006, Backward time: 3.2920, DDP time: 0.0036, Total iter time: 7.1607 [2020-11-08 17:33:23,450][root][INFO] - ===> Epoch[707](3543/5): Loss -0.7693, Sem 0.0719, dir -0.9723, norm 0.1311, swav 0.0000 LR: 3.294e-02 Score 97.472 Data time: 0.2386, Forward time: 2.4065, Backward time: 3.2661, DDP time: 0.0036, Total iter time: 5.1068 [2020-11-08 17:33:29,789][root][INFO] - ===> Epoch[707](3544/5): Loss -0.7664, Sem 0.0733, dir -0.9771, norm 0.1374, swav 0.0000 LR: 3.292e-02 Score 97.441 Data time: 0.2225, Forward time: 2.4081, Backward time: 3.2705, DDP time: 0.0036, Total iter time: 6.2320 [2020-11-08 17:33:35,804][root][INFO] - ===> Epoch[707](3545/5): Loss -0.7709, Sem 0.0641, dir -0.9750, norm 0.1400, swav 0.0000 LR: 3.290e-02 Score 97.731 Data time: 0.2205, Forward time: 2.4099, Backward time: 3.2672, DDP time: 0.0036, Total iter time: 5.8870 [2020-11-08 17:33:41,149][root][INFO] - ===> Epoch[708](3546/5): Loss -0.7606, Sem 0.0689, dir -0.9750, norm 0.1455, swav 0.0000 LR: 3.288e-02 Score 97.609 Data time: 0.1987, Forward time: 2.4048, Backward time: 3.2575, DDP time: 0.0036, Total iter time: 5.2308 [2020-11-08 17:33:48,504][root][INFO] - ===> Epoch[708](3547/5): Loss -0.7910, Sem 0.0686, dir -0.9783, norm 0.1187, swav 0.0000 LR: 3.286e-02 Score 97.557 Data time: 0.2011, Forward time: 2.3999, Backward time: 3.2892, DDP time: 0.0036, Total iter time: 7.2455 [2020-11-08 17:33:53,959][root][INFO] - ===> Epoch[708](3548/5): Loss -0.7711, Sem 0.0654, dir -0.9763, norm 0.1398, swav 0.0000 LR: 3.284e-02 Score 97.708 Data time: 0.2214, Forward time: 2.3983, Backward time: 3.2774, DDP time: 0.0036, Total iter time: 5.3400 [2020-11-08 17:33:59,728][root][INFO] - ===> Epoch[708](3549/5): Loss -0.7811, Sem 0.0676, dir -0.9739, norm 0.1252, swav 0.0000 LR: 3.282e-02 Score 97.580 Data time: 0.1911, Forward time: 2.3927, Backward time: 3.2764, DDP time: 0.0036, Total iter time: 5.6294 [2020-11-08 17:34:06,213][root][INFO] - ===> Epoch[708](3550/5): Loss -0.7657, Sem 0.0672, dir -0.9728, norm 0.1400, swav 0.0000 LR: 3.280e-02 Score 97.597 Data time: 0.1936, Forward time: 2.3846, Backward time: 3.2923, DDP time: 0.0036, Total iter time: 6.3824 [2020-11-08 17:34:12,078][root][INFO] - ===> Epoch[709](3551/5): Loss -0.7826, Sem 0.0632, dir -0.9787, norm 0.1329, swav 0.0000 LR: 3.277e-02 Score 97.813 Data time: 0.2555, Forward time: 2.3956, Backward time: 3.2775, DDP time: 0.0035, Total iter time: 5.7447 [2020-11-08 17:34:17,731][root][INFO] - ===> Epoch[709](3552/5): Loss -0.7699, Sem 0.0732, dir -0.9734, norm 0.1304, swav 0.0000 LR: 3.275e-02 Score 97.398 Data time: 0.2019, Forward time: 2.3899, Backward time: 3.2749, DDP time: 0.0035, Total iter time: 5.5394 [2020-11-08 17:34:23,648][root][INFO] - ===> Epoch[709](3553/5): Loss -0.7688, Sem 0.0686, dir -0.9713, norm 0.1339, swav 0.0000 LR: 3.273e-02 Score 97.545 Data time: 0.2798, Forward time: 2.4019, Backward time: 3.2598, DDP time: 0.0035, Total iter time: 5.7956 [2020-11-08 17:34:29,363][root][INFO] - ===> Epoch[709](3554/5): Loss -0.7817, Sem 0.0668, dir -0.9795, norm 0.1310, swav 0.0000 LR: 3.271e-02 Score 97.624 Data time: 0.2012, Forward time: 2.3985, Backward time: 3.2564, DDP time: 0.0035, Total iter time: 5.5736 [2020-11-08 17:34:37,386][root][INFO] - ===> Epoch[709](3555/5): Loss -0.7927, Sem 0.0622, dir -0.9778, norm 0.1229, swav 0.0000 LR: 3.269e-02 Score 97.809 Data time: 0.2338, Forward time: 2.4026, Backward time: 3.2868, DDP time: 0.0036, Total iter time: 7.9350 [2020-11-08 17:34:42,644][root][INFO] - ===> Epoch[710](3556/5): Loss -0.7990, Sem 0.0590, dir -0.9783, norm 0.1203, swav 0.0000 LR: 3.267e-02 Score 97.861 Data time: 0.2206, Forward time: 2.4020, Backward time: 3.2714, DDP time: 0.0036, Total iter time: 5.1601 [2020-11-08 17:34:48,889][root][INFO] - ===> Epoch[710](3557/5): Loss -0.7845, Sem 0.0660, dir -0.9765, norm 0.1260, swav 0.0000 LR: 3.265e-02 Score 97.625 Data time: 0.2057, Forward time: 2.3966, Backward time: 3.2789, DDP time: 0.0036, Total iter time: 6.1211 [2020-11-08 17:34:55,346][root][INFO] - ===> Epoch[710](3558/5): Loss -0.7847, Sem 0.0678, dir -0.9771, norm 0.1246, swav 0.0000 LR: 3.263e-02 Score 97.579 Data time: 0.2299, Forward time: 2.3958, Backward time: 3.2855, DDP time: 0.0036, Total iter time: 6.3425 [2020-11-08 17:35:00,769][root][INFO] - ===> Epoch[710](3559/5): Loss -0.7693, Sem 0.0742, dir -0.9760, norm 0.1325, swav 0.0000 LR: 3.261e-02 Score 97.352 Data time: 0.2617, Forward time: 2.4019, Backward time: 3.2680, DDP time: 0.0035, Total iter time: 5.2768 [2020-11-08 17:35:06,639][root][INFO] - ===> Epoch[710](3560/5): Loss -0.7719, Sem 0.0643, dir -0.9715, norm 0.1353, swav 0.0000 LR: 3.259e-02 Score 97.776 Data time: 0.1958, Forward time: 2.3948, Backward time: 3.2713, DDP time: 0.0035, Total iter time: 5.7376 [2020-11-08 17:35:12,621][root][INFO] - ===> Epoch[711](3561/5): Loss -0.7921, Sem 0.0626, dir -0.9758, norm 0.1211, swav 0.0000 LR: 3.257e-02 Score 97.825 Data time: 0.2974, Forward time: 2.4061, Backward time: 3.2584, DDP time: 0.0035, Total iter time: 5.8823 [2020-11-08 17:35:17,512][root][INFO] - ===> Epoch[711](3562/5): Loss -0.7920, Sem 0.0717, dir -0.9785, norm 0.1148, swav 0.0000 LR: 3.255e-02 Score 97.414 Data time: 0.2119, Forward time: 2.4043, Backward time: 3.2419, DDP time: 0.0035, Total iter time: 4.7690 [2020-11-08 17:35:22,778][root][INFO] - ===> Epoch[711](3563/5): Loss -0.7718, Sem 0.0746, dir -0.9759, norm 0.1296, swav 0.0000 LR: 3.253e-02 Score 97.348 Data time: 0.2163, Forward time: 2.4018, Backward time: 3.2304, DDP time: 0.0035, Total iter time: 5.1474 [2020-11-08 17:35:28,224][root][INFO] - ===> Epoch[711](3564/5): Loss -0.7691, Sem 0.0644, dir -0.9760, norm 0.1425, swav 0.0000 LR: 3.251e-02 Score 97.738 Data time: 0.1750, Forward time: 2.3933, Backward time: 3.2302, DDP time: 0.0035, Total iter time: 5.3487 [2020-11-08 17:35:35,317][root][INFO] - ===> Epoch[711](3565/5): Loss -0.7736, Sem 0.0703, dir -0.9763, norm 0.1324, swav 0.0000 LR: 3.249e-02 Score 97.496 Data time: 0.2144, Forward time: 2.3917, Backward time: 3.2479, DDP time: 0.0035, Total iter time: 7.0043 [2020-11-08 17:35:41,646][root][INFO] - ===> Epoch[712](3566/5): Loss -0.7683, Sem 0.0699, dir -0.9756, norm 0.1374, swav 0.0000 LR: 3.247e-02 Score 97.504 Data time: 0.1960, Forward time: 2.3871, Backward time: 3.2563, DDP time: 0.0035, Total iter time: 6.1931 [2020-11-08 17:35:46,468][root][INFO] - ===> Epoch[712](3567/5): Loss -0.7851, Sem 0.0725, dir -0.9789, norm 0.1213, swav 0.0000 LR: 3.245e-02 Score 97.448 Data time: 0.2650, Forward time: 2.3872, Backward time: 3.2379, DDP time: 0.0035, Total iter time: 4.6921 [2020-11-08 17:35:53,513][root][INFO] - ===> Epoch[712](3568/5): Loss -0.7915, Sem 0.0657, dir -0.9769, norm 0.1197, swav 0.0000 LR: 3.243e-02 Score 97.610 Data time: 0.1778, Forward time: 2.3804, Backward time: 3.2589, DDP time: 0.0035, Total iter time: 6.9392 [2020-11-08 17:35:58,562][root][INFO] - ===> Epoch[712](3569/5): Loss -0.7937, Sem 0.0613, dir -0.9777, norm 0.1226, swav 0.0000 LR: 3.241e-02 Score 97.808 Data time: 0.2023, Forward time: 2.3750, Backward time: 3.2504, DDP time: 0.0035, Total iter time: 4.9311 [2020-11-08 17:36:05,859][root][INFO] - ===> Epoch[712](3570/5): Loss -0.7525, Sem 0.0723, dir -0.9714, norm 0.1466, swav 0.0000 LR: 3.239e-02 Score 97.467 Data time: 0.2541, Forward time: 2.3806, Backward time: 3.2619, DDP time: 0.0035, Total iter time: 7.1925 [2020-11-08 17:36:11,450][root][INFO] - ===> Epoch[713](3571/5): Loss -0.7962, Sem 0.0629, dir -0.9763, norm 0.1172, swav 0.0000 LR: 3.237e-02 Score 97.782 Data time: 0.2552, Forward time: 2.3850, Backward time: 3.2509, DDP time: 0.0035, Total iter time: 5.4549 [2020-11-08 17:36:17,299][root][INFO] - ===> Epoch[713](3572/5): Loss -0.7705, Sem 0.0752, dir -0.9779, norm 0.1322, swav 0.0000 LR: 3.235e-02 Score 97.359 Data time: 0.1556, Forward time: 2.3766, Backward time: 3.2564, DDP time: 0.0035, Total iter time: 5.7156 [2020-11-08 17:36:22,165][root][INFO] - ===> Epoch[713](3573/5): Loss -0.8078, Sem 0.0577, dir -0.9806, norm 0.1152, swav 0.0000 LR: 3.233e-02 Score 97.939 Data time: 0.1951, Forward time: 2.3701, Backward time: 3.2476, DDP time: 0.0035, Total iter time: 4.7646 [2020-11-08 17:36:27,853][root][INFO] - ===> Epoch[713](3574/5): Loss -0.7725, Sem 0.0694, dir -0.9733, norm 0.1313, swav 0.0000 LR: 3.231e-02 Score 97.497 Data time: 0.2658, Forward time: 2.3761, Backward time: 3.2374, DDP time: 0.0035, Total iter time: 5.5923 [2020-11-08 17:36:33,571][root][INFO] - ===> Epoch[713](3575/5): Loss -0.7768, Sem 0.0699, dir -0.9759, norm 0.1293, swav 0.0000 LR: 3.229e-02 Score 97.544 Data time: 0.2094, Forward time: 2.3722, Backward time: 3.2370, DDP time: 0.0035, Total iter time: 5.5800 [2020-11-08 17:36:39,818][root][INFO] - ===> Epoch[714](3576/5): Loss -0.7637, Sem 0.0720, dir -0.9762, norm 0.1406, swav 0.0000 LR: 3.227e-02 Score 97.476 Data time: 0.2360, Forward time: 2.3719, Backward time: 3.2400, DDP time: 0.0035, Total iter time: 6.1305 [2020-11-08 17:36:46,150][root][INFO] - ===> Epoch[714](3577/5): Loss -0.7849, Sem 0.0722, dir -0.9790, norm 0.1219, swav 0.0000 LR: 3.224e-02 Score 97.396 Data time: 0.2876, Forward time: 2.3815, Backward time: 3.2341, DDP time: 0.0035, Total iter time: 6.2010 [2020-11-08 17:36:52,503][root][INFO] - ===> Epoch[714](3578/5): Loss -0.7841, Sem 0.0605, dir -0.9724, norm 0.1277, swav 0.0000 LR: 3.222e-02 Score 97.860 Data time: 0.1942, Forward time: 2.3807, Backward time: 3.2384, DDP time: 0.0035, Total iter time: 6.2387 [2020-11-08 17:36:57,761][root][INFO] - ===> Epoch[714](3579/5): Loss -0.7864, Sem 0.0641, dir -0.9788, norm 0.1283, swav 0.0000 LR: 3.220e-02 Score 97.712 Data time: 0.1746, Forward time: 2.3699, Backward time: 3.2396, DDP time: 0.0035, Total iter time: 5.1398 [2020-11-08 17:37:03,162][root][INFO] - ===> Epoch[714](3580/5): Loss -0.7723, Sem 0.0656, dir -0.9736, norm 0.1357, swav 0.0000 LR: 3.218e-02 Score 97.717 Data time: 0.1957, Forward time: 2.3655, Backward time: 3.2374, DDP time: 0.0035, Total iter time: 5.3399 [2020-11-08 17:37:10,084][root][INFO] - ===> Epoch[715](3581/5): Loss -0.7851, Sem 0.0671, dir -0.9776, norm 0.1254, swav 0.0000 LR: 3.216e-02 Score 97.562 Data time: 0.2285, Forward time: 2.3655, Backward time: 3.2481, DDP time: 0.0035, Total iter time: 6.8167 [2020-11-08 17:37:16,133][root][INFO] - ===> Epoch[715](3582/5): Loss -0.7681, Sem 0.0661, dir -0.9767, norm 0.1426, swav 0.0000 LR: 3.214e-02 Score 97.707 Data time: 0.2423, Forward time: 2.3679, Backward time: 3.2458, DDP time: 0.0035, Total iter time: 5.9208 [2020-11-08 17:37:22,145][root][INFO] - ===> Epoch[715](3583/5): Loss -0.7923, Sem 0.0664, dir -0.9766, norm 0.1179, swav 0.0000 LR: 3.212e-02 Score 97.606 Data time: 0.2198, Forward time: 2.3686, Backward time: 3.2441, DDP time: 0.0035, Total iter time: 5.8721 [2020-11-08 17:37:27,042][root][INFO] - ===> Epoch[715](3584/5): Loss -0.7772, Sem 0.0668, dir -0.9773, norm 0.1333, swav 0.0000 LR: 3.210e-02 Score 97.635 Data time: 0.1528, Forward time: 2.3607, Backward time: 3.2392, DDP time: 0.0035, Total iter time: 4.7829 [2020-11-08 17:37:32,152][root][INFO] - ===> Epoch[715](3585/5): Loss -0.7849, Sem 0.0647, dir -0.9735, norm 0.1238, swav 0.0000 LR: 3.208e-02 Score 97.722 Data time: 0.2391, Forward time: 2.3619, Backward time: 3.2280, DDP time: 0.0035, Total iter time: 5.0167 [2020-11-08 17:37:37,686][root][INFO] - ===> Epoch[716](3586/5): Loss -0.7763, Sem 0.0730, dir -0.9762, norm 0.1269, swav 0.0000 LR: 3.206e-02 Score 97.375 Data time: 0.2074, Forward time: 2.3606, Backward time: 3.2238, DDP time: 0.0035, Total iter time: 5.3931 [2020-11-08 17:37:42,896][root][INFO] - ===> Epoch[716](3587/5): Loss -0.8000, Sem 0.0653, dir -0.9773, norm 0.1119, swav 0.0000 LR: 3.204e-02 Score 97.682 Data time: 0.2189, Forward time: 2.3603, Backward time: 3.2153, DDP time: 0.0035, Total iter time: 5.0752 [2020-11-08 17:37:48,495][root][INFO] - ===> Epoch[716](3588/5): Loss -0.7803, Sem 0.0699, dir -0.9763, norm 0.1262, swav 0.0000 LR: 3.202e-02 Score 97.531 Data time: 0.1696, Forward time: 2.3537, Backward time: 3.2175, DDP time: 0.0035, Total iter time: 5.4786 [2020-11-08 17:37:53,472][root][INFO] - ===> Epoch[716](3589/5): Loss -0.7874, Sem 0.0582, dir -0.9776, norm 0.1319, swav 0.0000 LR: 3.200e-02 Score 97.935 Data time: 0.1957, Forward time: 2.3492, Backward time: 3.2113, DDP time: 0.0036, Total iter time: 4.8782 [2020-11-08 17:37:59,761][root][INFO] - ===> Epoch[716](3590/5): Loss -0.7642, Sem 0.0718, dir -0.9747, norm 0.1388, swav 0.0000 LR: 3.198e-02 Score 97.460 Data time: 0.3261, Forward time: 2.3595, Backward time: 3.2042, DDP time: 0.0035, Total iter time: 6.1852 [2020-11-08 17:38:06,901][root][INFO] - ===> Epoch[717](3591/5): Loss -0.7822, Sem 0.0671, dir -0.9776, norm 0.1283, swav 0.0000 LR: 3.196e-02 Score 97.607 Data time: 0.2518, Forward time: 2.3643, Backward time: 3.2113, DDP time: 0.0035, Total iter time: 6.9801 [2020-11-08 17:38:12,591][root][INFO] - ===> Epoch[717](3592/5): Loss -0.7829, Sem 0.0673, dir -0.9763, norm 0.1261, swav 0.0000 LR: 3.194e-02 Score 97.641 Data time: 0.1785, Forward time: 2.3609, Backward time: 3.2115, DDP time: 0.0035, Total iter time: 5.5554 [2020-11-08 17:38:19,703][root][INFO] - ===> Epoch[717](3593/5): Loss -0.7739, Sem 0.0664, dir -0.9767, norm 0.1364, swav 0.0000 LR: 3.192e-02 Score 97.692 Data time: 0.1742, Forward time: 2.3537, Backward time: 3.2306, DDP time: 0.0035, Total iter time: 7.0249 [2020-11-08 17:38:26,783][root][INFO] - ===> Epoch[717](3594/5): Loss -0.7649, Sem 0.0702, dir -0.9693, norm 0.1342, swav 0.0000 LR: 3.190e-02 Score 97.544 Data time: 0.2684, Forward time: 2.3608, Backward time: 3.2354, DDP time: 0.0035, Total iter time: 6.9991 [2020-11-08 17:38:31,984][root][INFO] - ===> Epoch[717](3595/5): Loss -0.8013, Sem 0.0613, dir -0.9808, norm 0.1182, swav 0.0000 LR: 3.188e-02 Score 97.810 Data time: 0.2142, Forward time: 2.3592, Backward time: 3.2274, DDP time: 0.0035, Total iter time: 5.0576 [2020-11-08 17:38:36,782][root][INFO] - ===> Epoch[718](3596/5): Loss -0.7926, Sem 0.0609, dir -0.9733, norm 0.1198, swav 0.0000 LR: 3.186e-02 Score 97.825 Data time: 0.1592, Forward time: 2.3527, Backward time: 3.2219, DDP time: 0.0035, Total iter time: 4.6858 [2020-11-08 17:38:44,335][root][INFO] - ===> Epoch[718](3597/5): Loss -0.7621, Sem 0.0752, dir -0.9773, norm 0.1400, swav 0.0000 LR: 3.184e-02 Score 97.318 Data time: 0.2525, Forward time: 2.3529, Backward time: 3.2374, DDP time: 0.0036, Total iter time: 7.4731 [2020-11-08 17:38:50,744][root][INFO] - ===> Epoch[718](3598/5): Loss -0.7782, Sem 0.0675, dir -0.9779, norm 0.1322, swav 0.0000 LR: 3.182e-02 Score 97.628 Data time: 0.1651, Forward time: 2.3474, Backward time: 3.2467, DDP time: 0.0035, Total iter time: 6.2820 [2020-11-08 17:38:57,652][root][INFO] - ===> Epoch[718](3599/5): Loss -0.7747, Sem 0.0715, dir -0.9762, norm 0.1300, swav 0.0000 LR: 3.180e-02 Score 97.468 Data time: 0.2205, Forward time: 2.3468, Backward time: 3.2563, DDP time: 0.0036, Total iter time: 6.8194 [2020-11-08 17:39:03,162][root][INFO] - ===> Epoch[718](3600/5): Loss -0.7934, Sem 0.0582, dir -0.9755, norm 0.1238, swav 0.0000 LR: 3.177e-02 Score 97.963 Data time: 0.2432, Forward time: 2.3507, Backward time: 3.2477, DDP time: 0.0035, Total iter time: 5.3867 [2020-11-08 17:39:09,645][root][INFO] - ===> Epoch[719](3601/5): Loss -0.7708, Sem 0.0689, dir -0.9767, norm 0.1370, swav 0.0000 LR: 3.175e-02 Score 97.605 Data time: 0.2162, Forward time: 2.3525, Backward time: 3.2504, DDP time: 0.0035, Total iter time: 6.3678 [2020-11-08 17:39:15,660][root][INFO] - ===> Epoch[719](3602/5): Loss -0.7882, Sem 0.0674, dir -0.9791, norm 0.1235, swav 0.0000 LR: 3.173e-02 Score 97.673 Data time: 0.1709, Forward time: 2.3481, Backward time: 3.2544, DDP time: 0.0035, Total iter time: 5.8513 [2020-11-08 17:39:21,445][root][INFO] - ===> Epoch[719](3603/5): Loss -0.7770, Sem 0.0725, dir -0.9729, norm 0.1233, swav 0.0000 LR: 3.171e-02 Score 97.429 Data time: 0.1731, Forward time: 2.3430, Backward time: 3.2577, DDP time: 0.0035, Total iter time: 5.6911 [2020-11-08 17:39:28,271][root][INFO] - ===> Epoch[719](3604/5): Loss -0.7761, Sem 0.0696, dir -0.9776, norm 0.1319, swav 0.0000 LR: 3.169e-02 Score 97.528 Data time: 0.1235, Forward time: 2.3343, Backward time: 3.2744, DDP time: 0.0035, Total iter time: 6.7254 [2020-11-08 17:39:34,636][root][INFO] - ===> Epoch[719](3605/5): Loss -0.7885, Sem 0.0579, dir -0.9749, norm 0.1285, swav 0.0000 LR: 3.167e-02 Score 97.927 Data time: 0.1394, Forward time: 2.3258, Backward time: 3.2879, DDP time: 0.0035, Total iter time: 6.2895 [2020-11-08 17:39:42,287][root][INFO] - ===> Epoch[720](3606/5): Loss -0.7695, Sem 0.0682, dir -0.9739, norm 0.1363, swav 0.0000 LR: 3.165e-02 Score 97.499 Data time: 0.2831, Forward time: 2.3286, Backward time: 3.2997, DDP time: 0.0035, Total iter time: 7.5641 [2020-11-08 17:39:48,196][root][INFO] - ===> Epoch[720](3607/5): Loss -0.7832, Sem 0.0656, dir -0.9744, norm 0.1256, swav 0.0000 LR: 3.163e-02 Score 97.722 Data time: 0.2505, Forward time: 2.3320, Backward time: 3.2951, DDP time: 0.0035, Total iter time: 5.7814 [2020-11-08 17:39:53,382][root][INFO] - ===> Epoch[720](3608/5): Loss -0.7745, Sem 0.0647, dir -0.9744, norm 0.1352, swav 0.0000 LR: 3.161e-02 Score 97.722 Data time: 0.2316, Forward time: 2.3340, Backward time: 3.2856, DDP time: 0.0035, Total iter time: 5.0781 [2020-11-08 17:39:59,155][root][INFO] - ===> Epoch[720](3609/5): Loss -0.7660, Sem 0.0705, dir -0.9745, norm 0.1380, swav 0.0000 LR: 3.159e-02 Score 97.527 Data time: 0.2162, Forward time: 2.3320, Backward time: 3.2852, DDP time: 0.0035, Total iter time: 5.6687 [2020-11-08 17:40:04,989][root][INFO] - ===> Epoch[720](3610/5): Loss -0.7764, Sem 0.0680, dir -0.9770, norm 0.1326, swav 0.0000 LR: 3.157e-02 Score 97.583 Data time: 0.2520, Forward time: 2.3353, Backward time: 3.2804, DDP time: 0.0035, Total iter time: 5.7400 [2020-11-08 17:40:13,852][root][INFO] - ===> Epoch[721](3611/5): Loss -0.7803, Sem 0.0673, dir -0.9778, norm 0.1301, swav 0.0000 LR: 3.155e-02 Score 97.565 Data time: 0.2051, Forward time: 2.3347, Backward time: 3.3053, DDP time: 0.0035, Total iter time: 8.7195 [2020-11-08 17:40:19,471][root][INFO] - ===> Epoch[721](3612/5): Loss -0.7778, Sem 0.0657, dir -0.9759, norm 0.1324, swav 0.0000 LR: 3.153e-02 Score 97.673 Data time: 0.1495, Forward time: 2.3288, Backward time: 3.3070, DDP time: 0.0035, Total iter time: 5.5052 [2020-11-08 17:40:24,723][root][INFO] - ===> Epoch[721](3613/5): Loss -0.7587, Sem 0.0812, dir -0.9733, norm 0.1335, swav 0.0000 LR: 3.151e-02 Score 97.288 Data time: 0.2430, Forward time: 2.3308, Backward time: 3.2984, DDP time: 0.0035, Total iter time: 5.1803 [2020-11-08 17:40:30,836][root][INFO] - ===> Epoch[721](3614/5): Loss -0.7916, Sem 0.0649, dir -0.9783, norm 0.1218, swav 0.0000 LR: 3.149e-02 Score 97.715 Data time: 0.2153, Forward time: 2.3298, Backward time: 3.2998, DDP time: 0.0035, Total iter time: 5.9831 [2020-11-08 17:40:37,834][root][INFO] - ===> Epoch[721](3615/5): Loss -0.7800, Sem 0.0605, dir -0.9750, norm 0.1344, swav 0.0000 LR: 3.147e-02 Score 97.855 Data time: 0.2895, Forward time: 2.3327, Backward time: 3.3046, DDP time: 0.0035, Total iter time: 6.8929 [2020-11-08 17:40:43,459][root][INFO] - ===> Epoch[722](3616/5): Loss -0.7954, Sem 0.0635, dir -0.9773, norm 0.1184, swav 0.0000 LR: 3.145e-02 Score 97.776 Data time: 0.2394, Forward time: 2.3340, Backward time: 3.2994, DDP time: 0.0036, Total iter time: 5.4895 [2020-11-08 17:40:50,194][root][INFO] - ===> Epoch[722](3617/5): Loss -0.7925, Sem 0.0611, dir -0.9790, norm 0.1254, swav 0.0000 LR: 3.143e-02 Score 97.816 Data time: 0.3552, Forward time: 2.3435, Backward time: 3.2951, DDP time: 0.0035, Total iter time: 6.6058 [2020-11-08 17:40:55,637][root][INFO] - ===> Epoch[722](3618/5): Loss -0.7810, Sem 0.0662, dir -0.9753, norm 0.1281, swav 0.0000 LR: 3.141e-02 Score 97.615 Data time: 0.2643, Forward time: 2.3480, Backward time: 3.2856, DDP time: 0.0035, Total iter time: 5.3203 [2020-11-08 17:41:02,357][root][INFO] - ===> Epoch[722](3619/5): Loss -0.7729, Sem 0.0720, dir -0.9770, norm 0.1320, swav 0.0000 LR: 3.139e-02 Score 97.483 Data time: 0.2790, Forward time: 2.3561, Backward time: 3.2832, DDP time: 0.0035, Total iter time: 6.6082 [2020-11-08 17:41:09,780][root][INFO] - ===> Epoch[722](3620/5): Loss -0.7871, Sem 0.0655, dir -0.9764, norm 0.1239, swav 0.0000 LR: 3.137e-02 Score 97.648 Data time: 0.2164, Forward time: 2.3551, Backward time: 3.2950, DDP time: 0.0035, Total iter time: 7.3000 [2020-11-08 17:41:15,721][root][INFO] - ===> Epoch[723](3621/5): Loss -0.7845, Sem 0.0694, dir -0.9787, norm 0.1248, swav 0.0000 LR: 3.135e-02 Score 97.544 Data time: 0.2856, Forward time: 2.3586, Backward time: 3.2903, DDP time: 0.0035, Total iter time: 5.8259 [2020-11-08 17:41:23,108][root][INFO] - ===> Epoch[723](3622/5): Loss -0.7946, Sem 0.0615, dir -0.9769, norm 0.1208, swav 0.0000 LR: 3.132e-02 Score 97.763 Data time: 0.2254, Forward time: 2.3588, Backward time: 3.3006, DDP time: 0.0035, Total iter time: 7.2831 [2020-11-08 17:41:28,023][root][INFO] - ===> Epoch[723](3623/5): Loss -0.7739, Sem 0.0687, dir -0.9750, norm 0.1324, swav 0.0000 LR: 3.130e-02 Score 97.633 Data time: 0.1584, Forward time: 2.3530, Backward time: 3.2972, DDP time: 0.0035, Total iter time: 4.8052 [2020-11-08 17:41:33,670][root][INFO] - ===> Epoch[723](3624/5): Loss -0.7865, Sem 0.0665, dir -0.9770, norm 0.1239, swav 0.0000 LR: 3.128e-02 Score 97.645 Data time: 0.2517, Forward time: 2.3556, Backward time: 3.2920, DDP time: 0.0035, Total iter time: 5.5867 [2020-11-08 17:41:39,702][root][INFO] - ===> Epoch[723](3625/5): Loss -0.7732, Sem 0.0622, dir -0.9733, norm 0.1379, swav 0.0000 LR: 3.126e-02 Score 97.853 Data time: 0.2643, Forward time: 2.3570, Backward time: 3.2902, DDP time: 0.0035, Total iter time: 5.9232 [2020-11-08 17:41:46,622][root][INFO] - ===> Epoch[724](3626/5): Loss -0.7804, Sem 0.0646, dir -0.9757, norm 0.1308, swav 0.0000 LR: 3.124e-02 Score 97.716 Data time: 0.2543, Forward time: 2.3605, Backward time: 3.2933, DDP time: 0.0035, Total iter time: 6.8240 [2020-11-08 17:41:53,298][root][INFO] - ===> Epoch[724](3627/5): Loss -0.7868, Sem 0.0631, dir -0.9757, norm 0.1258, swav 0.0000 LR: 3.122e-02 Score 97.765 Data time: 0.2818, Forward time: 2.3646, Backward time: 3.2932, DDP time: 0.0035, Total iter time: 6.5632 [2020-11-08 17:41:59,385][root][INFO] - ===> Epoch[724](3628/5): Loss -0.8037, Sem 0.0608, dir -0.9797, norm 0.1151, swav 0.0000 LR: 3.120e-02 Score 97.883 Data time: 0.1355, Forward time: 2.3585, Backward time: 3.3008, DDP time: 0.0035, Total iter time: 5.9871 [2020-11-08 17:42:05,552][root][INFO] - ===> Epoch[724](3629/5): Loss -0.7683, Sem 0.0715, dir -0.9754, norm 0.1356, swav 0.0000 LR: 3.118e-02 Score 97.411 Data time: 0.1842, Forward time: 2.3558, Backward time: 3.3047, DDP time: 0.0035, Total iter time: 6.1207 [2020-11-08 17:42:12,738][root][INFO] - ===> Epoch[724](3630/5): Loss -0.7960, Sem 0.0670, dir -0.9793, norm 0.1163, swav 0.0000 LR: 3.116e-02 Score 97.580 Data time: 0.1420, Forward time: 2.3493, Backward time: 3.3198, DDP time: 0.0035, Total iter time: 7.1039 [2020-11-08 17:42:18,356][root][INFO] - ===> Epoch[725](3631/5): Loss -0.7757, Sem 0.0646, dir -0.9731, norm 0.1328, swav 0.0000 LR: 3.114e-02 Score 97.732 Data time: 0.2272, Forward time: 2.3487, Backward time: 3.3173, DDP time: 0.0035, Total iter time: 5.5548 [2020-11-08 17:42:23,966][root][INFO] - ===> Epoch[725](3632/5): Loss -0.7888, Sem 0.0684, dir -0.9767, norm 0.1196, swav 0.0000 LR: 3.112e-02 Score 97.525 Data time: 0.1921, Forward time: 2.3468, Backward time: 3.3161, DDP time: 0.0035, Total iter time: 5.5111 [2020-11-08 17:42:28,958][root][INFO] - ===> Epoch[725](3633/5): Loss -0.7860, Sem 0.0649, dir -0.9757, norm 0.1248, swav 0.0000 LR: 3.110e-02 Score 97.705 Data time: 0.2213, Forward time: 2.3439, Backward time: 3.3109, DDP time: 0.0035, Total iter time: 4.8927 [2020-11-08 17:42:36,357][root][INFO] - ===> Epoch[725](3634/5): Loss -0.8004, Sem 0.0614, dir -0.9801, norm 0.1183, swav 0.0000 LR: 3.108e-02 Score 97.799 Data time: 0.1772, Forward time: 2.3411, Backward time: 3.3235, DDP time: 0.0035, Total iter time: 7.3047 [2020-11-08 17:42:42,547][root][INFO] - ===> Epoch[725](3635/5): Loss -0.8009, Sem 0.0618, dir -0.9799, norm 0.1172, swav 0.0000 LR: 3.106e-02 Score 97.781 Data time: 0.2440, Forward time: 2.3417, Backward time: 3.3236, DDP time: 0.0035, Total iter time: 6.0787 [2020-11-08 17:42:49,582][root][INFO] - ===> Epoch[726](3636/5): Loss -0.7866, Sem 0.0678, dir -0.9763, norm 0.1219, swav 0.0000 LR: 3.104e-02 Score 97.556 Data time: 0.2528, Forward time: 2.3432, Backward time: 3.3287, DDP time: 0.0035, Total iter time: 6.9152 [2020-11-08 17:42:56,818][root][INFO] - ===> Epoch[726](3637/5): Loss -0.7829, Sem 0.0711, dir -0.9792, norm 0.1252, swav 0.0000 LR: 3.102e-02 Score 97.595 Data time: 0.3821, Forward time: 2.3497, Backward time: 3.3296, DDP time: 0.0035, Total iter time: 7.1013 [2020-11-08 17:43:02,397][root][INFO] - ===> Epoch[726](3638/5): Loss -0.7681, Sem 0.0708, dir -0.9698, norm 0.1309, swav 0.0000 LR: 3.100e-02 Score 97.494 Data time: 0.1891, Forward time: 2.3473, Backward time: 3.3283, DDP time: 0.0035, Total iter time: 5.4580 [2020-11-08 17:43:07,834][root][INFO] - ===> Epoch[726](3639/5): Loss -0.7778, Sem 0.0717, dir -0.9775, norm 0.1280, swav 0.0000 LR: 3.098e-02 Score 97.436 Data time: 0.2454, Forward time: 2.3493, Backward time: 3.3218, DDP time: 0.0035, Total iter time: 5.3285 [2020-11-08 17:43:13,444][root][INFO] - ===> Epoch[726](3640/5): Loss -0.7917, Sem 0.0633, dir -0.9786, norm 0.1236, swav 0.0000 LR: 3.096e-02 Score 97.721 Data time: 0.2264, Forward time: 2.3502, Backward time: 3.3176, DDP time: 0.0035, Total iter time: 5.4912 [2020-11-08 17:43:19,840][root][INFO] - ===> Epoch[727](3641/5): Loss -0.7855, Sem 0.0730, dir -0.9766, norm 0.1181, swav 0.0000 LR: 3.094e-02 Score 97.450 Data time: 0.1953, Forward time: 2.3471, Backward time: 3.3228, DDP time: 0.0035, Total iter time: 6.2922 [2020-11-08 17:43:25,266][root][INFO] - ===> Epoch[727](3642/5): Loss -0.7876, Sem 0.0649, dir -0.9755, norm 0.1230, swav 0.0000 LR: 3.092e-02 Score 97.650 Data time: 0.2715, Forward time: 2.3505, Backward time: 3.3150, DDP time: 0.0035, Total iter time: 5.3278 [2020-11-08 17:43:30,859][root][INFO] - ===> Epoch[727](3643/5): Loss -0.7606, Sem 0.0738, dir -0.9737, norm 0.1393, swav 0.0000 LR: 3.089e-02 Score 97.416 Data time: 0.2283, Forward time: 2.3524, Backward time: 3.3100, DDP time: 0.0035, Total iter time: 5.4831 [2020-11-08 17:43:37,093][root][INFO] - ===> Epoch[727](3644/5): Loss -0.8049, Sem 0.0614, dir -0.9791, norm 0.1128, swav 0.0000 LR: 3.087e-02 Score 97.781 Data time: 0.2034, Forward time: 2.3511, Backward time: 3.3123, DDP time: 0.0035, Total iter time: 6.1146 [2020-11-08 17:43:43,650][root][INFO] - ===> Epoch[727](3645/5): Loss -0.7680, Sem 0.0683, dir -0.9780, norm 0.1416, swav 0.0000 LR: 3.085e-02 Score 97.578 Data time: 0.2240, Forward time: 2.3511, Backward time: 3.3155, DDP time: 0.0035, Total iter time: 6.4481 [2020-11-08 17:43:49,023][root][INFO] - ===> Epoch[728](3646/5): Loss -0.7686, Sem 0.0664, dir -0.9771, norm 0.1421, swav 0.0000 LR: 3.083e-02 Score 97.589 Data time: 0.2137, Forward time: 2.3504, Backward time: 3.3107, DDP time: 0.0035, Total iter time: 5.2484 [2020-11-08 17:43:55,697][root][INFO] - ===> Epoch[728](3647/5): Loss -0.7901, Sem 0.0694, dir -0.9775, norm 0.1180, swav 0.0000 LR: 3.081e-02 Score 97.514 Data time: 0.3707, Forward time: 2.3579, Backward time: 3.3068, DDP time: 0.0035, Total iter time: 6.5767 [2020-11-08 17:44:02,512][root][INFO] - ===> Epoch[728](3648/5): Loss -0.7771, Sem 0.0686, dir -0.9752, norm 0.1294, swav 0.0000 LR: 3.079e-02 Score 97.606 Data time: 0.2207, Forward time: 2.3571, Backward time: 3.3121, DDP time: 0.0035, Total iter time: 6.6749 [2020-11-08 17:44:08,977][root][INFO] - ===> Epoch[728](3649/5): Loss -0.7804, Sem 0.0710, dir -0.9770, norm 0.1257, swav 0.0000 LR: 3.077e-02 Score 97.465 Data time: 0.2883, Forward time: 2.3628, Backward time: 3.3089, DDP time: 0.0035, Total iter time: 6.3516 [2020-11-08 17:44:13,711][root][INFO] - ===> Epoch[728](3650/5): Loss -0.7600, Sem 0.0757, dir -0.9749, norm 0.1392, swav 0.0000 LR: 3.075e-02 Score 97.376 Data time: 0.2187, Forward time: 2.3632, Backward time: 3.2998, DDP time: 0.0035, Total iter time: 4.5975 [2020-11-08 17:44:19,826][root][INFO] - ===> Epoch[729](3651/5): Loss -0.7982, Sem 0.0647, dir -0.9791, norm 0.1162, swav 0.0000 LR: 3.073e-02 Score 97.707 Data time: 0.2437, Forward time: 2.3642, Backward time: 3.2990, DDP time: 0.0035, Total iter time: 6.0082 [2020-11-08 17:44:26,929][root][INFO] - ===> Epoch[729](3652/5): Loss -0.7844, Sem 0.0620, dir -0.9777, norm 0.1313, swav 0.0000 LR: 3.071e-02 Score 97.795 Data time: 0.1986, Forward time: 2.3631, Backward time: 3.3065, DDP time: 0.0035, Total iter time: 6.9718 [2020-11-08 17:44:32,168][root][INFO] - ===> Epoch[729](3653/5): Loss -0.7736, Sem 0.0728, dir -0.9750, norm 0.1286, swav 0.0000 LR: 3.069e-02 Score 97.385 Data time: 0.1741, Forward time: 2.3597, Backward time: 3.3040, DDP time: 0.0035, Total iter time: 5.1166 [2020-11-08 17:44:37,559][root][INFO] - ===> Epoch[729](3654/5): Loss -0.7668, Sem 0.0655, dir -0.9724, norm 0.1401, swav 0.0000 LR: 3.067e-02 Score 97.671 Data time: 0.2140, Forward time: 2.3597, Backward time: 3.2998, DDP time: 0.0035, Total iter time: 5.2903 [2020-11-08 17:44:42,780][root][INFO] - ===> Epoch[729](3655/5): Loss -0.7880, Sem 0.0710, dir -0.9778, norm 0.1188, swav 0.0000 LR: 3.065e-02 Score 97.554 Data time: 0.1925, Forward time: 2.3577, Backward time: 3.2964, DDP time: 0.0035, Total iter time: 5.0982 [2020-11-08 17:44:48,678][root][INFO] - ===> Epoch[730](3656/5): Loss -0.7820, Sem 0.0762, dir -0.9778, norm 0.1197, swav 0.0000 LR: 3.063e-02 Score 97.350 Data time: 0.1997, Forward time: 2.3569, Backward time: 3.2964, DDP time: 0.0035, Total iter time: 5.7981 [2020-11-08 17:44:53,991][root][INFO] - ===> Epoch[730](3657/5): Loss -0.7903, Sem 0.0607, dir -0.9797, norm 0.1286, swav 0.0000 LR: 3.061e-02 Score 97.859 Data time: 0.1936, Forward time: 2.3543, Backward time: 3.2945, DDP time: 0.0035, Total iter time: 5.2037 [2020-11-08 17:45:00,252][root][INFO] - ===> Epoch[730](3658/5): Loss -0.7793, Sem 0.0724, dir -0.9772, norm 0.1255, swav 0.0000 LR: 3.059e-02 Score 97.374 Data time: 0.2811, Forward time: 2.3585, Backward time: 3.2918, DDP time: 0.0035, Total iter time: 6.1719 [2020-11-08 17:45:05,538][root][INFO] - ===> Epoch[730](3659/5): Loss -0.7697, Sem 0.0665, dir -0.9700, norm 0.1338, swav 0.0000 LR: 3.057e-02 Score 97.707 Data time: 0.1887, Forward time: 2.3576, Backward time: 3.2879, DDP time: 0.0035, Total iter time: 5.1393 [2020-11-08 17:45:10,801][root][INFO] - ===> Epoch[730](3660/5): Loss -0.7742, Sem 0.0708, dir -0.9757, norm 0.1308, swav 0.0000 LR: 3.055e-02 Score 97.473 Data time: 0.1607, Forward time: 2.3537, Backward time: 3.2871, DDP time: 0.0035, Total iter time: 5.1505 [2020-11-08 17:45:17,558][root][INFO] - ===> Epoch[731](3661/5): Loss -0.7858, Sem 0.0702, dir -0.9757, norm 0.1197, swav 0.0000 LR: 3.053e-02 Score 97.502 Data time: 0.2191, Forward time: 2.3539, Backward time: 3.2915, DDP time: 0.0035, Total iter time: 6.6900 [2020-11-08 17:45:22,560][root][INFO] - ===> Epoch[731](3662/5): Loss -0.7904, Sem 0.0603, dir -0.9765, norm 0.1258, swav 0.0000 LR: 3.050e-02 Score 97.835 Data time: 0.1932, Forward time: 2.3516, Backward time: 3.2875, DDP time: 0.0035, Total iter time: 4.8983 [2020-11-08 17:45:28,265][root][INFO] - ===> Epoch[731](3663/5): Loss -0.7912, Sem 0.0681, dir -0.9779, norm 0.1185, swav 0.0000 LR: 3.048e-02 Score 97.548 Data time: 0.1506, Forward time: 2.3471, Backward time: 3.2902, DDP time: 0.0035, Total iter time: 5.6066 [2020-11-08 17:45:33,759][root][INFO] - ===> Epoch[731](3664/5): Loss -0.7763, Sem 0.0667, dir -0.9777, norm 0.1346, swav 0.0000 LR: 3.046e-02 Score 97.655 Data time: 0.2619, Forward time: 2.3500, Backward time: 3.2844, DDP time: 0.0035, Total iter time: 5.4256 [2020-11-08 17:45:41,052][root][INFO] - ===> Epoch[731](3665/5): Loss -0.7582, Sem 0.0735, dir -0.9736, norm 0.1420, swav 0.0000 LR: 3.044e-02 Score 97.438 Data time: 0.1971, Forward time: 2.3481, Backward time: 3.2934, DDP time: 0.0035, Total iter time: 7.1760 [2020-11-08 17:45:46,570][root][INFO] - ===> Epoch[732](3666/5): Loss -0.7981, Sem 0.0588, dir -0.9765, norm 0.1196, swav 0.0000 LR: 3.042e-02 Score 97.947 Data time: 0.1764, Forward time: 2.3453, Backward time: 3.2931, DDP time: 0.0035, Total iter time: 5.4122 [2020-11-08 17:45:52,871][root][INFO] - ===> Epoch[732](3667/5): Loss -0.7753, Sem 0.0641, dir -0.9755, norm 0.1361, swav 0.0000 LR: 3.040e-02 Score 97.771 Data time: 0.2048, Forward time: 2.3443, Backward time: 3.2954, DDP time: 0.0035, Total iter time: 6.2166 [2020-11-08 17:45:58,923][root][INFO] - ===> Epoch[732](3668/5): Loss -0.7893, Sem 0.0664, dir -0.9793, norm 0.1236, swav 0.0000 LR: 3.038e-02 Score 97.653 Data time: 0.1779, Forward time: 2.3418, Backward time: 3.2979, DDP time: 0.0035, Total iter time: 5.9337 [2020-11-08 17:46:04,730][root][INFO] - ===> Epoch[732](3669/5): Loss -0.7812, Sem 0.0714, dir -0.9755, norm 0.1228, swav 0.0000 LR: 3.036e-02 Score 97.386 Data time: 0.2538, Forward time: 2.3421, Backward time: 3.2960, DDP time: 0.0035, Total iter time: 5.6920 [2020-11-08 17:46:10,458][root][INFO] - ===> Epoch[732](3670/5): Loss -0.7823, Sem 0.0693, dir -0.9774, norm 0.1258, swav 0.0000 LR: 3.034e-02 Score 97.517 Data time: 0.2933, Forward time: 2.3457, Backward time: 3.2903, DDP time: 0.0035, Total iter time: 5.5792 [2020-11-08 17:46:17,973][root][INFO] - ===> Epoch[733](3671/5): Loss -0.8020, Sem 0.0617, dir -0.9785, norm 0.1148, swav 0.0000 LR: 3.032e-02 Score 97.764 Data time: 0.3956, Forward time: 2.3541, Backward time: 3.2898, DDP time: 0.0035, Total iter time: 7.3912 [2020-11-08 17:46:24,832][root][INFO] - ===> Epoch[733](3672/5): Loss -0.7541, Sem 0.0756, dir -0.9752, norm 0.1455, swav 0.0000 LR: 3.030e-02 Score 97.313 Data time: 0.1914, Forward time: 2.3545, Backward time: 3.2938, DDP time: 0.0035, Total iter time: 6.7207 [2020-11-08 17:46:30,928][root][INFO] - ===> Epoch[733](3673/5): Loss -0.7844, Sem 0.0654, dir -0.9780, norm 0.1282, swav 0.0000 LR: 3.028e-02 Score 97.658 Data time: 0.2211, Forward time: 2.3534, Backward time: 3.2950, DDP time: 0.0035, Total iter time: 5.9847 [2020-11-08 17:46:37,758][root][INFO] - ===> Epoch[733](3674/5): Loss -0.7767, Sem 0.0664, dir -0.9763, norm 0.1331, swav 0.0000 LR: 3.026e-02 Score 97.662 Data time: 0.1924, Forward time: 2.3523, Backward time: 3.3006, DDP time: 0.0035, Total iter time: 6.7310 [2020-11-08 17:46:43,293][root][INFO] - ===> Epoch[733](3675/5): Loss -0.7947, Sem 0.0622, dir -0.9769, norm 0.1199, swav 0.0000 LR: 3.024e-02 Score 97.790 Data time: 0.2456, Forward time: 2.3535, Backward time: 3.2965, DDP time: 0.0035, Total iter time: 5.4266 [2020-11-08 17:46:50,148][root][INFO] - ===> Epoch[734](3676/5): Loss -0.7707, Sem 0.0711, dir -0.9755, norm 0.1338, swav 0.0000 LR: 3.022e-02 Score 97.418 Data time: 0.2351, Forward time: 2.3541, Backward time: 3.3002, DDP time: 0.0035, Total iter time: 6.7243 [2020-11-08 17:46:55,429][root][INFO] - ===> Epoch[734](3677/5): Loss -0.7749, Sem 0.0701, dir -0.9756, norm 0.1306, swav 0.0000 LR: 3.020e-02 Score 97.550 Data time: 0.1999, Forward time: 2.3532, Backward time: 3.2963, DDP time: 0.0035, Total iter time: 5.1624 [2020-11-08 17:47:02,148][root][INFO] - ===> Epoch[734](3678/5): Loss -0.7940, Sem 0.0646, dir -0.9799, norm 0.1213, swav 0.0000 LR: 3.018e-02 Score 97.738 Data time: 0.1778, Forward time: 2.3514, Backward time: 3.3016, DDP time: 0.0035, Total iter time: 6.5909 [2020-11-08 17:47:07,343][root][INFO] - ===> Epoch[734](3679/5): Loss -0.8029, Sem 0.0540, dir -0.9769, norm 0.1200, swav 0.0000 LR: 3.016e-02 Score 98.113 Data time: 0.1799, Forward time: 2.3490, Backward time: 3.2989, DDP time: 0.0035, Total iter time: 5.0986 [2020-11-08 17:47:14,767][root][INFO] - ===> Epoch[734](3680/5): Loss -0.7873, Sem 0.0669, dir -0.9767, norm 0.1224, swav 0.0000 LR: 3.013e-02 Score 97.598 Data time: 0.1819, Forward time: 2.3471, Backward time: 3.3083, DDP time: 0.0035, Total iter time: 7.3190 [2020-11-08 17:47:21,580][root][INFO] - ===> Epoch[735](3681/5): Loss -0.7892, Sem 0.0674, dir -0.9760, norm 0.1195, swav 0.0000 LR: 3.011e-02 Score 97.578 Data time: 0.2341, Forward time: 2.3472, Backward time: 3.3119, DDP time: 0.0036, Total iter time: 6.6949 [2020-11-08 17:47:26,892][root][INFO] - ===> Epoch[735](3682/5): Loss -0.8061, Sem 0.0631, dir -0.9810, norm 0.1118, swav 0.0000 LR: 3.009e-02 Score 97.745 Data time: 0.2294, Forward time: 2.3478, Backward time: 3.3073, DDP time: 0.0036, Total iter time: 5.1892 [2020-11-08 17:47:33,915][root][INFO] - ===> Epoch[735](3683/5): Loss -0.7854, Sem 0.0679, dir -0.9784, norm 0.1251, swav 0.0000 LR: 3.007e-02 Score 97.551 Data time: 0.1702, Forward time: 2.3442, Backward time: 3.3157, DDP time: 0.0036, Total iter time: 6.8894 [2020-11-08 17:47:39,382][root][INFO] - ===> Epoch[735](3684/5): Loss -0.7749, Sem 0.0664, dir -0.9757, norm 0.1344, swav 0.0000 LR: 3.005e-02 Score 97.668 Data time: 0.2539, Forward time: 2.3438, Backward time: 3.3128, DDP time: 0.0036, Total iter time: 5.3755 [2020-11-08 17:47:46,028][root][INFO] - ===> Epoch[735](3685/5): Loss -0.7819, Sem 0.0682, dir -0.9750, norm 0.1249, swav 0.0000 LR: 3.003e-02 Score 97.580 Data time: 0.3883, Forward time: 2.3492, Backward time: 3.3100, DDP time: 0.0036, Total iter time: 6.5265 [2020-11-08 17:47:51,699][root][INFO] - ===> Epoch[736](3686/5): Loss -0.7553, Sem 0.0704, dir -0.9750, norm 0.1493, swav 0.0000 LR: 3.001e-02 Score 97.562 Data time: 0.2936, Forward time: 2.3519, Backward time: 3.3049, DDP time: 0.0036, Total iter time: 5.5418 [2020-11-08 17:47:56,935][root][INFO] - ===> Epoch[736](3687/5): Loss -0.7901, Sem 0.0641, dir -0.9784, norm 0.1242, swav 0.0000 LR: 2.999e-02 Score 97.707 Data time: 0.2104, Forward time: 2.3516, Backward time: 3.3009, DDP time: 0.0036, Total iter time: 5.1078 [2020-11-08 17:48:01,809][root][INFO] - ===> Epoch[736](3688/5): Loss -0.7837, Sem 0.0727, dir -0.9792, norm 0.1228, swav 0.0000 LR: 2.997e-02 Score 97.419 Data time: 0.2045, Forward time: 2.3507, Backward time: 3.2958, DDP time: 0.0036, Total iter time: 4.7459 [2020-11-08 17:48:07,192][root][INFO] - ===> Epoch[736](3689/5): Loss -0.7914, Sem 0.0612, dir -0.9776, norm 0.1250, swav 0.0000 LR: 2.995e-02 Score 97.768 Data time: 0.2240, Forward time: 2.3503, Backward time: 3.2927, DDP time: 0.0036, Total iter time: 5.2785 [2020-11-08 17:48:14,099][root][INFO] - ===> Epoch[736](3690/5): Loss -0.7737, Sem 0.0712, dir -0.9721, norm 0.1272, swav 0.0000 LR: 2.993e-02 Score 97.445 Data time: 0.2190, Forward time: 2.3503, Backward time: 3.2969, DDP time: 0.0036, Total iter time: 6.7931 [2020-11-08 17:48:19,340][root][INFO] - ===> Epoch[737](3691/5): Loss -0.7506, Sem 0.0770, dir -0.9737, norm 0.1462, swav 0.0000 LR: 2.991e-02 Score 97.371 Data time: 0.2401, Forward time: 2.3515, Backward time: 3.2916, DDP time: 0.0036, Total iter time: 5.1265 [2020-11-08 17:48:25,024][root][INFO] - ===> Epoch[737](3692/5): Loss -0.7812, Sem 0.0682, dir -0.9776, norm 0.1282, swav 0.0000 LR: 2.989e-02 Score 97.519 Data time: 0.2425, Forward time: 2.3523, Backward time: 3.2888, DDP time: 0.0036, Total iter time: 5.5580 [2020-11-08 17:48:32,145][root][INFO] - ===> Epoch[737](3693/5): Loss -0.7602, Sem 0.0729, dir -0.9736, norm 0.1404, swav 0.0000 LR: 2.987e-02 Score 97.453 Data time: 0.3221, Forward time: 2.3579, Backward time: 3.2885, DDP time: 0.0036, Total iter time: 7.0067 [2020-11-08 17:48:38,780][root][INFO] - ===> Epoch[737](3694/5): Loss -0.7993, Sem 0.0608, dir -0.9791, norm 0.1189, swav 0.0000 LR: 2.985e-02 Score 97.819 Data time: 0.1466, Forward time: 2.3550, Backward time: 3.2943, DDP time: 0.0036, Total iter time: 6.5042 [2020-11-08 17:48:43,653][root][INFO] - ===> Epoch[737](3695/5): Loss -0.8076, Sem 0.0583, dir -0.9796, norm 0.1137, swav 0.0000 LR: 2.983e-02 Score 97.917 Data time: 0.1738, Forward time: 2.3518, Backward time: 3.2916, DDP time: 0.0036, Total iter time: 4.7556 [2020-11-08 17:48:49,631][root][INFO] - ===> Epoch[738](3696/5): Loss -0.7835, Sem 0.0690, dir -0.9775, norm 0.1250, swav 0.0000 LR: 2.981e-02 Score 97.568 Data time: 0.2445, Forward time: 2.3521, Backward time: 3.2909, DDP time: 0.0036, Total iter time: 5.8905 [2020-11-08 17:48:55,256][root][INFO] - ===> Epoch[738](3697/5): Loss -0.7744, Sem 0.0690, dir -0.9751, norm 0.1317, swav 0.0000 LR: 2.979e-02 Score 97.569 Data time: 0.2501, Forward time: 2.3535, Backward time: 3.2870, DDP time: 0.0036, Total iter time: 5.5035 [2020-11-08 17:49:01,692][root][INFO] - ===> Epoch[738](3698/5): Loss -0.7973, Sem 0.0593, dir -0.9779, norm 0.1213, swav 0.0000 LR: 2.976e-02 Score 97.875 Data time: 0.1964, Forward time: 2.3515, Backward time: 3.2907, DDP time: 0.0036, Total iter time: 6.3165 [2020-11-08 17:49:07,774][root][INFO] - ===> Epoch[738](3699/5): Loss -0.7836, Sem 0.0688, dir -0.9760, norm 0.1235, swav 0.0000 LR: 2.974e-02 Score 97.529 Data time: 0.2636, Forward time: 2.3535, Backward time: 3.2887, DDP time: 0.0036, Total iter time: 5.9704 [2020-11-08 17:49:13,176][root][INFO] - ===> Epoch[738](3700/5): Loss -0.7664, Sem 0.0611, dir -0.9761, norm 0.1485, swav 0.0000 LR: 2.972e-02 Score 97.826 Data time: 0.1980, Forward time: 2.3528, Backward time: 3.2862, DDP time: 0.0036, Total iter time: 5.2668 [2020-11-08 17:49:18,230][root][INFO] - ===> Epoch[739](3701/5): Loss -0.7898, Sem 0.0662, dir -0.9795, norm 0.1236, swav 0.0000 LR: 2.970e-02 Score 97.623 Data time: 0.1964, Forward time: 2.3510, Backward time: 3.2832, DDP time: 0.0036, Total iter time: 4.9457 [2020-11-08 17:49:23,978][root][INFO] - ===> Epoch[739](3702/5): Loss -0.7954, Sem 0.0673, dir -0.9784, norm 0.1157, swav 0.0000 LR: 2.968e-02 Score 97.583 Data time: 0.2743, Forward time: 2.3530, Backward time: 3.2798, DDP time: 0.0036, Total iter time: 5.6541 [2020-11-08 17:49:31,093][root][INFO] - ===> Epoch[739](3703/5): Loss -0.7741, Sem 0.0686, dir -0.9763, norm 0.1336, swav 0.0000 LR: 2.966e-02 Score 97.539 Data time: 0.2153, Forward time: 2.3531, Backward time: 3.2847, DDP time: 0.0036, Total iter time: 6.9871 [2020-11-08 17:49:37,688][root][INFO] - ===> Epoch[739](3704/5): Loss -0.7898, Sem 0.0603, dir -0.9774, norm 0.1273, swav 0.0000 LR: 2.964e-02 Score 97.824 Data time: 0.2153, Forward time: 2.3526, Backward time: 3.2878, DDP time: 0.0036, Total iter time: 6.4733 [2020-11-08 17:49:45,411][root][INFO] - ===> Epoch[739](3705/5): Loss -0.7746, Sem 0.0678, dir -0.9716, norm 0.1292, swav 0.0000 LR: 2.962e-02 Score 97.610 Data time: 0.2038, Forward time: 2.3512, Backward time: 3.2969, DDP time: 0.0036, Total iter time: 7.5924 [2020-11-08 17:49:51,245][root][INFO] - ===> Epoch[740](3706/5): Loss -0.7891, Sem 0.0708, dir -0.9789, norm 0.1190, swav 0.0000 LR: 2.960e-02 Score 97.533 Data time: 0.2749, Forward time: 2.3542, Backward time: 3.2929, DDP time: 0.0036, Total iter time: 5.7394 [2020-11-08 17:49:57,022][root][INFO] - ===> Epoch[740](3707/5): Loss -0.7755, Sem 0.0631, dir -0.9755, norm 0.1368, swav 0.0000 LR: 2.958e-02 Score 97.764 Data time: 0.2618, Forward time: 2.3567, Backward time: 3.2891, DDP time: 0.0036, Total iter time: 5.6467 [2020-11-08 17:50:03,219][root][INFO] - ===> Epoch[740](3708/5): Loss -0.7861, Sem 0.0683, dir -0.9749, norm 0.1206, swav 0.0000 LR: 2.956e-02 Score 97.632 Data time: 0.2646, Forward time: 2.3583, Backward time: 3.2879, DDP time: 0.0036, Total iter time: 6.0607 [2020-11-08 17:50:08,908][root][INFO] - ===> Epoch[740](3709/5): Loss -0.7813, Sem 0.0707, dir -0.9757, norm 0.1236, swav 0.0000 LR: 2.954e-02 Score 97.478 Data time: 0.1944, Forward time: 2.3570, Backward time: 3.2875, DDP time: 0.0036, Total iter time: 5.5782 [2020-11-08 17:50:15,292][root][INFO] - ===> Epoch[740](3710/5): Loss -0.7865, Sem 0.0656, dir -0.9776, norm 0.1256, swav 0.0000 LR: 2.952e-02 Score 97.652 Data time: 0.2234, Forward time: 2.3569, Backward time: 3.2891, DDP time: 0.0036, Total iter time: 6.2876 [2020-11-08 17:50:20,191][root][INFO] - ===> Epoch[741](3711/5): Loss -0.7688, Sem 0.0698, dir -0.9764, norm 0.1377, swav 0.0000 LR: 2.950e-02 Score 97.575 Data time: 0.2266, Forward time: 2.3571, Backward time: 3.2837, DDP time: 0.0036, Total iter time: 4.7696 [2020-11-08 17:50:27,174][root][INFO] - ===> Epoch[741](3712/5): Loss -0.7908, Sem 0.0659, dir -0.9774, norm 0.1208, swav 0.0000 LR: 2.948e-02 Score 97.658 Data time: 0.1582, Forward time: 2.3547, Backward time: 3.2905, DDP time: 0.0036, Total iter time: 6.8652 [2020-11-08 17:50:34,215][root][INFO] - ===> Epoch[741](3713/5): Loss -0.7745, Sem 0.0681, dir -0.9732, norm 0.1305, swav 0.0000 LR: 2.946e-02 Score 97.591 Data time: 0.2062, Forward time: 2.3538, Backward time: 3.2959, DDP time: 0.0036, Total iter time: 6.9479 [2020-11-08 17:50:39,844][root][INFO] - ===> Epoch[741](3714/5): Loss -0.7897, Sem 0.0597, dir -0.9768, norm 0.1275, swav 0.0000 LR: 2.943e-02 Score 97.894 Data time: 0.1328, Forward time: 2.3496, Backward time: 3.2987, DDP time: 0.0036, Total iter time: 5.5142 [2020-11-08 17:50:45,552][root][INFO] - ===> Epoch[741](3715/5): Loss -0.7785, Sem 0.0710, dir -0.9783, norm 0.1288, swav 0.0000 LR: 2.941e-02 Score 97.477 Data time: 0.1863, Forward time: 2.3483, Backward time: 3.2987, DDP time: 0.0036, Total iter time: 5.6340 [2020-11-08 17:50:51,170][root][INFO] - ===> Epoch[742](3716/5): Loss -0.7887, Sem 0.0644, dir -0.9756, norm 0.1225, swav 0.0000 LR: 2.939e-02 Score 97.747 Data time: 0.2054, Forward time: 2.3466, Backward time: 3.2984, DDP time: 0.0036, Total iter time: 5.5089 [2020-11-08 17:50:56,580][root][INFO] - ===> Epoch[742](3717/5): Loss -0.7923, Sem 0.0620, dir -0.9775, norm 0.1232, swav 0.0000 LR: 2.937e-02 Score 97.762 Data time: 0.2300, Forward time: 2.3466, Backward time: 3.2955, DDP time: 0.0036, Total iter time: 5.3119 [2020-11-08 17:51:02,801][root][INFO] - ===> Epoch[742](3718/5): Loss -0.8008, Sem 0.0591, dir -0.9774, norm 0.1175, swav 0.0000 LR: 2.935e-02 Score 97.853 Data time: 0.2697, Forward time: 2.3467, Backward time: 3.2957, DDP time: 0.0036, Total iter time: 6.0865 [2020-11-08 17:51:09,870][root][INFO] - ===> Epoch[742](3719/5): Loss -0.7900, Sem 0.0654, dir -0.9773, norm 0.1218, swav 0.0000 LR: 2.933e-02 Score 97.637 Data time: 0.2352, Forward time: 2.3476, Backward time: 3.2991, DDP time: 0.0036, Total iter time: 6.9657 [2020-11-08 17:51:16,348][root][INFO] - ===> Epoch[742](3720/5): Loss -0.7720, Sem 0.0696, dir -0.9789, norm 0.1372, swav 0.0000 LR: 2.931e-02 Score 97.567 Data time: 0.2022, Forward time: 2.3468, Backward time: 3.3017, DDP time: 0.0036, Total iter time: 6.3481 [2020-11-08 17:51:21,407][root][INFO] - ===> Epoch[743](3721/5): Loss -0.7786, Sem 0.0701, dir -0.9767, norm 0.1280, swav 0.0000 LR: 2.929e-02 Score 97.538 Data time: 0.1990, Forward time: 2.3459, Backward time: 3.2984, DDP time: 0.0036, Total iter time: 4.9425 [2020-11-08 17:51:27,483][root][INFO] - ===> Epoch[743](3722/5): Loss -0.7945, Sem 0.0625, dir -0.9790, norm 0.1220, swav 0.0000 LR: 2.927e-02 Score 97.744 Data time: 0.1644, Forward time: 2.3428, Backward time: 3.3015, DDP time: 0.0036, Total iter time: 5.9578 [2020-11-08 17:51:33,490][root][INFO] - ===> Epoch[743](3723/5): Loss -0.7987, Sem 0.0658, dir -0.9779, norm 0.1134, swav 0.0000 LR: 2.925e-02 Score 97.624 Data time: 0.3005, Forward time: 2.3459, Backward time: 3.2983, DDP time: 0.0036, Total iter time: 5.9341 [2020-11-08 17:51:38,849][root][INFO] - ===> Epoch[743](3724/5): Loss -0.7708, Sem 0.0723, dir -0.9755, norm 0.1325, swav 0.0000 LR: 2.923e-02 Score 97.458 Data time: 0.2449, Forward time: 2.3470, Backward time: 3.2941, DDP time: 0.0036, Total iter time: 5.2357 [2020-11-08 17:51:45,715][root][INFO] - ===> Epoch[743](3725/5): Loss -0.7859, Sem 0.0632, dir -0.9764, norm 0.1273, swav 0.0000 LR: 2.921e-02 Score 97.781 Data time: 0.2207, Forward time: 2.3464, Backward time: 3.2980, DDP time: 0.0036, Total iter time: 6.7451 [2020-11-08 17:51:51,469][root][INFO] - ===> Epoch[744](3726/5): Loss -0.7797, Sem 0.0669, dir -0.9774, norm 0.1308, swav 0.0000 LR: 2.919e-02 Score 97.621 Data time: 0.2896, Forward time: 2.3490, Backward time: 3.2940, DDP time: 0.0036, Total iter time: 5.6336 [2020-11-08 17:51:57,380][root][INFO] - ===> Epoch[744](3727/5): Loss -0.7623, Sem 0.0725, dir -0.9736, norm 0.1388, swav 0.0000 LR: 2.917e-02 Score 97.482 Data time: 0.1663, Forward time: 2.3465, Backward time: 3.2959, DDP time: 0.0036, Total iter time: 5.7993 [2020-11-08 17:52:02,275][root][INFO] - ===> Epoch[744](3728/5): Loss -0.7891, Sem 0.0654, dir -0.9771, norm 0.1226, swav 0.0000 LR: 2.915e-02 Score 97.659 Data time: 0.2354, Forward time: 2.3473, Backward time: 3.2904, DDP time: 0.0036, Total iter time: 4.8163 [2020-11-08 17:52:08,603][root][INFO] - ===> Epoch[744](3729/5): Loss -0.7868, Sem 0.0679, dir -0.9793, norm 0.1247, swav 0.0000 LR: 2.913e-02 Score 97.680 Data time: 0.2762, Forward time: 2.3498, Backward time: 3.2890, DDP time: 0.0036, Total iter time: 6.2017 [2020-11-08 17:52:13,467][root][INFO] - ===> Epoch[744](3730/5): Loss -0.7878, Sem 0.0695, dir -0.9726, norm 0.1153, swav 0.0000 LR: 2.910e-02 Score 97.530 Data time: 0.2217, Forward time: 2.3500, Backward time: 3.2837, DDP time: 0.0036, Total iter time: 4.7414 [2020-11-08 17:52:18,666][root][INFO] - ===> Epoch[745](3731/5): Loss -0.7865, Sem 0.0659, dir -0.9790, norm 0.1265, swav 0.0000 LR: 2.908e-02 Score 97.660 Data time: 0.1780, Forward time: 2.3486, Backward time: 3.2817, DDP time: 0.0036, Total iter time: 5.0765 [2020-11-08 17:52:24,112][root][INFO] - ===> Epoch[745](3732/5): Loss -0.7928, Sem 0.0693, dir -0.9784, norm 0.1163, swav 0.0000 LR: 2.906e-02 Score 97.541 Data time: 0.2331, Forward time: 2.3488, Backward time: 3.2791, DDP time: 0.0036, Total iter time: 5.3336 [2020-11-08 17:52:29,715][root][INFO] - ===> Epoch[745](3733/5): Loss -0.7757, Sem 0.0610, dir -0.9745, norm 0.1379, swav 0.0000 LR: 2.904e-02 Score 97.839 Data time: 0.2575, Forward time: 2.3489, Backward time: 3.2765, DDP time: 0.0036, Total iter time: 5.4729 [2020-11-08 17:52:35,386][root][INFO] - ===> Epoch[745](3734/5): Loss -0.7860, Sem 0.0646, dir -0.9777, norm 0.1271, swav 0.0000 LR: 2.902e-02 Score 97.711 Data time: 0.2787, Forward time: 2.3512, Backward time: 3.2727, DDP time: 0.0036, Total iter time: 5.5719 [2020-11-08 17:52:42,192][root][INFO] - ===> Epoch[745](3735/5): Loss -0.7714, Sem 0.0728, dir -0.9752, norm 0.1311, swav 0.0000 LR: 2.900e-02 Score 97.493 Data time: 0.3329, Forward time: 2.3556, Backward time: 3.2714, DDP time: 0.0036, Total iter time: 6.6747 [2020-11-08 17:52:47,941][root][INFO] - ===> Epoch[746](3736/5): Loss -0.7970, Sem 0.0626, dir -0.9789, norm 0.1192, swav 0.0000 LR: 2.898e-02 Score 97.804 Data time: 0.2604, Forward time: 2.3575, Backward time: 3.2680, DDP time: 0.0036, Total iter time: 5.6050 [2020-11-08 17:52:53,233][root][INFO] - ===> Epoch[746](3737/5): Loss -0.7753, Sem 0.0706, dir -0.9775, norm 0.1317, swav 0.0000 LR: 2.896e-02 Score 97.486 Data time: 0.1958, Forward time: 2.3561, Backward time: 3.2663, DDP time: 0.0036, Total iter time: 5.1723 [2020-11-08 17:52:58,653][root][INFO] - ===> Epoch[746](3738/5): Loss -0.8040, Sem 0.0610, dir -0.9791, norm 0.1141, swav 0.0000 LR: 2.894e-02 Score 97.809 Data time: 0.2839, Forward time: 2.3579, Backward time: 3.2621, DDP time: 0.0036, Total iter time: 5.3345 [2020-11-08 17:53:05,241][root][INFO] - ===> Epoch[746](3739/5): Loss -0.7795, Sem 0.0618, dir -0.9745, norm 0.1332, swav 0.0000 LR: 2.892e-02 Score 97.786 Data time: 0.3417, Forward time: 2.3621, Backward time: 3.2599, DDP time: 0.0036, Total iter time: 6.4599 [2020-11-08 17:53:12,591][root][INFO] - ===> Epoch[746](3740/5): Loss -0.7787, Sem 0.0688, dir -0.9740, norm 0.1265, swav 0.0000 LR: 2.890e-02 Score 97.542 Data time: 0.1471, Forward time: 2.3597, Backward time: 3.2676, DDP time: 0.0036, Total iter time: 7.2262 [2020-11-08 17:53:19,616][root][INFO] - ===> Epoch[747](3741/5): Loss -0.8014, Sem 0.0595, dir -0.9777, norm 0.1167, swav 0.0000 LR: 2.888e-02 Score 97.882 Data time: 0.1421, Forward time: 2.3559, Backward time: 3.2754, DDP time: 0.0036, Total iter time: 6.9312 [2020-11-08 17:53:25,256][root][INFO] - ===> Epoch[747](3742/5): Loss -0.7684, Sem 0.0694, dir -0.9767, norm 0.1389, swav 0.0000 LR: 2.886e-02 Score 97.530 Data time: 0.2256, Forward time: 2.3564, Backward time: 3.2736, DDP time: 0.0036, Total iter time: 5.5971 [2020-11-08 17:53:32,082][root][INFO] - ===> Epoch[747](3743/5): Loss -0.7899, Sem 0.0652, dir -0.9761, norm 0.1210, swav 0.0000 LR: 2.884e-02 Score 97.707 Data time: 0.1739, Forward time: 2.3545, Backward time: 3.2786, DDP time: 0.0036, Total iter time: 6.7185 [2020-11-08 17:53:37,973][root][INFO] - ===> Epoch[747](3744/5): Loss -0.7942, Sem 0.0655, dir -0.9789, norm 0.1192, swav 0.0000 LR: 2.882e-02 Score 97.641 Data time: 0.2209, Forward time: 2.3546, Backward time: 3.2782, DDP time: 0.0036, Total iter time: 5.8239 [2020-11-08 17:53:44,915][root][INFO] - ===> Epoch[747](3745/5): Loss -0.7747, Sem 0.0673, dir -0.9771, norm 0.1350, swav 0.0000 LR: 2.879e-02 Score 97.617 Data time: 0.2431, Forward time: 2.3554, Backward time: 3.2808, DDP time: 0.0036, Total iter time: 6.8162 [2020-11-08 17:53:50,703][root][INFO] - ===> Epoch[748](3746/5): Loss -0.7915, Sem 0.0630, dir -0.9750, norm 0.1205, swav 0.0000 LR: 2.877e-02 Score 97.751 Data time: 0.2023, Forward time: 2.3547, Backward time: 3.2804, DDP time: 0.0036, Total iter time: 5.6759 [2020-11-08 17:53:56,976][root][INFO] - ===> Epoch[748](3747/5): Loss -0.7781, Sem 0.0653, dir -0.9765, norm 0.1331, swav 0.0000 LR: 2.875e-02 Score 97.697 Data time: 0.1944, Forward time: 2.3523, Backward time: 3.2838, DDP time: 0.0036, Total iter time: 6.1783 [2020-11-08 17:54:05,997][root][INFO] - ===> Epoch[748](3748/5): Loss -0.7893, Sem 0.0688, dir -0.9778, norm 0.1198, swav 0.0000 LR: 2.873e-02 Score 97.529 Data time: 0.1738, Forward time: 2.3499, Backward time: 3.2978, DDP time: 0.0036, Total iter time: 8.9478 [2020-11-08 17:54:12,002][root][INFO] - ===> Epoch[748](3749/5): Loss -0.7926, Sem 0.0664, dir -0.9785, norm 0.1196, swav 0.0000 LR: 2.871e-02 Score 97.712 Data time: 0.2631, Forward time: 2.3517, Backward time: 3.2958, DDP time: 0.0036, Total iter time: 5.9200 [2020-11-08 17:54:18,643][root][INFO] - ===> Epoch[748](3750/5): Loss -0.7791, Sem 0.0721, dir -0.9770, norm 0.1259, swav 0.0000 LR: 2.869e-02 Score 97.413 Data time: 0.2352, Forward time: 2.3527, Backward time: 3.2970, DDP time: 0.0036, Total iter time: 6.5080 [2020-11-08 17:54:24,527][root][INFO] - ===> Epoch[749](3751/5): Loss -0.7689, Sem 0.0648, dir -0.9753, norm 0.1416, swav 0.0000 LR: 2.867e-02 Score 97.670 Data time: 0.2646, Forward time: 2.3545, Backward time: 3.2946, DDP time: 0.0036, Total iter time: 5.7753 [2020-11-08 17:54:31,207][root][INFO] - ===> Epoch[749](3752/5): Loss -0.7902, Sem 0.0675, dir -0.9771, norm 0.1194, swav 0.0000 LR: 2.865e-02 Score 97.573 Data time: 0.2345, Forward time: 2.3548, Backward time: 3.2966, DDP time: 0.0036, Total iter time: 6.5674 [2020-11-08 17:54:36,834][root][INFO] - ===> Epoch[749](3753/5): Loss -0.7862, Sem 0.0670, dir -0.9779, norm 0.1247, swav 0.0000 LR: 2.863e-02 Score 97.644 Data time: 0.2231, Forward time: 2.3546, Backward time: 3.2951, DDP time: 0.0036, Total iter time: 5.5222 [2020-11-08 17:54:41,561][root][INFO] - ===> Epoch[749](3754/5): Loss -0.7906, Sem 0.0637, dir -0.9780, norm 0.1237, swav 0.0000 LR: 2.861e-02 Score 97.734 Data time: 0.2087, Forward time: 2.3529, Backward time: 3.2916, DDP time: 0.0036, Total iter time: 4.6188 [2020-11-08 17:54:47,798][root][INFO] - ===> Epoch[749](3755/5): Loss -0.7830, Sem 0.0647, dir -0.9768, norm 0.1291, swav 0.0000 LR: 2.859e-02 Score 97.739 Data time: 0.1372, Forward time: 2.3493, Backward time: 3.2957, DDP time: 0.0036, Total iter time: 6.1243 [2020-11-08 17:54:53,503][root][INFO] - ===> Epoch[750](3756/5): Loss -0.7991, Sem 0.0593, dir -0.9751, norm 0.1167, swav 0.0000 LR: 2.857e-02 Score 97.896 Data time: 0.1724, Forward time: 2.3470, Backward time: 3.2969, DDP time: 0.0036, Total iter time: 5.6332 [2020-11-08 17:54:59,474][root][INFO] - ===> Epoch[750](3757/5): Loss -0.8087, Sem 0.0599, dir -0.9800, norm 0.1114, swav 0.0000 LR: 2.855e-02 Score 97.820 Data time: 0.1977, Forward time: 2.3451, Backward time: 3.2985, DDP time: 0.0036, Total iter time: 5.8683 [2020-11-08 17:55:05,796][root][INFO] - ===> Epoch[750](3758/5): Loss -0.7706, Sem 0.0705, dir -0.9754, norm 0.1342, swav 0.0000 LR: 2.853e-02 Score 97.489 Data time: 0.2902, Forward time: 2.3479, Backward time: 3.2967, DDP time: 0.0036, Total iter time: 6.2301 [2020-11-08 17:55:12,414][root][INFO] - ===> Epoch[750](3759/5): Loss -0.7932, Sem 0.0630, dir -0.9794, norm 0.1232, swav 0.0000 LR: 2.851e-02 Score 97.765 Data time: 0.2633, Forward time: 2.3480, Backward time: 3.2985, DDP time: 0.0036, Total iter time: 6.4948 [2020-11-08 17:55:19,488][root][INFO] - ===> Epoch[750](3760/5): Loss -0.7780, Sem 0.0707, dir -0.9771, norm 0.1284, swav 0.0000 LR: 2.848e-02 Score 97.499 Data time: 0.3857, Forward time: 2.3514, Backward time: 3.2985, DDP time: 0.0036, Total iter time: 6.9582 [2020-11-08 17:55:25,875][root][INFO] - ===> Epoch[751](3761/5): Loss -0.7772, Sem 0.0681, dir -0.9766, norm 0.1313, swav 0.0000 LR: 2.846e-02 Score 97.599 Data time: 0.2225, Forward time: 2.3524, Backward time: 3.2988, DDP time: 0.0036, Total iter time: 6.2484 [2020-11-08 17:55:32,089][root][INFO] - ===> Epoch[751](3762/5): Loss -0.7972, Sem 0.0636, dir -0.9780, norm 0.1172, swav 0.0000 LR: 2.844e-02 Score 97.719 Data time: 0.1989, Forward time: 2.3517, Backward time: 3.2998, DDP time: 0.0037, Total iter time: 6.0909 [2020-11-08 17:55:39,324][root][INFO] - ===> Epoch[751](3763/5): Loss -0.7866, Sem 0.0669, dir -0.9756, norm 0.1221, swav 0.0000 LR: 2.842e-02 Score 97.688 Data time: 0.1730, Forward time: 2.3501, Backward time: 3.3058, DDP time: 0.0037, Total iter time: 7.1306 [2020-11-08 17:55:45,355][root][INFO] - ===> Epoch[751](3764/5): Loss -0.7757, Sem 0.0668, dir -0.9781, norm 0.1355, swav 0.0000 LR: 2.840e-02 Score 97.590 Data time: 0.1979, Forward time: 2.3481, Backward time: 3.3076, DDP time: 0.0037, Total iter time: 5.9474 [2020-11-08 17:55:50,954][root][INFO] - ===> Epoch[751](3765/5): Loss -0.7910, Sem 0.0619, dir -0.9763, norm 0.1234, swav 0.0000 LR: 2.838e-02 Score 97.796 Data time: 0.2727, Forward time: 2.3502, Backward time: 3.3039, DDP time: 0.0037, Total iter time: 5.5087 [2020-11-08 17:55:56,456][root][INFO] - ===> Epoch[752](3766/5): Loss -0.7863, Sem 0.0585, dir -0.9782, norm 0.1333, swav 0.0000 LR: 2.836e-02 Score 97.921 Data time: 0.2881, Forward time: 2.3522, Backward time: 3.2998, DDP time: 0.0036, Total iter time: 5.3794 [2020-11-08 17:56:02,580][root][INFO] - ===> Epoch[752](3767/5): Loss -0.7978, Sem 0.0638, dir -0.9801, norm 0.1185, swav 0.0000 LR: 2.834e-02 Score 97.767 Data time: 0.2976, Forward time: 2.3552, Backward time: 3.2968, DDP time: 0.0036, Total iter time: 5.9926 [2020-11-08 17:56:08,518][root][INFO] - ===> Epoch[752](3768/5): Loss -0.8061, Sem 0.0629, dir -0.9783, norm 0.1094, swav 0.0000 LR: 2.832e-02 Score 97.753 Data time: 0.2392, Forward time: 2.3565, Backward time: 3.2951, DDP time: 0.0036, Total iter time: 5.8218 [2020-11-08 17:56:14,434][root][INFO] - ===> Epoch[752](3769/5): Loss -0.7927, Sem 0.0639, dir -0.9748, norm 0.1183, swav 0.0000 LR: 2.830e-02 Score 97.694 Data time: 0.1451, Forward time: 2.3533, Backward time: 3.2983, DDP time: 0.0036, Total iter time: 5.7908 [2020-11-08 17:56:19,669][root][INFO] - ===> Epoch[752](3770/5): Loss -0.7717, Sem 0.0719, dir -0.9774, norm 0.1337, swav 0.0000 LR: 2.828e-02 Score 97.471 Data time: 0.2561, Forward time: 2.3543, Backward time: 3.2945, DDP time: 0.0036, Total iter time: 5.1798 [2020-11-08 17:56:25,094][root][INFO] - ===> Epoch[753](3771/5): Loss -0.7862, Sem 0.0660, dir -0.9777, norm 0.1254, swav 0.0000 LR: 2.826e-02 Score 97.655 Data time: 0.2749, Forward time: 2.3558, Backward time: 3.2906, DDP time: 0.0036, Total iter time: 5.3148 [2020-11-08 17:56:30,535][root][INFO] - ===> Epoch[753](3772/5): Loss -0.7889, Sem 0.0686, dir -0.9782, norm 0.1207, swav 0.0000 LR: 2.824e-02 Score 97.534 Data time: 0.2518, Forward time: 2.3571, Backward time: 3.2871, DDP time: 0.0036, Total iter time: 5.3182 [2020-11-08 17:56:36,348][root][INFO] - ===> Epoch[753](3773/5): Loss -0.7791, Sem 0.0685, dir -0.9753, norm 0.1278, swav 0.0000 LR: 2.822e-02 Score 97.595 Data time: 0.1539, Forward time: 2.3550, Backward time: 3.2884, DDP time: 0.0036, Total iter time: 5.6999 [2020-11-08 17:56:42,449][root][INFO] - ===> Epoch[753](3774/5): Loss -0.7890, Sem 0.0638, dir -0.9760, norm 0.1232, swav 0.0000 LR: 2.819e-02 Score 97.788 Data time: 0.1579, Forward time: 2.3528, Backward time: 3.2910, DDP time: 0.0036, Total iter time: 6.0218 [2020-11-08 17:56:48,172][root][INFO] - ===> Epoch[753](3775/5): Loss -0.7829, Sem 0.0649, dir -0.9766, norm 0.1288, swav 0.0000 LR: 2.817e-02 Score 97.708 Data time: 0.2965, Forward time: 2.3546, Backward time: 3.2877, DDP time: 0.0036, Total iter time: 5.6258 [2020-11-08 17:56:54,619][root][INFO] - ===> Epoch[754](3776/5): Loss -0.7888, Sem 0.0728, dir -0.9797, norm 0.1181, swav 0.0000 LR: 2.815e-02 Score 97.479 Data time: 0.1187, Forward time: 2.3505, Backward time: 3.2937, DDP time: 0.0036, Total iter time: 6.3188 [2020-11-08 17:57:00,924][root][INFO] - ===> Epoch[754](3777/5): Loss -0.7844, Sem 0.0676, dir -0.9773, norm 0.1254, swav 0.0000 LR: 2.813e-02 Score 97.715 Data time: 0.2535, Forward time: 2.3515, Backward time: 3.2936, DDP time: 0.0036, Total iter time: 6.2330 [2020-11-08 17:57:06,969][root][INFO] - ===> Epoch[754](3778/5): Loss -0.7650, Sem 0.0725, dir -0.9762, norm 0.1387, swav 0.0000 LR: 2.811e-02 Score 97.567 Data time: 0.3262, Forward time: 2.3543, Backward time: 3.2906, DDP time: 0.0036, Total iter time: 5.9180 [2020-11-08 17:57:12,838][root][INFO] - ===> Epoch[754](3779/5): Loss -0.7933, Sem 0.0625, dir -0.9742, norm 0.1184, swav 0.0000 LR: 2.809e-02 Score 97.784 Data time: 0.2147, Forward time: 2.3546, Backward time: 3.2896, DDP time: 0.0036, Total iter time: 5.7435 [2020-11-08 17:57:21,127][root][INFO] - ===> Epoch[754](3780/5): Loss -0.7818, Sem 0.0644, dir -0.9774, norm 0.1312, swav 0.0000 LR: 2.807e-02 Score 97.686 Data time: 0.2139, Forward time: 2.3545, Backward time: 3.2974, DDP time: 0.0036, Total iter time: 8.1745 [2020-11-08 17:57:27,169][root][INFO] - ===> Epoch[755](3781/5): Loss -0.7718, Sem 0.0711, dir -0.9742, norm 0.1313, swav 0.0000 LR: 2.805e-02 Score 97.539 Data time: 0.2010, Forward time: 2.3541, Backward time: 3.2977, DDP time: 0.0036, Total iter time: 5.9238 [2020-11-08 17:57:33,264][root][INFO] - ===> Epoch[755](3782/5): Loss -0.7862, Sem 0.0642, dir -0.9759, norm 0.1255, swav 0.0000 LR: 2.803e-02 Score 97.767 Data time: 0.1956, Forward time: 2.3527, Backward time: 3.2992, DDP time: 0.0036, Total iter time: 5.9777 [2020-11-08 17:57:39,571][root][INFO] - ===> Epoch[755](3783/5): Loss -0.7832, Sem 0.0680, dir -0.9788, norm 0.1276, swav 0.0000 LR: 2.801e-02 Score 97.587 Data time: 0.2447, Forward time: 2.3532, Backward time: 3.2995, DDP time: 0.0036, Total iter time: 6.1933 [2020-11-08 17:57:45,066][root][INFO] - ===> Epoch[755](3784/5): Loss -0.7947, Sem 0.0650, dir -0.9778, norm 0.1181, swav 0.0000 LR: 2.799e-02 Score 97.699 Data time: 0.2441, Forward time: 2.3540, Backward time: 3.2969, DDP time: 0.0036, Total iter time: 5.3760 [2020-11-08 17:57:51,670][root][INFO] - ===> Epoch[755](3785/5): Loss -0.7947, Sem 0.0592, dir -0.9792, norm 0.1253, swav 0.0000 LR: 2.797e-02 Score 97.858 Data time: 0.2508, Forward time: 2.3549, Backward time: 3.2977, DDP time: 0.0036, Total iter time: 6.4842 [2020-11-08 17:57:57,279][root][INFO] - ===> Epoch[756](3786/5): Loss -0.7833, Sem 0.0687, dir -0.9769, norm 0.1248, swav 0.0000 LR: 2.795e-02 Score 97.587 Data time: 0.2553, Forward time: 2.3563, Backward time: 3.2947, DDP time: 0.0036, Total iter time: 5.4809 [2020-11-08 17:58:02,766][root][INFO] - ===> Epoch[756](3787/5): Loss -0.7848, Sem 0.0679, dir -0.9775, norm 0.1248, swav 0.0000 LR: 2.793e-02 Score 97.574 Data time: 0.2127, Forward time: 2.3560, Backward time: 3.2930, DDP time: 0.0036, Total iter time: 5.3437 [2020-11-08 17:58:07,779][root][INFO] - ===> Epoch[756](3788/5): Loss -0.7966, Sem 0.0650, dir -0.9792, norm 0.1177, swav 0.0000 LR: 2.790e-02 Score 97.673 Data time: 0.2015, Forward time: 2.3555, Backward time: 3.2900, DDP time: 0.0036, Total iter time: 4.9023 [2020-11-08 17:58:14,971][root][INFO] - ===> Epoch[756](3789/5): Loss -0.7909, Sem 0.0627, dir -0.9758, norm 0.1222, swav 0.0000 LR: 2.788e-02 Score 97.760 Data time: 0.1450, Forward time: 2.3530, Backward time: 3.2966, DDP time: 0.0036, Total iter time: 7.1146 [2020-11-08 17:58:20,732][root][INFO] - ===> Epoch[756](3790/5): Loss -0.7982, Sem 0.0641, dir -0.9785, norm 0.1162, swav 0.0000 LR: 2.786e-02 Score 97.704 Data time: 0.2334, Forward time: 2.3533, Backward time: 3.2954, DDP time: 0.0036, Total iter time: 5.6829 [2020-11-08 17:58:27,370][root][INFO] - ===> Epoch[757](3791/5): Loss -0.7786, Sem 0.0684, dir -0.9753, norm 0.1284, swav 0.0000 LR: 2.784e-02 Score 97.572 Data time: 0.1891, Forward time: 2.3524, Backward time: 3.2985, DDP time: 0.0036, Total iter time: 6.5291 [2020-11-08 17:58:33,855][root][INFO] - ===> Epoch[757](3792/5): Loss -0.7841, Sem 0.0625, dir -0.9749, norm 0.1283, swav 0.0000 LR: 2.782e-02 Score 97.813 Data time: 0.1922, Forward time: 2.3511, Backward time: 3.3011, DDP time: 0.0037, Total iter time: 6.3730 [2020-11-08 17:58:40,189][root][INFO] - ===> Epoch[757](3793/5): Loss -0.7949, Sem 0.0649, dir -0.9792, norm 0.1195, swav 0.0000 LR: 2.780e-02 Score 97.649 Data time: 0.1897, Forward time: 2.3494, Backward time: 3.3037, DDP time: 0.0037, Total iter time: 6.2185 [2020-11-08 17:58:45,860][root][INFO] - ===> Epoch[757](3794/5): Loss -0.7859, Sem 0.0672, dir -0.9772, norm 0.1242, swav 0.0000 LR: 2.778e-02 Score 97.592 Data time: 0.2541, Forward time: 2.3491, Backward time: 3.3026, DDP time: 0.0037, Total iter time: 5.5651 [2020-11-08 17:58:52,120][root][INFO] - ===> Epoch[757](3795/5): Loss -0.7922, Sem 0.0655, dir -0.9794, norm 0.1217, swav 0.0000 LR: 2.776e-02 Score 97.611 Data time: 0.2495, Forward time: 2.3500, Backward time: 3.3023, DDP time: 0.0037, Total iter time: 6.1310 [2020-11-08 17:58:57,462][root][INFO] - ===> Epoch[758](3796/5): Loss -0.7773, Sem 0.0655, dir -0.9756, norm 0.1327, swav 0.0000 LR: 2.774e-02 Score 97.707 Data time: 0.2398, Forward time: 2.3506, Backward time: 3.2993, DDP time: 0.0037, Total iter time: 5.2253 [2020-11-08 17:59:03,187][root][INFO] - ===> Epoch[758](3797/5): Loss -0.8006, Sem 0.0654, dir -0.9790, norm 0.1130, swav 0.0000 LR: 2.772e-02 Score 97.612 Data time: 0.2193, Forward time: 2.3504, Backward time: 3.2984, DDP time: 0.0037, Total iter time: 5.6165 [2020-11-08 17:59:09,886][root][INFO] - ===> Epoch[758](3798/5): Loss -0.7707, Sem 0.0681, dir -0.9746, norm 0.1357, swav 0.0000 LR: 2.770e-02 Score 97.599 Data time: 0.2335, Forward time: 2.3506, Backward time: 3.3001, DDP time: 0.0037, Total iter time: 6.5811 [2020-11-08 17:59:15,921][root][INFO] - ===> Epoch[758](3799/5): Loss -0.7969, Sem 0.0649, dir -0.9783, norm 0.1165, swav 0.0000 LR: 2.768e-02 Score 97.714 Data time: 0.2310, Forward time: 2.3510, Backward time: 3.2996, DDP time: 0.0037, Total iter time: 5.9030 [2020-11-08 17:59:21,723][root][INFO] - ===> Epoch[758](3800/5): Loss -0.7747, Sem 0.0648, dir -0.9767, norm 0.1372, swav 0.0000 LR: 2.766e-02 Score 97.745 Data time: 0.1620, Forward time: 2.3489, Backward time: 3.3008, DDP time: 0.0037, Total iter time: 5.6792 [2020-11-08 17:59:28,170][root][INFO] - ===> Epoch[759](3801/5): Loss -0.7839, Sem 0.0730, dir -0.9774, norm 0.1205, swav 0.0000 LR: 2.764e-02 Score 97.380 Data time: 0.1970, Forward time: 2.3476, Backward time: 3.3034, DDP time: 0.0037, Total iter time: 6.3367 [2020-11-08 17:59:33,898][root][INFO] - ===> Epoch[759](3802/5): Loss -0.7860, Sem 0.0637, dir -0.9777, norm 0.1279, swav 0.0000 LR: 2.761e-02 Score 97.708 Data time: 0.2518, Forward time: 2.3486, Backward time: 3.3013, DDP time: 0.0037, Total iter time: 5.6217 [2020-11-08 17:59:38,675][root][INFO] - ===> Epoch[759](3803/5): Loss -0.7772, Sem 0.0697, dir -0.9742, norm 0.1273, swav 0.0000 LR: 2.759e-02 Score 97.491 Data time: 0.2077, Forward time: 2.3478, Backward time: 3.2979, DDP time: 0.0037, Total iter time: 4.6320 [2020-11-08 17:59:44,319][root][INFO] - ===> Epoch[759](3804/5): Loss -0.7995, Sem 0.0610, dir -0.9806, norm 0.1201, swav 0.0000 LR: 2.757e-02 Score 97.862 Data time: 0.2397, Forward time: 2.3485, Backward time: 3.2959, DDP time: 0.0037, Total iter time: 5.5358 [2020-11-08 17:59:51,895][root][INFO] - ===> Epoch[759](3805/5): Loss -0.7704, Sem 0.0627, dir -0.9717, norm 0.1386, swav 0.0000 LR: 2.755e-02 Score 97.779 Data time: 0.2464, Forward time: 2.3494, Backward time: 3.2998, DDP time: 0.0037, Total iter time: 7.4522 [2020-11-08 17:59:58,077][root][INFO] - ===> Epoch[760](3806/5): Loss -0.7954, Sem 0.0639, dir -0.9777, norm 0.1184, swav 0.0000 LR: 2.753e-02 Score 97.715 Data time: 0.2292, Forward time: 2.3501, Backward time: 3.2995, DDP time: 0.0037, Total iter time: 6.0590 [2020-11-08 18:00:03,793][root][INFO] - ===> Epoch[760](3807/5): Loss -0.7609, Sem 0.0746, dir -0.9765, norm 0.1410, swav 0.0000 LR: 2.751e-02 Score 97.450 Data time: 0.2502, Forward time: 2.3501, Backward time: 3.2983, DDP time: 0.0037, Total iter time: 5.5962 [2020-11-08 18:00:11,430][root][INFO] - ===> Epoch[760](3808/5): Loss -0.7798, Sem 0.0665, dir -0.9732, norm 0.1269, swav 0.0000 LR: 2.749e-02 Score 97.634 Data time: 0.4064, Forward time: 2.3549, Backward time: 3.2983, DDP time: 0.0037, Total iter time: 7.5312 [2020-11-08 18:00:17,254][root][INFO] - ===> Epoch[760](3809/5): Loss -0.8056, Sem 0.0619, dir -0.9808, norm 0.1134, swav 0.0000 LR: 2.747e-02 Score 97.815 Data time: 0.1994, Forward time: 2.3545, Backward time: 3.2979, DDP time: 0.0037, Total iter time: 5.7143 [2020-11-08 18:00:22,882][root][INFO] - ===> Epoch[760](3810/5): Loss -0.7969, Sem 0.0614, dir -0.9766, norm 0.1183, swav 0.0000 LR: 2.745e-02 Score 97.767 Data time: 0.2068, Forward time: 2.3539, Backward time: 3.2971, DDP time: 0.0037, Total iter time: 5.5053 [2020-11-08 18:00:28,998][root][INFO] - ===> Epoch[761](3811/5): Loss -0.7843, Sem 0.0623, dir -0.9762, norm 0.1296, swav 0.0000 LR: 2.743e-02 Score 97.814 Data time: 0.1912, Forward time: 2.3528, Backward time: 3.2984, DDP time: 0.0037, Total iter time: 6.0074 [2020-11-08 18:00:34,778][root][INFO] - ===> Epoch[761](3812/5): Loss -0.8025, Sem 0.0617, dir -0.9814, norm 0.1173, swav 0.0000 LR: 2.741e-02 Score 97.801 Data time: 0.2433, Forward time: 2.3533, Backward time: 3.2971, DDP time: 0.0037, Total iter time: 5.7016 [2020-11-08 18:00:40,149][root][INFO] - ===> Epoch[761](3813/5): Loss -0.7848, Sem 0.0698, dir -0.9783, norm 0.1237, swav 0.0000 LR: 2.739e-02 Score 97.495 Data time: 0.2100, Forward time: 2.3524, Backward time: 3.2958, DDP time: 0.0037, Total iter time: 5.2365 [2020-11-08 18:00:47,156][root][INFO] - ===> Epoch[761](3814/5): Loss -0.7928, Sem 0.0635, dir -0.9789, norm 0.1226, swav 0.0000 LR: 2.736e-02 Score 97.747 Data time: 0.2225, Forward time: 2.3526, Backward time: 3.2985, DDP time: 0.0037, Total iter time: 6.9046 [2020-11-08 18:00:54,433][root][INFO] - ===> Epoch[761](3815/5): Loss -0.7635, Sem 0.0723, dir -0.9733, norm 0.1375, swav 0.0000 LR: 2.734e-02 Score 97.491 Data time: 0.2192, Forward time: 2.3528, Backward time: 3.3021, DDP time: 0.0037, Total iter time: 7.1756 [2020-11-08 18:00:59,783][root][INFO] - ===> Epoch[762](3816/5): Loss -0.7512, Sem 0.0655, dir -0.9749, norm 0.1582, swav 0.0000 LR: 2.732e-02 Score 97.700 Data time: 0.1819, Forward time: 2.3518, Backward time: 3.3009, DDP time: 0.0037, Total iter time: 5.2423 [2020-11-08 18:01:06,427][root][INFO] - ===> Epoch[762](3817/5): Loss -0.7871, Sem 0.0635, dir -0.9749, norm 0.1243, swav 0.0000 LR: 2.730e-02 Score 97.689 Data time: 0.1949, Forward time: 2.3505, Backward time: 3.3040, DDP time: 0.0037, Total iter time: 6.5452 [2020-11-08 18:01:11,322][root][INFO] - ===> Epoch[762](3818/5): Loss -0.8004, Sem 0.0677, dir -0.9808, norm 0.1127, swav 0.0000 LR: 2.728e-02 Score 97.590 Data time: 0.2253, Forward time: 2.3501, Backward time: 3.3008, DDP time: 0.0037, Total iter time: 4.7816 [2020-11-08 18:01:17,137][root][INFO] - ===> Epoch[762](3819/5): Loss -0.8006, Sem 0.0646, dir -0.9808, norm 0.1157, swav 0.0000 LR: 2.726e-02 Score 97.613 Data time: 0.2330, Forward time: 2.3505, Backward time: 3.2997, DDP time: 0.0037, Total iter time: 5.6987 [2020-11-08 18:01:22,252][root][INFO] - ===> Epoch[762](3820/5): Loss -0.7797, Sem 0.0726, dir -0.9751, norm 0.1228, swav 0.0000 LR: 2.724e-02 Score 97.384 Data time: 0.1900, Forward time: 2.3498, Backward time: 3.2973, DDP time: 0.0037, Total iter time: 4.9689 [2020-11-08 18:01:27,966][root][INFO] - ===> Epoch[763](3821/5): Loss -0.7801, Sem 0.0664, dir -0.9730, norm 0.1266, swav 0.0000 LR: 2.722e-02 Score 97.641 Data time: 0.1579, Forward time: 2.3477, Backward time: 3.2984, DDP time: 0.0037, Total iter time: 5.5966 [2020-11-08 18:01:33,416][root][INFO] - ===> Epoch[763](3822/5): Loss -0.7897, Sem 0.0660, dir -0.9780, norm 0.1222, swav 0.0000 LR: 2.720e-02 Score 97.635 Data time: 0.2109, Forward time: 2.3473, Backward time: 3.2971, DDP time: 0.0037, Total iter time: 5.3723 [2020-11-08 18:01:39,350][root][INFO] - ===> Epoch[763](3823/5): Loss -0.7820, Sem 0.0726, dir -0.9769, norm 0.1223, swav 0.0000 LR: 2.718e-02 Score 97.405 Data time: 0.2740, Forward time: 2.3474, Backward time: 3.2964, DDP time: 0.0037, Total iter time: 5.8102 [2020-11-08 18:01:45,970][root][INFO] - ===> Epoch[763](3824/5): Loss -0.7852, Sem 0.0648, dir -0.9765, norm 0.1265, swav 0.0000 LR: 2.716e-02 Score 97.719 Data time: 0.3617, Forward time: 2.3506, Backward time: 3.2947, DDP time: 0.0037, Total iter time: 6.5045 [2020-11-08 18:01:51,851][root][INFO] - ===> Epoch[763](3825/5): Loss -0.7948, Sem 0.0603, dir -0.9812, norm 0.1261, swav 0.0000 LR: 2.714e-02 Score 97.857 Data time: 0.2382, Forward time: 2.3512, Backward time: 3.2935, DDP time: 0.0037, Total iter time: 5.7448 [2020-11-08 18:01:57,478][root][INFO] - ===> Epoch[764](3826/5): Loss -0.7822, Sem 0.0681, dir -0.9762, norm 0.1260, swav 0.0000 LR: 2.712e-02 Score 97.545 Data time: 0.2718, Forward time: 2.3528, Backward time: 3.2907, DDP time: 0.0037, Total iter time: 5.5065 [2020-11-08 18:02:02,558][root][INFO] - ===> Epoch[764](3827/5): Loss -0.7941, Sem 0.0617, dir -0.9774, norm 0.1216, swav 0.0000 LR: 2.709e-02 Score 97.844 Data time: 0.1524, Forward time: 2.3507, Backward time: 3.2899, DDP time: 0.0037, Total iter time: 4.9507 [2020-11-08 18:02:08,315][root][INFO] - ===> Epoch[764](3828/5): Loss -0.8014, Sem 0.0619, dir -0.9764, norm 0.1131, swav 0.0000 LR: 2.707e-02 Score 97.802 Data time: 0.3046, Forward time: 2.3525, Backward time: 3.2872, DDP time: 0.0037, Total iter time: 5.6637 [2020-11-08 18:02:15,198][root][INFO] - ===> Epoch[764](3829/5): Loss -0.7752, Sem 0.0704, dir -0.9775, norm 0.1320, swav 0.0000 LR: 2.705e-02 Score 97.441 Data time: 0.3632, Forward time: 2.3555, Backward time: 3.2864, DDP time: 0.0037, Total iter time: 6.7611 [2020-11-08 18:02:21,372][root][INFO] - ===> Epoch[764](3830/5): Loss -0.8032, Sem 0.0663, dir -0.9804, norm 0.1109, swav 0.0000 LR: 2.703e-02 Score 97.625 Data time: 0.2888, Forward time: 2.3581, Backward time: 3.2838, DDP time: 0.0037, Total iter time: 6.0255 [2020-11-08 18:02:26,171][root][INFO] - ===> Epoch[765](3831/5): Loss -0.7791, Sem 0.0684, dir -0.9781, norm 0.1307, swav 0.0000 LR: 2.701e-02 Score 97.552 Data time: 0.1834, Forward time: 2.3569, Backward time: 3.2812, DDP time: 0.0037, Total iter time: 4.6723 [2020-11-08 18:02:32,887][root][INFO] - ===> Epoch[765](3832/5): Loss -0.7901, Sem 0.0638, dir -0.9763, norm 0.1224, swav 0.0000 LR: 2.699e-02 Score 97.729 Data time: 0.1724, Forward time: 2.3554, Backward time: 3.2848, DDP time: 0.0037, Total iter time: 6.6158 [2020-11-08 18:02:39,492][root][INFO] - ===> Epoch[765](3833/5): Loss -0.7856, Sem 0.0707, dir -0.9768, norm 0.1205, swav 0.0000 LR: 2.697e-02 Score 97.496 Data time: 0.1448, Forward time: 2.3532, Backward time: 3.2887, DDP time: 0.0037, Total iter time: 6.5286 [2020-11-08 18:02:45,306][root][INFO] - ===> Epoch[765](3834/5): Loss -0.8058, Sem 0.0604, dir -0.9773, norm 0.1112, swav 0.0000 LR: 2.695e-02 Score 97.825 Data time: 0.2372, Forward time: 2.3534, Backward time: 3.2877, DDP time: 0.0037, Total iter time: 5.7490 [2020-11-08 18:02:50,644][root][INFO] - ===> Epoch[765](3835/5): Loss -0.7698, Sem 0.0704, dir -0.9748, norm 0.1345, swav 0.0000 LR: 2.693e-02 Score 97.560 Data time: 0.2092, Forward time: 2.3525, Backward time: 3.2866, DDP time: 0.0037, Total iter time: 5.2229 [2020-11-08 18:02:57,236][root][INFO] - ===> Epoch[766](3836/5): Loss -0.8054, Sem 0.0586, dir -0.9792, norm 0.1152, swav 0.0000 LR: 2.691e-02 Score 97.952 Data time: 0.1926, Forward time: 2.3514, Backward time: 3.2892, DDP time: 0.0037, Total iter time: 6.4850 [2020-11-08 18:03:02,598][root][INFO] - ===> Epoch[766](3837/5): Loss -0.7949, Sem 0.0685, dir -0.9785, norm 0.1151, swav 0.0000 LR: 2.689e-02 Score 97.577 Data time: 0.2663, Forward time: 2.3527, Backward time: 3.2860, DDP time: 0.0037, Total iter time: 5.2629 [2020-11-08 18:03:07,394][root][INFO] - ===> Epoch[766](3838/5): Loss -0.7610, Sem 0.0684, dir -0.9746, norm 0.1452, swav 0.0000 LR: 2.687e-02 Score 97.646 Data time: 0.1998, Forward time: 2.3519, Backward time: 3.2831, DDP time: 0.0037, Total iter time: 4.6733 [2020-11-08 18:03:12,882][root][INFO] - ===> Epoch[766](3839/5): Loss -0.8164, Sem 0.0607, dir -0.9828, norm 0.1057, swav 0.0000 LR: 2.684e-02 Score 97.829 Data time: 0.2336, Forward time: 2.3525, Backward time: 3.2811, DDP time: 0.0037, Total iter time: 5.4089 [2020-11-08 18:03:18,858][root][INFO] - ===> Epoch[766](3840/5): Loss -0.7830, Sem 0.0699, dir -0.9735, norm 0.1206, swav 0.0000 LR: 2.682e-02 Score 97.464 Data time: 0.2729, Forward time: 2.3526, Backward time: 3.2807, DDP time: 0.0037, Total iter time: 5.8600 [2020-11-08 18:03:26,446][root][INFO] - ===> Epoch[767](3841/5): Loss -0.7740, Sem 0.0691, dir -0.9751, norm 0.1320, swav 0.0000 LR: 2.680e-02 Score 97.558 Data time: 0.1841, Forward time: 2.3512, Backward time: 3.2864, DDP time: 0.0037, Total iter time: 7.4934 [2020-11-08 18:03:31,590][root][INFO] - ===> Epoch[767](3842/5): Loss -0.7988, Sem 0.0628, dir -0.9791, norm 0.1175, swav 0.0000 LR: 2.678e-02 Score 97.791 Data time: 0.1993, Forward time: 2.3505, Backward time: 3.2847, DDP time: 0.0037, Total iter time: 5.0471 [2020-11-08 18:03:37,858][root][INFO] - ===> Epoch[767](3843/5): Loss -0.8008, Sem 0.0662, dir -0.9807, norm 0.1137, swav 0.0000 LR: 2.676e-02 Score 97.600 Data time: 0.2456, Forward time: 2.3506, Backward time: 3.2851, DDP time: 0.0037, Total iter time: 6.1597 [2020-11-08 18:03:43,411][root][INFO] - ===> Epoch[767](3844/5): Loss -0.7973, Sem 0.0591, dir -0.9754, norm 0.1191, swav 0.0000 LR: 2.674e-02 Score 97.896 Data time: 0.3233, Forward time: 2.3517, Backward time: 3.2824, DDP time: 0.0037, Total iter time: 5.4306 [2020-11-08 18:03:50,736][root][INFO] - ===> Epoch[767](3845/5): Loss -0.7819, Sem 0.0707, dir -0.9778, norm 0.1252, swav 0.0000 LR: 2.672e-02 Score 97.421 Data time: 0.4196, Forward time: 2.3556, Backward time: 3.2819, DDP time: 0.0037, Total iter time: 7.2014 [2020-11-08 18:03:55,757][root][INFO] - ===> Epoch[768](3846/5): Loss -0.7998, Sem 0.0618, dir -0.9807, norm 0.1191, swav 0.0000 LR: 2.670e-02 Score 97.832 Data time: 0.2401, Forward time: 2.3560, Backward time: 3.2785, DDP time: 0.0037, Total iter time: 4.8820 [2020-11-08 18:04:01,673][root][INFO] - ===> Epoch[768](3847/5): Loss -0.8000, Sem 0.0609, dir -0.9753, norm 0.1144, swav 0.0000 LR: 2.668e-02 Score 97.823 Data time: 0.1569, Forward time: 2.3538, Backward time: 3.2801, DDP time: 0.0037, Total iter time: 5.8096 [2020-11-08 18:04:07,735][root][INFO] - ===> Epoch[768](3848/5): Loss -0.7796, Sem 0.0728, dir -0.9783, norm 0.1259, swav 0.0000 LR: 2.666e-02 Score 97.394 Data time: 0.2945, Forward time: 2.3556, Backward time: 3.2784, DDP time: 0.0037, Total iter time: 5.9787 [2020-11-08 18:04:14,759][root][INFO] - ===> Epoch[768](3849/5): Loss -0.7900, Sem 0.0614, dir -0.9780, norm 0.1266, swav 0.0000 LR: 2.664e-02 Score 97.804 Data time: 0.2674, Forward time: 2.3572, Backward time: 3.2794, DDP time: 0.0037, Total iter time: 6.8902 [2020-11-08 18:04:21,000][root][INFO] - ===> Epoch[768](3850/5): Loss -0.7936, Sem 0.0637, dir -0.9751, norm 0.1178, swav 0.0000 LR: 2.662e-02 Score 97.721 Data time: 0.1350, Forward time: 2.3549, Backward time: 3.2823, DDP time: 0.0037, Total iter time: 6.1168 [2020-11-08 18:04:25,613][root][INFO] - ===> Epoch[769](3851/5): Loss -0.7894, Sem 0.0657, dir -0.9781, norm 0.1229, swav 0.0000 LR: 2.659e-02 Score 97.679 Data time: 0.2179, Forward time: 2.3544, Backward time: 3.2788, DDP time: 0.0037, Total iter time: 4.5127 [2020-11-08 18:04:31,497][root][INFO] - ===> Epoch[769](3852/5): Loss -0.7893, Sem 0.0630, dir -0.9778, norm 0.1255, swav 0.0000 LR: 2.657e-02 Score 97.765 Data time: 0.2203, Forward time: 2.3542, Backward time: 3.2786, DDP time: 0.0037, Total iter time: 5.7811 [2020-11-08 18:04:37,711][root][INFO] - ===> Epoch[769](3853/5): Loss -0.8008, Sem 0.0615, dir -0.9763, norm 0.1141, swav 0.0000 LR: 2.655e-02 Score 97.828 Data time: 0.1894, Forward time: 2.3534, Backward time: 3.2799, DDP time: 0.0037, Total iter time: 6.0774 [2020-11-08 18:04:43,199][root][INFO] - ===> Epoch[769](3854/5): Loss -0.7872, Sem 0.0636, dir -0.9776, norm 0.1269, swav 0.0000 LR: 2.653e-02 Score 97.763 Data time: 0.1948, Forward time: 2.3527, Backward time: 3.2791, DDP time: 0.0037, Total iter time: 5.3914 [2020-11-08 18:04:50,461][root][INFO] - ===> Epoch[769](3855/5): Loss -0.7847, Sem 0.0733, dir -0.9768, norm 0.1188, swav 0.0000 LR: 2.651e-02 Score 97.349 Data time: 0.1825, Forward time: 2.3514, Backward time: 3.2837, DDP time: 0.0037, Total iter time: 7.1495 [2020-11-08 18:04:56,738][root][INFO] - ===> Epoch[770](3856/5): Loss -0.7998, Sem 0.0616, dir -0.9751, norm 0.1137, swav 0.0000 LR: 2.649e-02 Score 97.807 Data time: 0.2012, Forward time: 2.3504, Backward time: 3.2853, DDP time: 0.0037, Total iter time: 6.1823 [2020-11-08 18:05:03,869][root][INFO] - ===> Epoch[770](3857/5): Loss -0.7702, Sem 0.0715, dir -0.9765, norm 0.1348, swav 0.0000 LR: 2.647e-02 Score 97.447 Data time: 0.1932, Forward time: 2.3492, Backward time: 3.2894, DDP time: 0.0037, Total iter time: 7.0113 [2020-11-08 18:05:10,494][root][INFO] - ===> Epoch[770](3858/5): Loss -0.7793, Sem 0.0658, dir -0.9760, norm 0.1309, swav 0.0000 LR: 2.645e-02 Score 97.686 Data time: 0.2034, Forward time: 2.3489, Backward time: 3.2912, DDP time: 0.0037, Total iter time: 6.5217 [2020-11-08 18:05:16,102][root][INFO] - ===> Epoch[770](3859/5): Loss -0.7892, Sem 0.0639, dir -0.9770, norm 0.1239, swav 0.0000 LR: 2.643e-02 Score 97.710 Data time: 0.2009, Forward time: 2.3481, Backward time: 3.2907, DDP time: 0.0037, Total iter time: 5.4773 [2020-11-08 18:05:21,380][root][INFO] - ===> Epoch[770](3860/5): Loss -0.7976, Sem 0.0660, dir -0.9804, norm 0.1168, swav 0.0000 LR: 2.641e-02 Score 97.664 Data time: 0.2680, Forward time: 2.3489, Backward time: 3.2876, DDP time: 0.0037, Total iter time: 5.1534 [2020-11-08 18:05:26,233][root][INFO] - ===> Epoch[771](3861/5): Loss -0.8023, Sem 0.0628, dir -0.9800, norm 0.1149, swav 0.0000 LR: 2.639e-02 Score 97.743 Data time: 0.2274, Forward time: 2.3492, Backward time: 3.2842, DDP time: 0.0037, Total iter time: 4.7469 [2020-11-08 18:05:31,162][root][INFO] - ===> Epoch[771](3862/5): Loss -0.7823, Sem 0.0680, dir -0.9782, norm 0.1279, swav 0.0000 LR: 2.637e-02 Score 97.567 Data time: 0.2120, Forward time: 2.3488, Backward time: 3.2816, DDP time: 0.0037, Total iter time: 4.8051 [2020-11-08 18:05:36,771][root][INFO] - ===> Epoch[771](3863/5): Loss -0.7702, Sem 0.0684, dir -0.9737, norm 0.1351, swav 0.0000 LR: 2.634e-02 Score 97.596 Data time: 0.2312, Forward time: 2.3485, Backward time: 3.2807, DDP time: 0.0037, Total iter time: 5.4988 [2020-11-08 18:05:44,132][root][INFO] - ===> Epoch[771](3864/5): Loss -0.7827, Sem 0.0706, dir -0.9753, norm 0.1220, swav 0.0000 LR: 2.632e-02 Score 97.422 Data time: 0.3221, Forward time: 2.3512, Backward time: 3.2814, DDP time: 0.0037, Total iter time: 7.2383 [2020-11-08 18:05:50,424][root][INFO] - ===> Epoch[771](3865/5): Loss -0.7871, Sem 0.0632, dir -0.9764, norm 0.1261, swav 0.0000 LR: 2.630e-02 Score 97.754 Data time: 0.2235, Forward time: 2.3510, Backward time: 3.2820, DDP time: 0.0037, Total iter time: 6.1370 [2020-11-08 18:05:57,122][root][INFO] - ===> Epoch[772](3866/5): Loss -0.7849, Sem 0.0692, dir -0.9775, norm 0.1234, swav 0.0000 LR: 2.628e-02 Score 97.500 Data time: 0.2103, Forward time: 2.3500, Backward time: 3.2846, DDP time: 0.0037, Total iter time: 6.5743 [2020-11-08 18:06:03,514][root][INFO] - ===> Epoch[772](3867/5): Loss -0.7759, Sem 0.0680, dir -0.9774, norm 0.1335, swav 0.0000 LR: 2.626e-02 Score 97.663 Data time: 0.3030, Forward time: 2.3525, Backward time: 3.2829, DDP time: 0.0037, Total iter time: 6.2895 [2020-11-08 18:06:09,761][root][INFO] - ===> Epoch[772](3868/5): Loss -0.7983, Sem 0.0617, dir -0.9771, norm 0.1171, swav 0.0000 LR: 2.624e-02 Score 97.735 Data time: 0.1491, Forward time: 2.3506, Backward time: 3.2853, DDP time: 0.0037, Total iter time: 6.1258 [2020-11-08 18:06:15,778][root][INFO] - ===> Epoch[772](3869/5): Loss -0.7919, Sem 0.0643, dir -0.9766, norm 0.1204, swav 0.0000 LR: 2.622e-02 Score 97.713 Data time: 0.1584, Forward time: 2.3487, Backward time: 3.2873, DDP time: 0.0037, Total iter time: 5.9312 [2020-11-08 18:06:21,418][root][INFO] - ===> Epoch[772](3870/5): Loss -0.7766, Sem 0.0699, dir -0.9759, norm 0.1294, swav 0.0000 LR: 2.620e-02 Score 97.548 Data time: 0.2066, Forward time: 2.3480, Backward time: 3.2870, DDP time: 0.0037, Total iter time: 5.5462 [2020-11-08 18:06:26,818][root][INFO] - ===> Epoch[773](3871/5): Loss -0.7963, Sem 0.0655, dir -0.9760, norm 0.1142, swav 0.0000 LR: 2.618e-02 Score 97.645 Data time: 0.1852, Forward time: 2.3472, Backward time: 3.2863, DDP time: 0.0037, Total iter time: 5.3185 [2020-11-08 18:06:33,371][root][INFO] - ===> Epoch[773](3872/5): Loss -0.7769, Sem 0.0721, dir -0.9764, norm 0.1274, swav 0.0000 LR: 2.616e-02 Score 97.450 Data time: 0.1939, Forward time: 2.3464, Backward time: 3.2884, DDP time: 0.0037, Total iter time: 6.4706 [2020-11-08 18:06:38,314][root][INFO] - ===> Epoch[773](3873/5): Loss -0.7859, Sem 0.0631, dir -0.9760, norm 0.1270, swav 0.0000 LR: 2.614e-02 Score 97.738 Data time: 0.1850, Forward time: 2.3452, Backward time: 3.2868, DDP time: 0.0037, Total iter time: 4.8409 [2020-11-08 18:06:44,658][root][INFO] - ===> Epoch[773](3874/5): Loss -0.7881, Sem 0.0640, dir -0.9772, norm 0.1251, swav 0.0000 LR: 2.611e-02 Score 97.673 Data time: 0.3290, Forward time: 2.3477, Backward time: 3.2850, DDP time: 0.0037, Total iter time: 6.2468 [2020-11-08 18:06:51,001][root][INFO] - ===> Epoch[773](3875/5): Loss -0.8023, Sem 0.0625, dir -0.9800, norm 0.1152, swav 0.0000 LR: 2.609e-02 Score 97.797 Data time: 0.3130, Forward time: 2.3501, Backward time: 3.2832, DDP time: 0.0037, Total iter time: 6.2271 [2020-11-08 18:06:57,224][root][INFO] - ===> Epoch[774](3876/5): Loss -0.7964, Sem 0.0617, dir -0.9784, norm 0.1203, swav 0.0000 LR: 2.607e-02 Score 97.828 Data time: 0.2427, Forward time: 2.3508, Backward time: 3.2829, DDP time: 0.0037, Total iter time: 6.0829 [2020-11-08 18:07:02,629][root][INFO] - ===> Epoch[774](3877/5): Loss -0.7853, Sem 0.0662, dir -0.9781, norm 0.1265, swav 0.0000 LR: 2.605e-02 Score 97.562 Data time: 0.1799, Forward time: 2.3497, Backward time: 3.2823, DDP time: 0.0037, Total iter time: 5.2788 [2020-11-08 18:07:07,765][root][INFO] - ===> Epoch[774](3878/5): Loss -0.7775, Sem 0.0658, dir -0.9751, norm 0.1318, swav 0.0000 LR: 2.603e-02 Score 97.672 Data time: 0.1880, Forward time: 2.3486, Backward time: 3.2812, DDP time: 0.0037, Total iter time: 5.0553 [2020-11-08 18:07:14,835][root][INFO] - ===> Epoch[774](3879/5): Loss -0.7847, Sem 0.0710, dir -0.9758, norm 0.1200, swav 0.0000 LR: 2.601e-02 Score 97.471 Data time: 0.2206, Forward time: 2.3481, Backward time: 3.2843, DDP time: 0.0037, Total iter time: 6.9708 [2020-11-08 18:07:20,913][root][INFO] - ===> Epoch[774](3880/5): Loss -0.7986, Sem 0.0633, dir -0.9777, norm 0.1158, swav 0.0000 LR: 2.599e-02 Score 97.780 Data time: 0.2993, Forward time: 2.3502, Backward time: 3.2823, DDP time: 0.0037, Total iter time: 5.9719 [2020-11-08 18:07:27,418][root][INFO] - ===> Epoch[775](3881/5): Loss -0.7874, Sem 0.0664, dir -0.9759, norm 0.1222, swav 0.0000 LR: 2.597e-02 Score 97.635 Data time: 0.1968, Forward time: 2.3498, Backward time: 3.2838, DDP time: 0.0037, Total iter time: 6.3792 [2020-11-08 18:07:35,819][root][INFO] - ===> Epoch[775](3882/5): Loss -0.7720, Sem 0.0677, dir -0.9741, norm 0.1345, swav 0.0000 LR: 2.595e-02 Score 97.561 Data time: 0.1599, Forward time: 2.3482, Backward time: 3.2913, DDP time: 0.0037, Total iter time: 8.2687 [2020-11-08 18:07:41,040][root][INFO] - ===> Epoch[775](3883/5): Loss -0.7842, Sem 0.0734, dir -0.9769, norm 0.1192, swav 0.0000 LR: 2.593e-02 Score 97.509 Data time: 0.2101, Forward time: 2.3480, Backward time: 3.2896, DDP time: 0.0037, Total iter time: 5.1446 [2020-11-08 18:07:47,515][root][INFO] - ===> Epoch[775](3884/5): Loss -0.7845, Sem 0.0689, dir -0.9815, norm 0.1281, swav 0.0000 LR: 2.591e-02 Score 97.587 Data time: 0.2181, Forward time: 2.3473, Backward time: 3.2913, DDP time: 0.0037, Total iter time: 6.3460 [2020-11-08 18:07:53,566][root][INFO] - ===> Epoch[775](3885/5): Loss -0.8043, Sem 0.0598, dir -0.9788, norm 0.1147, swav 0.0000 LR: 2.588e-02 Score 97.875 Data time: 0.2894, Forward time: 2.3493, Backward time: 3.2893, DDP time: 0.0037, Total iter time: 5.9388 [2020-11-08 18:07:58,875][root][INFO] - ===> Epoch[776](3886/5): Loss -0.7870, Sem 0.0667, dir -0.9769, norm 0.1233, swav 0.0000 LR: 2.586e-02 Score 97.627 Data time: 0.2357, Forward time: 2.3499, Backward time: 3.2868, DDP time: 0.0037, Total iter time: 5.1847 [2020-11-08 18:08:06,143][root][INFO] - ===> Epoch[776](3887/5): Loss -0.7889, Sem 0.0610, dir -0.9788, norm 0.1289, swav 0.0000 LR: 2.584e-02 Score 97.838 Data time: 0.2096, Forward time: 2.3484, Backward time: 3.2912, DDP time: 0.0037, Total iter time: 7.1448 [2020-11-08 18:08:11,495][root][INFO] - ===> Epoch[776](3888/5): Loss -0.7803, Sem 0.0663, dir -0.9761, norm 0.1294, swav 0.0000 LR: 2.582e-02 Score 97.651 Data time: 0.2057, Forward time: 2.3478, Backward time: 3.2901, DDP time: 0.0037, Total iter time: 5.2615 [2020-11-08 18:08:16,942][root][INFO] - ===> Epoch[776](3889/5): Loss -0.7837, Sem 0.0586, dir -0.9777, norm 0.1353, swav 0.0000 LR: 2.580e-02 Score 97.922 Data time: 0.2216, Forward time: 2.3477, Backward time: 3.2887, DDP time: 0.0037, Total iter time: 5.3450 [2020-11-08 18:08:23,222][root][INFO] - ===> Epoch[776](3890/5): Loss -0.8045, Sem 0.0655, dir -0.9807, norm 0.1107, swav 0.0000 LR: 2.578e-02 Score 97.641 Data time: 0.2178, Forward time: 2.3478, Backward time: 3.2891, DDP time: 0.0037, Total iter time: 6.1449 [2020-11-08 18:08:28,883][root][INFO] - ===> Epoch[777](3891/5): Loss -0.7952, Sem 0.0602, dir -0.9789, norm 0.1235, swav 0.0000 LR: 2.576e-02 Score 97.851 Data time: 0.1773, Forward time: 2.3467, Backward time: 3.2893, DDP time: 0.0037, Total iter time: 5.5292 [2020-11-08 18:08:34,033][root][INFO] - ===> Epoch[777](3892/5): Loss -0.7761, Sem 0.0713, dir -0.9725, norm 0.1252, swav 0.0000 LR: 2.574e-02 Score 97.452 Data time: 0.2377, Forward time: 2.3470, Backward time: 3.2868, DDP time: 0.0037, Total iter time: 5.0355 [2020-11-08 18:08:39,932][root][INFO] - ===> Epoch[777](3893/5): Loss -0.8029, Sem 0.0600, dir -0.9784, norm 0.1155, swav 0.0000 LR: 2.572e-02 Score 97.894 Data time: 0.2360, Forward time: 2.3474, Backward time: 3.2859, DDP time: 0.0037, Total iter time: 5.7711 [2020-11-08 18:08:45,584][root][INFO] - ===> Epoch[777](3894/5): Loss -0.7893, Sem 0.0668, dir -0.9764, norm 0.1202, swav 0.0000 LR: 2.570e-02 Score 97.623 Data time: 0.2868, Forward time: 2.3482, Backward time: 3.2839, DDP time: 0.0037, Total iter time: 5.5121 [2020-11-08 18:08:51,072][root][INFO] - ===> Epoch[777](3895/5): Loss -0.7890, Sem 0.0643, dir -0.9800, norm 0.1267, swav 0.0000 LR: 2.568e-02 Score 97.715 Data time: 0.2053, Forward time: 2.3481, Backward time: 3.2827, DDP time: 0.0037, Total iter time: 5.3472 [2020-11-08 18:08:56,068][root][INFO] - ===> Epoch[778](3896/5): Loss -0.7933, Sem 0.0620, dir -0.9771, norm 0.1218, swav 0.0000 LR: 2.565e-02 Score 97.807 Data time: 0.2421, Forward time: 2.3473, Backward time: 3.2808, DDP time: 0.0037, Total iter time: 4.8751 [2020-11-08 18:09:03,143][root][INFO] - ===> Epoch[778](3897/5): Loss -0.7721, Sem 0.0676, dir -0.9752, norm 0.1355, swav 0.0000 LR: 2.563e-02 Score 97.659 Data time: 0.3468, Forward time: 2.3495, Backward time: 3.2809, DDP time: 0.0037, Total iter time: 6.9632 [2020-11-08 18:09:09,496][root][INFO] - ===> Epoch[778](3898/5): Loss -0.7811, Sem 0.0701, dir -0.9785, norm 0.1273, swav 0.0000 LR: 2.561e-02 Score 97.424 Data time: 0.1652, Forward time: 2.3482, Backward time: 3.2829, DDP time: 0.0037, Total iter time: 6.2144 [2020-11-08 18:09:15,102][root][INFO] - ===> Epoch[778](3899/5): Loss -0.7989, Sem 0.0622, dir -0.9797, norm 0.1186, swav 0.0000 LR: 2.559e-02 Score 97.796 Data time: 0.2645, Forward time: 2.3494, Backward time: 3.2807, DDP time: 0.0037, Total iter time: 5.5274 [2020-11-08 18:09:20,209][root][INFO] - ===> Epoch[778](3900/5): Loss -0.7955, Sem 0.0617, dir -0.9784, norm 0.1212, swav 0.0000 LR: 2.557e-02 Score 97.772 Data time: 0.2216, Forward time: 2.3490, Backward time: 3.2788, DDP time: 0.0037, Total iter time: 4.9809 [2020-11-08 18:09:26,961][root][INFO] - ===> Epoch[779](3901/5): Loss -0.7908, Sem 0.0651, dir -0.9793, norm 0.1234, swav 0.0000 LR: 2.555e-02 Score 97.647 Data time: 0.3236, Forward time: 2.3507, Backward time: 3.2788, DDP time: 0.0037, Total iter time: 6.6484 [2020-11-08 18:09:34,010][root][INFO] - ===> Epoch[779](3902/5): Loss -0.7855, Sem 0.0688, dir -0.9777, norm 0.1235, swav 0.0000 LR: 2.553e-02 Score 97.577 Data time: 0.4023, Forward time: 2.3536, Backward time: 3.2780, DDP time: 0.0037, Total iter time: 6.9254 [2020-11-08 18:09:40,482][root][INFO] - ===> Epoch[779](3903/5): Loss -0.7784, Sem 0.0707, dir -0.9749, norm 0.1259, swav 0.0000 LR: 2.551e-02 Score 97.513 Data time: 0.2605, Forward time: 2.3550, Backward time: 3.2776, DDP time: 0.0037, Total iter time: 6.3384 [2020-11-08 18:09:45,521][root][INFO] - ===> Epoch[779](3904/5): Loss -0.7795, Sem 0.0636, dir -0.9744, norm 0.1312, swav 0.0000 LR: 2.549e-02 Score 97.759 Data time: 0.2220, Forward time: 2.3553, Backward time: 3.2750, DDP time: 0.0037, Total iter time: 4.9139 [2020-11-08 18:09:50,956][root][INFO] - ===> Epoch[779](3905/5): Loss -0.7927, Sem 0.0635, dir -0.9787, norm 0.1225, swav 0.0000 LR: 2.547e-02 Score 97.744 Data time: 0.1545, Forward time: 2.3538, Backward time: 3.2750, DDP time: 0.0037, Total iter time: 5.3080 [2020-11-08 18:09:56,552][root][INFO] - ===> Epoch[780](3906/5): Loss -0.7940, Sem 0.0612, dir -0.9800, norm 0.1248, swav 0.0000 LR: 2.545e-02 Score 97.833 Data time: 0.1874, Forward time: 2.3529, Backward time: 3.2750, DDP time: 0.0037, Total iter time: 5.5056 [2020-11-08 18:10:01,780][root][INFO] - ===> Epoch[780](3907/5): Loss -0.7942, Sem 0.0653, dir -0.9783, norm 0.1188, swav 0.0000 LR: 2.542e-02 Score 97.622 Data time: 0.2388, Forward time: 2.3533, Backward time: 3.2727, DDP time: 0.0037, Total iter time: 5.1125 [2020-11-08 18:10:07,104][root][INFO] - ===> Epoch[780](3908/5): Loss -0.7979, Sem 0.0647, dir -0.9785, norm 0.1159, swav 0.0000 LR: 2.540e-02 Score 97.684 Data time: 0.1694, Forward time: 2.3516, Backward time: 3.2726, DDP time: 0.0037, Total iter time: 5.2025 [2020-11-08 18:10:13,250][root][INFO] - ===> Epoch[780](3909/5): Loss -0.7663, Sem 0.0701, dir -0.9761, norm 0.1397, swav 0.0000 LR: 2.538e-02 Score 97.578 Data time: 0.2624, Forward time: 2.3527, Backward time: 3.2719, DDP time: 0.0037, Total iter time: 6.0542 [2020-11-08 18:10:19,563][root][INFO] - ===> Epoch[780](3910/5): Loss -0.7905, Sem 0.0645, dir -0.9745, norm 0.1195, swav 0.0000 LR: 2.536e-02 Score 97.681 Data time: 0.1841, Forward time: 2.3521, Backward time: 3.2731, DDP time: 0.0037, Total iter time: 6.1706 [2020-11-08 18:10:24,988][root][INFO] - ===> Epoch[781](3911/5): Loss -0.7844, Sem 0.0724, dir -0.9791, norm 0.1223, swav 0.0000 LR: 2.534e-02 Score 97.435 Data time: 0.2508, Forward time: 2.3530, Backward time: 3.2708, DDP time: 0.0037, Total iter time: 5.3079 [2020-11-08 18:10:30,375][root][INFO] - ===> Epoch[781](3912/5): Loss -0.8097, Sem 0.0566, dir -0.9778, norm 0.1115, swav 0.0000 LR: 2.532e-02 Score 98.004 Data time: 0.2269, Forward time: 2.3534, Backward time: 3.2688, DDP time: 0.0037, Total iter time: 5.2688 [2020-11-08 18:10:37,959][root][INFO] - ===> Epoch[781](3913/5): Loss -0.7753, Sem 0.0688, dir -0.9784, norm 0.1344, swav 0.0000 LR: 2.530e-02 Score 97.532 Data time: 0.1775, Forward time: 2.3523, Backward time: 3.2735, DDP time: 0.0037, Total iter time: 7.4573 [2020-11-08 18:10:43,542][root][INFO] - ===> Epoch[781](3914/5): Loss -0.7901, Sem 0.0621, dir -0.9739, norm 0.1217, swav 0.0000 LR: 2.528e-02 Score 97.780 Data time: 0.1548, Forward time: 2.3506, Backward time: 3.2742, DDP time: 0.0037, Total iter time: 5.4875 [2020-11-08 18:10:49,682][root][INFO] - ===> Epoch[781](3915/5): Loss -0.7883, Sem 0.0611, dir -0.9752, norm 0.1258, swav 0.0000 LR: 2.526e-02 Score 97.819 Data time: 0.2456, Forward time: 2.3509, Backward time: 3.2742, DDP time: 0.0037, Total iter time: 6.0560 [2020-11-08 18:10:56,055][root][INFO] - ===> Epoch[782](3916/5): Loss -0.8008, Sem 0.0621, dir -0.9798, norm 0.1170, swav 0.0000 LR: 2.524e-02 Score 97.845 Data time: 0.1828, Forward time: 2.3498, Backward time: 3.2760, DDP time: 0.0037, Total iter time: 6.2544 [2020-11-08 18:11:02,434][root][INFO] - ===> Epoch[782](3917/5): Loss -0.7975, Sem 0.0655, dir -0.9784, norm 0.1154, swav 0.0000 LR: 2.521e-02 Score 97.647 Data time: 0.1225, Forward time: 2.3475, Backward time: 3.2796, DDP time: 0.0037, Total iter time: 6.2935 [2020-11-08 18:11:08,779][root][INFO] - ===> Epoch[782](3918/5): Loss -0.7895, Sem 0.0665, dir -0.9773, norm 0.1213, swav 0.0000 LR: 2.519e-02 Score 97.635 Data time: 0.1741, Forward time: 2.3460, Backward time: 3.2820, DDP time: 0.0037, Total iter time: 6.2864 [2020-11-08 18:11:14,648][root][INFO] - ===> Epoch[782](3919/5): Loss -0.7923, Sem 0.0620, dir -0.9760, norm 0.1217, swav 0.0000 LR: 2.517e-02 Score 97.796 Data time: 0.2793, Forward time: 2.3459, Backward time: 3.2816, DDP time: 0.0037, Total iter time: 5.7854 [2020-11-08 18:11:20,958][root][INFO] - ===> Epoch[782](3920/5): Loss -0.7797, Sem 0.0680, dir -0.9761, norm 0.1284, swav 0.0000 LR: 2.515e-02 Score 97.578 Data time: 0.2752, Forward time: 2.3476, Backward time: 3.2806, DDP time: 0.0037, Total iter time: 6.1939 [2020-11-08 18:11:26,709][root][INFO] - ===> Epoch[783](3921/5): Loss -0.7793, Sem 0.0736, dir -0.9736, norm 0.1207, swav 0.0000 LR: 2.513e-02 Score 97.435 Data time: 0.1461, Forward time: 2.3459, Backward time: 3.2815, DDP time: 0.0037, Total iter time: 5.5964 [2020-11-08 18:11:32,947][root][INFO] - ===> Epoch[783](3922/5): Loss -0.7994, Sem 0.0620, dir -0.9763, norm 0.1149, swav 0.0000 LR: 2.511e-02 Score 97.821 Data time: 0.2422, Forward time: 2.3454, Backward time: 3.2824, DDP time: 0.0037, Total iter time: 6.1334 [2020-11-08 18:11:41,611][root][INFO] - ===> Epoch[783](3923/5): Loss -0.8096, Sem 0.0611, dir -0.9799, norm 0.1092, swav 0.0000 LR: 2.509e-02 Score 97.772 Data time: 0.4030, Forward time: 2.3487, Backward time: 3.2849, DDP time: 0.0037, Total iter time: 8.5540 [2020-11-08 18:11:47,010][root][INFO] - ===> Epoch[783](3924/5): Loss -0.7803, Sem 0.0638, dir -0.9762, norm 0.1321, swav 0.0000 LR: 2.507e-02 Score 97.740 Data time: 0.2566, Forward time: 2.3497, Backward time: 3.2824, DDP time: 0.0037, Total iter time: 5.2574 [2020-11-08 18:11:52,854][root][INFO] - ===> Epoch[783](3925/5): Loss -0.7854, Sem 0.0620, dir -0.9791, norm 0.1317, swav 0.0000 LR: 2.505e-02 Score 97.795 Data time: 0.1903, Forward time: 2.3492, Backward time: 3.2824, DDP time: 0.0037, Total iter time: 5.7222 [2020-11-08 18:11:58,616][root][INFO] - ===> Epoch[784](3926/5): Loss -0.8101, Sem 0.0616, dir -0.9793, norm 0.1076, swav 0.0000 LR: 2.503e-02 Score 97.789 Data time: 0.1460, Forward time: 2.3473, Backward time: 3.2838, DDP time: 0.0037, Total iter time: 5.6637 [2020-11-08 18:12:03,918][root][INFO] - ===> Epoch[784](3927/5): Loss -0.7731, Sem 0.0716, dir -0.9762, norm 0.1315, swav 0.0000 LR: 2.500e-02 Score 97.401 Data time: 0.2123, Forward time: 2.3471, Backward time: 3.2824, DDP time: 0.0037, Total iter time: 5.2235 [2020-11-08 18:12:12,000][root][INFO] - ===> Epoch[784](3928/5): Loss -0.8014, Sem 0.0598, dir -0.9794, norm 0.1182, swav 0.0000 LR: 2.498e-02 Score 97.917 Data time: 0.2215, Forward time: 2.3467, Backward time: 3.2874, DDP time: 0.0037, Total iter time: 7.9828 [2020-11-08 18:12:17,404][root][INFO] - ===> Epoch[784](3929/5): Loss -0.7860, Sem 0.0647, dir -0.9773, norm 0.1266, swav 0.0000 LR: 2.496e-02 Score 97.689 Data time: 0.2470, Forward time: 2.3474, Backward time: 3.2852, DDP time: 0.0037, Total iter time: 5.3037 [2020-11-08 18:12:23,776][root][INFO] - ===> Epoch[784](3930/5): Loss -0.7901, Sem 0.0667, dir -0.9798, norm 0.1229, swav 0.0000 LR: 2.494e-02 Score 97.578 Data time: 0.2111, Forward time: 2.3461, Backward time: 3.2871, DDP time: 0.0037, Total iter time: 6.2427 [2020-11-08 18:12:30,714][root][INFO] - ===> Epoch[785](3931/5): Loss -0.7893, Sem 0.0629, dir -0.9757, norm 0.1235, swav 0.0000 LR: 2.492e-02 Score 97.742 Data time: 0.2119, Forward time: 2.3455, Backward time: 3.2897, DDP time: 0.0037, Total iter time: 6.8397 [2020-11-08 18:12:36,835][root][INFO] - ===> Epoch[785](3932/5): Loss -0.7858, Sem 0.0687, dir -0.9779, norm 0.1234, swav 0.0000 LR: 2.490e-02 Score 97.539 Data time: 0.2955, Forward time: 2.3472, Backward time: 3.2881, DDP time: 0.0037, Total iter time: 5.9960 [2020-11-08 18:12:42,136][root][INFO] - ===> Epoch[785](3933/5): Loss -0.8120, Sem 0.0597, dir -0.9798, norm 0.1081, swav 0.0000 LR: 2.488e-02 Score 97.880 Data time: 0.1972, Forward time: 2.3468, Backward time: 3.2869, DDP time: 0.0037, Total iter time: 5.1689 [2020-11-08 18:12:47,201][root][INFO] - ===> Epoch[785](3934/5): Loss -0.7998, Sem 0.0691, dir -0.9788, norm 0.1100, swav 0.0000 LR: 2.486e-02 Score 97.526 Data time: 0.2201, Forward time: 2.3466, Backward time: 3.2849, DDP time: 0.0037, Total iter time: 4.9467 [2020-11-08 18:12:53,253][root][INFO] - ===> Epoch[785](3935/5): Loss -0.7972, Sem 0.0605, dir -0.9792, norm 0.1216, swav 0.0000 LR: 2.484e-02 Score 97.854 Data time: 0.2492, Forward time: 2.3476, Backward time: 3.2839, DDP time: 0.0037, Total iter time: 5.9305 [2020-11-08 18:12:59,328][root][INFO] - ===> Epoch[786](3936/5): Loss -0.7830, Sem 0.0647, dir -0.9781, norm 0.1304, swav 0.0000 LR: 2.482e-02 Score 97.676 Data time: 0.1540, Forward time: 2.3459, Backward time: 3.2856, DDP time: 0.0037, Total iter time: 5.9465 [2020-11-08 18:13:05,286][root][INFO] - ===> Epoch[786](3937/5): Loss -0.7766, Sem 0.0703, dir -0.9776, norm 0.1308, swav 0.0000 LR: 2.479e-02 Score 97.496 Data time: 0.2369, Forward time: 2.3457, Backward time: 3.2856, DDP time: 0.0037, Total iter time: 5.8367 [2020-11-08 18:13:12,281][root][INFO] - ===> Epoch[786](3938/5): Loss -0.7999, Sem 0.0612, dir -0.9796, norm 0.1185, swav 0.0000 LR: 2.477e-02 Score 97.843 Data time: 0.3585, Forward time: 2.3478, Backward time: 3.2853, DDP time: 0.0037, Total iter time: 6.8830 [2020-11-08 18:13:18,396][root][INFO] - ===> Epoch[786](3939/5): Loss -0.8061, Sem 0.0608, dir -0.9750, norm 0.1081, swav 0.0000 LR: 2.475e-02 Score 97.821 Data time: 0.2133, Forward time: 2.3478, Backward time: 3.2855, DDP time: 0.0037, Total iter time: 5.9851 [2020-11-08 18:13:24,235][root][INFO] - ===> Epoch[786](3940/5): Loss -0.8107, Sem 0.0611, dir -0.9810, norm 0.1092, swav 0.0000 LR: 2.473e-02 Score 97.805 Data time: 0.2378, Forward time: 2.3486, Backward time: 3.2843, DDP time: 0.0037, Total iter time: 5.7179 [2020-11-08 18:13:29,310][root][INFO] - ===> Epoch[787](3941/5): Loss -0.7948, Sem 0.0630, dir -0.9788, norm 0.1210, swav 0.0000 LR: 2.471e-02 Score 97.705 Data time: 0.1964, Forward time: 2.3473, Backward time: 3.2835, DDP time: 0.0037, Total iter time: 4.9671 [2020-11-08 18:13:35,527][root][INFO] - ===> Epoch[787](3942/5): Loss -0.7845, Sem 0.0681, dir -0.9756, norm 0.1230, swav 0.0000 LR: 2.469e-02 Score 97.543 Data time: 0.1785, Forward time: 2.3460, Backward time: 3.2851, DDP time: 0.0037, Total iter time: 6.0908 [2020-11-08 18:13:42,408][root][INFO] - ===> Epoch[787](3943/5): Loss -0.8063, Sem 0.0632, dir -0.9802, norm 0.1107, swav 0.0000 LR: 2.467e-02 Score 97.728 Data time: 0.2581, Forward time: 2.3466, Backward time: 3.2862, DDP time: 0.0037, Total iter time: 6.7758 [2020-11-08 18:13:49,739][root][INFO] - ===> Epoch[787](3944/5): Loss -0.7960, Sem 0.0600, dir -0.9779, norm 0.1219, swav 0.0000 LR: 2.465e-02 Score 97.845 Data time: 0.2076, Forward time: 2.3466, Backward time: 3.2891, DDP time: 0.0037, Total iter time: 7.2103 [2020-11-08 18:13:54,737][root][INFO] - ===> Epoch[787](3945/5): Loss -0.7895, Sem 0.0652, dir -0.9791, norm 0.1244, swav 0.0000 LR: 2.463e-02 Score 97.720 Data time: 0.1722, Forward time: 2.3454, Backward time: 3.2880, DDP time: 0.0037, Total iter time: 4.8722 [2020-11-08 18:14:00,392][root][INFO] - ===> Epoch[788](3946/5): Loss -0.7752, Sem 0.0733, dir -0.9758, norm 0.1272, swav 0.0000 LR: 2.461e-02 Score 97.365 Data time: 0.2905, Forward time: 2.3454, Backward time: 3.2872, DDP time: 0.0037, Total iter time: 5.5847 [2020-11-08 18:14:05,695][root][INFO] - ===> Epoch[788](3947/5): Loss -0.8044, Sem 0.0649, dir -0.9796, norm 0.1103, swav 0.0000 LR: 2.458e-02 Score 97.664 Data time: 0.2594, Forward time: 2.3461, Backward time: 3.2849, DDP time: 0.0037, Total iter time: 5.1838 [2020-11-08 18:14:12,095][root][INFO] - ===> Epoch[788](3948/5): Loss -0.7778, Sem 0.0665, dir -0.9765, norm 0.1323, swav 0.0000 LR: 2.456e-02 Score 97.642 Data time: 0.2329, Forward time: 2.3462, Backward time: 3.2855, DDP time: 0.0037, Total iter time: 6.2808 [2020-11-08 18:14:17,751][root][INFO] - ===> Epoch[788](3949/5): Loss -0.7978, Sem 0.0596, dir -0.9770, norm 0.1196, swav 0.0000 LR: 2.454e-02 Score 97.851 Data time: 0.2324, Forward time: 2.3469, Backward time: 3.2841, DDP time: 0.0037, Total iter time: 5.5461 [2020-11-08 18:14:24,551][root][INFO] - ===> Epoch[788](3950/5): Loss -0.7846, Sem 0.0650, dir -0.9769, norm 0.1274, swav 0.0000 LR: 2.452e-02 Score 97.727 Data time: 0.1533, Forward time: 2.3457, Backward time: 3.2868, DDP time: 0.0037, Total iter time: 6.6835 [2020-11-08 18:14:29,620][root][INFO] - ===> Epoch[789](3951/5): Loss -0.7923, Sem 0.0641, dir -0.9792, norm 0.1228, swav 0.0000 LR: 2.450e-02 Score 97.705 Data time: 0.1154, Forward time: 2.3434, Backward time: 3.2875, DDP time: 0.0037, Total iter time: 4.9739 [2020-11-08 18:14:35,907][root][INFO] - ===> Epoch[789](3952/5): Loss -0.7892, Sem 0.0615, dir -0.9762, norm 0.1256, swav 0.0000 LR: 2.448e-02 Score 97.867 Data time: 0.1737, Forward time: 2.3423, Backward time: 3.2894, DDP time: 0.0037, Total iter time: 6.2795 [2020-11-08 18:14:42,999][root][INFO] - ===> Epoch[789](3953/5): Loss -0.7792, Sem 0.0671, dir -0.9753, norm 0.1290, swav 0.0000 LR: 2.446e-02 Score 97.603 Data time: 0.2558, Forward time: 2.3433, Backward time: 3.2907, DDP time: 0.0037, Total iter time: 7.0070 [2020-11-08 18:14:49,392][root][INFO] - ===> Epoch[789](3954/5): Loss -0.8112, Sem 0.0619, dir -0.9816, norm 0.1085, swav 0.0000 LR: 2.444e-02 Score 97.781 Data time: 0.2163, Forward time: 2.3434, Backward time: 3.2912, DDP time: 0.0037, Total iter time: 6.2786 [2020-11-08 18:14:56,132][root][INFO] - ===> Epoch[789](3955/5): Loss -0.7789, Sem 0.0685, dir -0.9744, norm 0.1270, swav 0.0000 LR: 2.442e-02 Score 97.572 Data time: 0.1883, Forward time: 2.3424, Backward time: 3.2937, DDP time: 0.0037, Total iter time: 6.6290 [2020-11-08 18:15:02,284][root][INFO] - ===> Epoch[790](3956/5): Loss -0.7974, Sem 0.0673, dir -0.9786, norm 0.1139, swav 0.0000 LR: 2.440e-02 Score 97.619 Data time: 0.1476, Forward time: 2.3407, Backward time: 3.2957, DDP time: 0.0037, Total iter time: 6.0807 [2020-11-08 18:15:07,752][root][INFO] - ===> Epoch[790](3957/5): Loss -0.8000, Sem 0.0626, dir -0.9802, norm 0.1175, swav 0.0000 LR: 2.437e-02 Score 97.716 Data time: 0.2104, Forward time: 2.3405, Backward time: 3.2949, DDP time: 0.0037, Total iter time: 5.4155 [2020-11-08 18:15:13,253][root][INFO] - ===> Epoch[790](3958/5): Loss -0.7956, Sem 0.0603, dir -0.9800, norm 0.1242, swav 0.0000 LR: 2.435e-02 Score 97.896 Data time: 0.2299, Forward time: 2.3408, Backward time: 3.2934, DDP time: 0.0037, Total iter time: 5.3851 [2020-11-08 18:15:21,304][root][INFO] - ===> Epoch[790](3959/5): Loss -0.7805, Sem 0.0681, dir -0.9783, norm 0.1296, swav 0.0000 LR: 2.433e-02 Score 97.581 Data time: 0.2029, Forward time: 2.3404, Backward time: 3.2980, DDP time: 0.0037, Total iter time: 7.9305 [2020-11-08 18:15:27,811][root][INFO] - ===> Epoch[790](3960/5): Loss -0.7831, Sem 0.0628, dir -0.9719, norm 0.1260, swav 0.0000 LR: 2.431e-02 Score 97.777 Data time: 0.1795, Forward time: 2.3393, Backward time: 3.3001, DDP time: 0.0037, Total iter time: 6.3974 [2020-11-08 18:15:33,945][root][INFO] - ===> Epoch[791](3961/5): Loss -0.7957, Sem 0.0684, dir -0.9786, norm 0.1146, swav 0.0000 LR: 2.429e-02 Score 97.502 Data time: 0.3217, Forward time: 2.3410, Backward time: 3.2985, DDP time: 0.0037, Total iter time: 6.0519 [2020-11-08 18:15:40,069][root][INFO] - ===> Epoch[791](3962/5): Loss -0.7717, Sem 0.0729, dir -0.9761, norm 0.1316, swav 0.0000 LR: 2.427e-02 Score 97.413 Data time: 0.3046, Forward time: 2.3429, Backward time: 3.2968, DDP time: 0.0037, Total iter time: 6.0028 [2020-11-08 18:15:45,852][root][INFO] - ===> Epoch[791](3963/5): Loss -0.8013, Sem 0.0616, dir -0.9791, norm 0.1162, swav 0.0000 LR: 2.425e-02 Score 97.759 Data time: 0.2504, Forward time: 2.3429, Backward time: 3.2961, DDP time: 0.0037, Total iter time: 5.6798 [2020-11-08 18:15:51,514][root][INFO] - ===> Epoch[791](3964/5): Loss -0.7768, Sem 0.0609, dir -0.9753, norm 0.1376, swav 0.0000 LR: 2.423e-02 Score 97.886 Data time: 0.2274, Forward time: 2.3430, Backward time: 3.2952, DDP time: 0.0037, Total iter time: 5.5467 [2020-11-08 18:15:58,017][root][INFO] - ===> Epoch[791](3965/5): Loss -0.8097, Sem 0.0611, dir -0.9791, norm 0.1083, swav 0.0000 LR: 2.421e-02 Score 97.816 Data time: 0.2028, Forward time: 2.3428, Backward time: 3.2962, DDP time: 0.0037, Total iter time: 6.3883 [2020-11-08 18:16:03,264][root][INFO] - ===> Epoch[792](3966/5): Loss -0.7937, Sem 0.0659, dir -0.9801, norm 0.1205, swav 0.0000 LR: 2.418e-02 Score 97.797 Data time: 0.1845, Forward time: 2.3420, Backward time: 3.2953, DDP time: 0.0037, Total iter time: 5.1339 [2020-11-08 18:16:08,534][root][INFO] - ===> Epoch[792](3967/5): Loss -0.7958, Sem 0.0636, dir -0.9773, norm 0.1179, swav 0.0000 LR: 2.416e-02 Score 97.710 Data time: 0.2057, Forward time: 2.3414, Backward time: 3.2941, DDP time: 0.0037, Total iter time: 5.1611 [2020-11-08 18:16:14,776][root][INFO] - ===> Epoch[792](3968/5): Loss -0.7850, Sem 0.0662, dir -0.9765, norm 0.1254, swav 0.0000 LR: 2.414e-02 Score 97.611 Data time: 0.2479, Forward time: 2.3421, Backward time: 3.2939, DDP time: 0.0037, Total iter time: 6.1404 [2020-11-08 18:16:20,442][root][INFO] - ===> Epoch[792](3969/5): Loss -0.7986, Sem 0.0620, dir -0.9788, norm 0.1182, swav 0.0000 LR: 2.412e-02 Score 97.752 Data time: 0.2098, Forward time: 2.3420, Backward time: 3.2930, DDP time: 0.0037, Total iter time: 5.5309 [2020-11-08 18:16:27,964][root][INFO] - ===> Epoch[792](3970/5): Loss -0.7952, Sem 0.0655, dir -0.9782, norm 0.1175, swav 0.0000 LR: 2.410e-02 Score 97.658 Data time: 0.2592, Forward time: 2.3435, Backward time: 3.2946, DDP time: 0.0037, Total iter time: 7.3914 [2020-11-08 18:16:33,301][root][INFO] - ===> Epoch[793](3971/5): Loss -0.7892, Sem 0.0695, dir -0.9780, norm 0.1193, swav 0.0000 LR: 2.408e-02 Score 97.514 Data time: 0.2474, Forward time: 2.3442, Backward time: 3.2923, DDP time: 0.0037, Total iter time: 5.1876 [2020-11-08 18:16:38,632][root][INFO] - ===> Epoch[793](3972/5): Loss -0.7920, Sem 0.0628, dir -0.9750, norm 0.1201, swav 0.0000 LR: 2.406e-02 Score 97.788 Data time: 0.2082, Forward time: 2.3442, Backward time: 3.2907, DDP time: 0.0037, Total iter time: 5.2140 [2020-11-08 18:16:44,254][root][INFO] - ===> Epoch[793](3973/5): Loss -0.7892, Sem 0.0698, dir -0.9786, norm 0.1197, swav 0.0000 LR: 2.404e-02 Score 97.484 Data time: 0.2797, Forward time: 2.3452, Backward time: 3.2887, DDP time: 0.0037, Total iter time: 5.5022 [2020-11-08 18:16:50,045][root][INFO] - ===> Epoch[793](3974/5): Loss -0.7865, Sem 0.0676, dir -0.9784, norm 0.1242, swav 0.0000 LR: 2.402e-02 Score 97.555 Data time: 0.2230, Forward time: 2.3454, Backward time: 3.2881, DDP time: 0.0037, Total iter time: 5.6770 [2020-11-08 18:16:56,970][root][INFO] - ===> Epoch[793](3975/5): Loss -0.7927, Sem 0.0607, dir -0.9767, norm 0.1234, swav 0.0000 LR: 2.399e-02 Score 97.838 Data time: 0.2265, Forward time: 2.3454, Backward time: 3.2899, DDP time: 0.0037, Total iter time: 6.8227 [2020-11-08 18:17:03,178][root][INFO] - ===> Epoch[794](3976/5): Loss -0.7896, Sem 0.0659, dir -0.9795, norm 0.1240, swav 0.0000 LR: 2.397e-02 Score 97.630 Data time: 0.1879, Forward time: 2.3449, Backward time: 3.2907, DDP time: 0.0037, Total iter time: 6.0674 [2020-11-08 18:17:08,546][root][INFO] - ===> Epoch[794](3977/5): Loss -0.7835, Sem 0.0721, dir -0.9781, norm 0.1225, swav 0.0000 LR: 2.395e-02 Score 97.505 Data time: 0.2308, Forward time: 2.3448, Backward time: 3.2893, DDP time: 0.0037, Total iter time: 5.2553 [2020-11-08 18:17:14,206][root][INFO] - ===> Epoch[794](3978/5): Loss -0.7938, Sem 0.0610, dir -0.9774, norm 0.1226, swav 0.0000 LR: 2.393e-02 Score 97.867 Data time: 0.1798, Forward time: 2.3438, Backward time: 3.2897, DDP time: 0.0037, Total iter time: 5.5645 [2020-11-08 18:17:21,683][root][INFO] - ===> Epoch[794](3979/5): Loss -0.7922, Sem 0.0650, dir -0.9761, norm 0.1189, swav 0.0000 LR: 2.391e-02 Score 97.682 Data time: 0.2064, Forward time: 2.3432, Backward time: 3.2932, DDP time: 0.0037, Total iter time: 7.3868 [2020-11-08 18:17:28,468][root][INFO] - ===> Epoch[794](3980/5): Loss -0.7697, Sem 0.0686, dir -0.9758, norm 0.1374, swav 0.0000 LR: 2.389e-02 Score 97.549 Data time: 0.2506, Forward time: 2.3439, Backward time: 3.2939, DDP time: 0.0037, Total iter time: 6.6712 [2020-11-08 18:17:35,055][root][INFO] - ===> Epoch[795](3981/5): Loss -0.7915, Sem 0.0673, dir -0.9773, norm 0.1185, swav 0.0000 LR: 2.387e-02 Score 97.524 Data time: 0.1581, Forward time: 2.3426, Backward time: 3.2962, DDP time: 0.0037, Total iter time: 6.4446 [2020-11-08 18:17:40,253][root][INFO] - ===> Epoch[795](3982/5): Loss -0.7792, Sem 0.0732, dir -0.9761, norm 0.1237, swav 0.0000 LR: 2.385e-02 Score 97.441 Data time: 0.2054, Forward time: 2.3427, Backward time: 3.2945, DDP time: 0.0037, Total iter time: 5.0839 [2020-11-08 18:17:45,183][root][INFO] - ===> Epoch[795](3983/5): Loss -0.7940, Sem 0.0601, dir -0.9793, norm 0.1252, swav 0.0000 LR: 2.383e-02 Score 97.843 Data time: 0.2466, Forward time: 2.3431, Backward time: 3.2919, DDP time: 0.0037, Total iter time: 4.8074 [2020-11-08 18:17:50,616][root][INFO] - ===> Epoch[795](3984/5): Loss -0.7905, Sem 0.0643, dir -0.9776, norm 0.1228, swav 0.0000 LR: 2.381e-02 Score 97.708 Data time: 0.2760, Forward time: 2.3440, Backward time: 3.2897, DDP time: 0.0037, Total iter time: 5.3181 [2020-11-08 18:17:57,053][root][INFO] - ===> Epoch[795](3985/5): Loss -0.7859, Sem 0.0633, dir -0.9775, norm 0.1284, swav 0.0000 LR: 2.378e-02 Score 97.725 Data time: 0.1774, Forward time: 2.3433, Backward time: 3.2912, DDP time: 0.0037, Total iter time: 6.3069 [2020-11-08 18:18:03,079][root][INFO] - ===> Epoch[796](3986/5): Loss -0.7730, Sem 0.0641, dir -0.9783, norm 0.1412, swav 0.0000 LR: 2.376e-02 Score 97.750 Data time: 0.1807, Forward time: 2.3421, Backward time: 3.2924, DDP time: 0.0037, Total iter time: 5.9312 [2020-11-08 18:18:09,886][root][INFO] - ===> Epoch[796](3987/5): Loss -0.7601, Sem 0.0698, dir -0.9718, norm 0.1418, swav 0.0000 LR: 2.374e-02 Score 97.543 Data time: 0.2405, Forward time: 2.3419, Backward time: 3.2940, DDP time: 0.0037, Total iter time: 6.7098 [2020-11-08 18:18:16,316][root][INFO] - ===> Epoch[796](3988/5): Loss -0.8000, Sem 0.0656, dir -0.9814, norm 0.1158, swav 0.0000 LR: 2.372e-02 Score 97.637 Data time: 0.3519, Forward time: 2.3437, Backward time: 3.2929, DDP time: 0.0037, Total iter time: 6.3246 [2020-11-08 18:18:21,995][root][INFO] - ===> Epoch[796](3989/5): Loss -0.7943, Sem 0.0626, dir -0.9751, norm 0.1182, swav 0.0000 LR: 2.370e-02 Score 97.816 Data time: 0.1585, Forward time: 2.3427, Backward time: 3.2932, DDP time: 0.0037, Total iter time: 5.5222 [2020-11-08 18:18:27,196][root][INFO] - ===> Epoch[796](3990/5): Loss -0.7991, Sem 0.0673, dir -0.9813, norm 0.1149, swav 0.0000 LR: 2.368e-02 Score 97.591 Data time: 0.2032, Forward time: 2.3417, Backward time: 3.2926, DDP time: 0.0037, Total iter time: 5.1405 [2020-11-08 18:18:33,861][root][INFO] - ===> Epoch[797](3991/5): Loss -0.7930, Sem 0.0629, dir -0.9783, norm 0.1225, swav 0.0000 LR: 2.366e-02 Score 97.804 Data time: 0.3681, Forward time: 2.3438, Backward time: 3.2915, DDP time: 0.0037, Total iter time: 6.5348 [2020-11-08 18:18:38,530][root][INFO] - ===> Epoch[797](3992/5): Loss -0.7884, Sem 0.0682, dir -0.9765, norm 0.1200, swav 0.0000 LR: 2.364e-02 Score 97.520 Data time: 0.1845, Forward time: 2.3430, Backward time: 3.2894, DDP time: 0.0037, Total iter time: 4.5404 [2020-11-08 18:18:44,555][root][INFO] - ===> Epoch[797](3993/5): Loss -0.8021, Sem 0.0598, dir -0.9788, norm 0.1169, swav 0.0000 LR: 2.361e-02 Score 97.825 Data time: 0.3029, Forward time: 2.3445, Backward time: 3.2879, DDP time: 0.0037, Total iter time: 5.9421 [2020-11-08 18:18:50,661][root][INFO] - ===> Epoch[797](3994/5): Loss -0.7849, Sem 0.0679, dir -0.9776, norm 0.1249, swav 0.0000 LR: 2.359e-02 Score 97.571 Data time: 0.2030, Forward time: 2.3439, Backward time: 3.2886, DDP time: 0.0037, Total iter time: 5.9797 [2020-11-08 18:18:57,584][root][INFO] - ===> Epoch[797](3995/5): Loss -0.7850, Sem 0.0628, dir -0.9729, norm 0.1251, swav 0.0000 LR: 2.357e-02 Score 97.756 Data time: 0.2362, Forward time: 2.3444, Backward time: 3.2898, DDP time: 0.0037, Total iter time: 6.8263 [2020-11-08 18:19:03,390][root][INFO] - ===> Epoch[798](3996/5): Loss -0.8031, Sem 0.0609, dir -0.9791, norm 0.1151, swav 0.0000 LR: 2.355e-02 Score 97.808 Data time: 0.2111, Forward time: 2.3439, Backward time: 3.2897, DDP time: 0.0037, Total iter time: 5.6631 [2020-11-08 18:19:08,373][root][INFO] - ===> Epoch[798](3997/5): Loss -0.7852, Sem 0.0648, dir -0.9755, norm 0.1255, swav 0.0000 LR: 2.353e-02 Score 97.734 Data time: 0.2601, Forward time: 2.3436, Backward time: 3.2879, DDP time: 0.0037, Total iter time: 4.8757 [2020-11-08 18:19:15,010][root][INFO] - ===> Epoch[798](3998/5): Loss -0.7889, Sem 0.0655, dir -0.9769, norm 0.1225, swav 0.0000 LR: 2.351e-02 Score 97.600 Data time: 0.2561, Forward time: 2.3440, Backward time: 3.2886, DDP time: 0.0037, Total iter time: 6.5399 [2020-11-08 18:19:20,754][root][INFO] - ===> Epoch[798](3999/5): Loss -0.7906, Sem 0.0634, dir -0.9785, norm 0.1245, swav 0.0000 LR: 2.349e-02 Score 97.747 Data time: 0.1894, Forward time: 2.3430, Backward time: 3.2890, DDP time: 0.0037, Total iter time: 5.6141 [2020-11-08 18:19:27,275][root][INFO] - ===> Epoch[798](4000/5): Loss -0.7940, Sem 0.0643, dir -0.9769, norm 0.1186, swav 0.0000 LR: 2.347e-02 Score 97.683 Data time: 0.2182, Forward time: 2.3424, Backward time: 3.2905, DDP time: 0.0037, Total iter time: 6.4074 [2020-11-08 18:19:28,144][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 18:19:28,385][root][INFO] - ===> Start testing [2020-11-08 18:21:00,586][root][INFO] - 101/312: Data time: 0.0067, Iter time: 0.3898 Loss 0.170 (AVG: 0.844) Score 95.112 (AVG: 86.043) mIOU 63.561 mAP 71.123 mAcc 72.352 IOU: 80.742 95.879 45.618 77.644 89.842 78.981 64.538 57.110 57.786 59.969 29.918 52.106 46.247 60.113 29.590 65.516 93.324 63.077 90.093 33.130 mAP: 81.121 96.176 61.282 76.053 87.253 79.971 72.461 67.949 59.456 53.799 48.183 57.552 62.673 67.944 55.005 84.944 94.867 82.951 77.196 55.626 mAcc: 94.930 98.911 61.652 82.827 94.046 92.627 79.747 70.528 68.727 66.244 35.268 65.473 71.712 72.877 32.106 67.097 94.458 67.922 92.782 37.099 [2020-11-08 18:22:36,088][root][INFO] - 201/312: Data time: 0.0075, Iter time: 0.2054 Loss 1.257 (AVG: 0.814) Score 84.401 (AVG: 86.449) mIOU 63.872 mAP 69.780 mAcc 72.602 IOU: 80.807 96.201 51.195 76.020 89.093 80.568 66.794 54.297 56.718 62.571 26.493 59.131 52.397 56.009 27.608 56.230 94.030 65.560 89.665 36.054 mAP: 77.842 95.898 61.103 72.875 88.676 77.123 68.366 63.380 61.975 66.791 42.475 52.714 62.640 64.588 44.157 82.751 96.440 80.838 80.400 54.566 mAcc: 94.651 98.859 64.552 83.436 93.998 91.404 81.311 68.549 67.981 70.191 31.949 75.824 74.925 64.873 30.211 60.096 95.227 70.469 93.155 40.378 [2020-11-08 18:24:16,246][root][INFO] - 301/312: Data time: 0.0081, Iter time: 0.3618 Loss 0.464 (AVG: 0.856) Score 92.602 (AVG: 86.145) mIOU 63.649 mAP 69.965 mAcc 72.868 IOU: 81.045 96.194 52.278 74.298 88.352 79.616 66.487 55.619 57.150 68.306 29.612 56.724 51.561 53.044 34.902 52.602 92.213 63.578 89.913 29.487 mAP: 78.824 95.821 61.699 72.143 88.873 78.791 68.119 66.227 60.879 64.517 46.961 54.054 64.511 62.146 41.333 81.189 96.722 81.417 81.069 54.011 mAcc: 94.937 98.815 69.390 81.069 93.281 91.536 80.478 68.566 68.909 77.479 36.376 75.259 76.011 61.705 36.985 57.342 93.898 69.445 93.025 32.860 [2020-11-08 18:24:25,885][root][INFO] - 312/312: Data time: 0.0026, Iter time: 0.1734 Loss 0.114 (AVG: 0.849) Score 96.202 (AVG: 86.276) mIOU 64.077 mAP 70.382 mAcc 73.262 IOU: 81.159 96.124 53.055 74.486 88.489 79.666 67.219 55.295 57.688 68.135 29.644 57.780 52.218 54.956 36.888 53.331 92.165 63.741 90.115 29.392 mAP: 78.942 95.680 62.651 72.703 88.823 78.526 68.753 66.574 61.198 64.335 47.543 54.698 64.777 62.894 44.112 81.655 96.739 81.661 81.670 53.712 mAcc: 94.948 98.807 69.893 80.965 93.338 91.521 80.980 68.485 69.358 77.851 36.335 75.796 76.422 63.528 38.984 58.107 93.947 69.968 93.199 32.801 [2020-11-08 18:24:25,886][root][INFO] - Finished test. Elapsed time: 297.4997 [2020-11-08 18:24:38,658][root][INFO] - [2020-11-08 18:24:38,658][root][INFO] - ################################################################ [2020-11-08 18:24:38,658][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 18:24:38,658][root][INFO] - ################################################################ [2020-11-08 18:24:38,658][root][INFO] - cabinet : 0.222 0.416 0.620 [2020-11-08 18:24:38,659][root][INFO] - bed : 0.354 0.726 0.801 [2020-11-08 18:24:38,659][root][INFO] - chair : 0.689 0.839 0.891 [2020-11-08 18:24:38,659][root][INFO] - sofa : 0.424 0.642 0.834 [2020-11-08 18:24:38,659][root][INFO] - table : 0.410 0.606 0.718 [2020-11-08 18:24:38,659][root][INFO] - door : 0.225 0.424 0.560 [2020-11-08 18:24:38,659][root][INFO] - window : 0.105 0.244 0.428 [2020-11-08 18:24:38,659][root][INFO] - bookshelf : 0.160 0.454 0.748 [2020-11-08 18:24:38,659][root][INFO] - picture : 0.168 0.302 0.366 [2020-11-08 18:24:38,659][root][INFO] - counter : 0.028 0.096 0.538 [2020-11-08 18:24:38,659][root][INFO] - desk : 0.065 0.249 0.685 [2020-11-08 18:24:38,659][root][INFO] - curtain : 0.166 0.283 0.454 [2020-11-08 18:24:38,659][root][INFO] - refrigerator : 0.246 0.295 0.295 [2020-11-08 18:24:38,659][root][INFO] - shower curtain : 0.379 0.570 0.642 [2020-11-08 18:24:38,659][root][INFO] - toilet : 0.844 0.982 0.982 [2020-11-08 18:24:38,659][root][INFO] - sink : 0.252 0.659 0.840 [2020-11-08 18:24:38,659][root][INFO] - bathtub : 0.667 0.774 0.871 [2020-11-08 18:24:38,659][root][INFO] - otherfurniture : 0.259 0.369 0.537 [2020-11-08 18:24:38,659][root][INFO] - ---------------------------------------------------------------- [2020-11-08 18:24:38,659][root][INFO] - average : 0.315 0.496 0.656 [2020-11-08 18:24:38,659][root][INFO] - [2020-11-08 18:24:38,882][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 18:24:39,524][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 18:24:39,731][root][INFO] - Current best mIoU: 64.077 at iter 4000 [2020-11-08 18:24:45,387][root][INFO] - ===> Epoch[799](4001/5): Loss -0.7983, Sem 0.0619, dir -0.9768, norm 0.1166, swav 0.0000 LR: 2.345e-02 Score 97.792 Data time: 0.2826, Forward time: 2.3431, Backward time: 3.2891, DDP time: 0.0037, Total iter time: 5.6496 [2020-11-08 18:24:51,483][root][INFO] - ===> Epoch[799](4002/5): Loss -0.7674, Sem 0.0740, dir -0.9766, norm 0.1352, swav 0.0000 LR: 2.342e-02 Score 97.365 Data time: 0.2303, Forward time: 2.3433, Backward time: 3.2890, DDP time: 0.0037, Total iter time: 5.9630 [2020-11-08 18:24:56,460][root][INFO] - ===> Epoch[799](4003/5): Loss -0.8034, Sem 0.0630, dir -0.9806, norm 0.1143, swav 0.0000 LR: 2.340e-02 Score 97.747 Data time: 0.1826, Forward time: 2.3426, Backward time: 3.2877, DDP time: 0.0037, Total iter time: 4.8545 [2020-11-08 18:25:01,591][root][INFO] - ===> Epoch[799](4004/5): Loss -0.7818, Sem 0.0665, dir -0.9776, norm 0.1293, swav 0.0000 LR: 2.338e-02 Score 97.616 Data time: 0.1279, Forward time: 2.3406, Backward time: 3.2882, DDP time: 0.0037, Total iter time: 5.0100 [2020-11-08 18:25:07,820][root][INFO] - ===> Epoch[799](4005/5): Loss -0.7907, Sem 0.0629, dir -0.9757, norm 0.1221, swav 0.0000 LR: 2.336e-02 Score 97.752 Data time: 0.2770, Forward time: 2.3416, Backward time: 3.2875, DDP time: 0.0037, Total iter time: 6.1365 [2020-11-08 18:25:12,747][root][INFO] - ===> Epoch[800](4006/5): Loss -0.8001, Sem 0.0666, dir -0.9784, norm 0.1117, swav 0.0000 LR: 2.334e-02 Score 97.646 Data time: 0.2220, Forward time: 2.3420, Backward time: 3.2850, DDP time: 0.0037, Total iter time: 4.7849 [2020-11-08 18:25:17,514][root][INFO] - ===> Epoch[800](4007/5): Loss -0.7990, Sem 0.0598, dir -0.9792, norm 0.1204, swav 0.0000 LR: 2.332e-02 Score 97.795 Data time: 0.1930, Forward time: 2.3416, Backward time: 3.2831, DDP time: 0.0037, Total iter time: 4.6300 [2020-11-08 18:25:22,614][root][INFO] - ===> Epoch[800](4008/5): Loss -0.8032, Sem 0.0658, dir -0.9765, norm 0.1075, swav 0.0000 LR: 2.330e-02 Score 97.604 Data time: 0.2475, Forward time: 2.3416, Backward time: 3.2812, DDP time: 0.0037, Total iter time: 4.9796 [2020-11-08 18:25:28,773][root][INFO] - ===> Epoch[800](4009/5): Loss -0.7723, Sem 0.0651, dir -0.9764, norm 0.1390, swav 0.0000 LR: 2.328e-02 Score 97.681 Data time: 0.2833, Forward time: 2.3431, Backward time: 3.2800, DDP time: 0.0037, Total iter time: 6.0505 [2020-11-08 18:25:34,616][root][INFO] - ===> Epoch[800](4010/5): Loss -0.8001, Sem 0.0628, dir -0.9773, norm 0.1143, swav 0.0000 LR: 2.326e-02 Score 97.776 Data time: 0.2272, Forward time: 2.3435, Backward time: 3.2792, DDP time: 0.0037, Total iter time: 5.7114 [2020-11-08 18:25:40,244][root][INFO] - ===> Epoch[801](4011/5): Loss -0.7887, Sem 0.0608, dir -0.9753, norm 0.1258, swav 0.0000 LR: 2.323e-02 Score 97.822 Data time: 0.2571, Forward time: 2.3446, Backward time: 3.2774, DDP time: 0.0037, Total iter time: 5.5060 [2020-11-08 18:25:47,237][root][INFO] - ===> Epoch[801](4012/5): Loss -0.7986, Sem 0.0569, dir -0.9771, norm 0.1215, swav 0.0000 LR: 2.321e-02 Score 97.999 Data time: 0.2049, Forward time: 2.3443, Backward time: 3.2795, DDP time: 0.0037, Total iter time: 6.8708 [2020-11-08 18:25:53,490][root][INFO] - ===> Epoch[801](4013/5): Loss -0.7959, Sem 0.0629, dir -0.9802, norm 0.1215, swav 0.0000 LR: 2.319e-02 Score 97.717 Data time: 0.2238, Forward time: 2.3444, Backward time: 3.2798, DDP time: 0.0037, Total iter time: 6.1344 [2020-11-08 18:25:59,062][root][INFO] - ===> Epoch[801](4014/5): Loss -0.7762, Sem 0.0692, dir -0.9771, norm 0.1317, swav 0.0000 LR: 2.317e-02 Score 97.517 Data time: 0.1881, Forward time: 2.3435, Backward time: 3.2798, DDP time: 0.0037, Total iter time: 5.4212 [2020-11-08 18:26:04,336][root][INFO] - ===> Epoch[801](4015/5): Loss -0.7887, Sem 0.0711, dir -0.9799, norm 0.1201, swav 0.0000 LR: 2.315e-02 Score 97.483 Data time: 0.2544, Forward time: 2.3438, Backward time: 3.2780, DDP time: 0.0037, Total iter time: 5.1675 [2020-11-08 18:26:10,663][root][INFO] - ===> Epoch[802](4016/5): Loss -0.7834, Sem 0.0654, dir -0.9769, norm 0.1281, swav 0.0000 LR: 2.313e-02 Score 97.680 Data time: 0.2217, Forward time: 2.3440, Backward time: 3.2783, DDP time: 0.0037, Total iter time: 6.2177 [2020-11-08 18:26:16,759][root][INFO] - ===> Epoch[802](4017/5): Loss -0.8171, Sem 0.0561, dir -0.9825, norm 0.1094, swav 0.0000 LR: 2.311e-02 Score 98.016 Data time: 0.2005, Forward time: 2.3436, Backward time: 3.2789, DDP time: 0.0037, Total iter time: 5.9619 [2020-11-08 18:26:23,140][root][INFO] - ===> Epoch[802](4018/5): Loss -0.7915, Sem 0.0654, dir -0.9759, norm 0.1190, swav 0.0000 LR: 2.309e-02 Score 97.634 Data time: 0.2807, Forward time: 2.3448, Backward time: 3.2783, DDP time: 0.0037, Total iter time: 6.2710 [2020-11-08 18:26:28,784][root][INFO] - ===> Epoch[802](4019/5): Loss -0.8056, Sem 0.0640, dir -0.9808, norm 0.1113, swav 0.0000 LR: 2.306e-02 Score 97.733 Data time: 0.2717, Forward time: 2.3456, Backward time: 3.2766, DDP time: 0.0037, Total iter time: 5.5044 [2020-11-08 18:26:34,815][root][INFO] - ===> Epoch[802](4020/5): Loss -0.7726, Sem 0.0686, dir -0.9756, norm 0.1344, swav 0.0000 LR: 2.304e-02 Score 97.580 Data time: 0.2786, Forward time: 2.3468, Backward time: 3.2754, DDP time: 0.0037, Total iter time: 5.9234 [2020-11-08 18:26:39,128][root][INFO] - ===> Epoch[803](4021/5): Loss -0.7823, Sem 0.0630, dir -0.9772, norm 0.1319, swav 0.0000 LR: 2.302e-02 Score 97.777 Data time: 0.1954, Forward time: 2.3461, Backward time: 3.2729, DDP time: 0.0037, Total iter time: 4.1895 [2020-11-08 18:26:45,808][root][INFO] - ===> Epoch[803](4022/5): Loss -0.7926, Sem 0.0626, dir -0.9739, norm 0.1187, swav 0.0000 LR: 2.300e-02 Score 97.781 Data time: 0.2126, Forward time: 2.3457, Backward time: 3.2745, DDP time: 0.0037, Total iter time: 6.5811 [2020-11-08 18:26:52,172][root][INFO] - ===> Epoch[803](4023/5): Loss -0.8093, Sem 0.0608, dir -0.9814, norm 0.1113, swav 0.0000 LR: 2.298e-02 Score 97.823 Data time: 0.2470, Forward time: 2.3461, Backward time: 3.2746, DDP time: 0.0037, Total iter time: 6.2326 [2020-11-08 18:26:58,283][root][INFO] - ===> Epoch[803](4024/5): Loss -0.7795, Sem 0.0703, dir -0.9768, norm 0.1271, swav 0.0000 LR: 2.296e-02 Score 97.536 Data time: 0.3691, Forward time: 2.3476, Backward time: 3.2731, DDP time: 0.0037, Total iter time: 5.9776 [2020-11-08 18:27:04,011][root][INFO] - ===> Epoch[803](4025/5): Loss -0.8056, Sem 0.0622, dir -0.9798, norm 0.1120, swav 0.0000 LR: 2.294e-02 Score 97.798 Data time: 0.2606, Forward time: 2.3487, Backward time: 3.2714, DDP time: 0.0037, Total iter time: 5.5733 [2020-11-08 18:27:09,036][root][INFO] - ===> Epoch[804](4026/5): Loss -0.7817, Sem 0.0682, dir -0.9761, norm 0.1263, swav 0.0000 LR: 2.292e-02 Score 97.587 Data time: 0.2284, Forward time: 2.3490, Backward time: 3.2692, DDP time: 0.0037, Total iter time: 4.8871 [2020-11-08 18:27:15,780][root][INFO] - ===> Epoch[804](4027/5): Loss -0.8010, Sem 0.0539, dir -0.9750, norm 0.1200, swav 0.0000 LR: 2.290e-02 Score 98.058 Data time: 0.1557, Forward time: 2.3477, Backward time: 3.2718, DDP time: 0.0037, Total iter time: 6.6361 [2020-11-08 18:27:21,166][root][INFO] - ===> Epoch[804](4028/5): Loss -0.7954, Sem 0.0677, dir -0.9794, norm 0.1164, swav 0.0000 LR: 2.287e-02 Score 97.579 Data time: 0.2336, Forward time: 2.3484, Backward time: 3.2701, DDP time: 0.0037, Total iter time: 5.3080 [2020-11-08 18:27:27,700][root][INFO] - ===> Epoch[804](4029/5): Loss -0.7942, Sem 0.0654, dir -0.9778, norm 0.1181, swav 0.0000 LR: 2.285e-02 Score 97.680 Data time: 0.2235, Forward time: 2.3485, Backward time: 3.2708, DDP time: 0.0037, Total iter time: 6.4047 [2020-11-08 18:27:32,805][root][INFO] - ===> Epoch[804](4030/5): Loss -0.8140, Sem 0.0607, dir -0.9817, norm 0.1071, swav 0.0000 LR: 2.283e-02 Score 97.810 Data time: 0.2162, Forward time: 2.3482, Backward time: 3.2695, DDP time: 0.0037, Total iter time: 4.9820 [2020-11-08 18:27:38,529][root][INFO] - ===> Epoch[805](4031/5): Loss -0.7839, Sem 0.0656, dir -0.9786, norm 0.1290, swav 0.0000 LR: 2.281e-02 Score 97.648 Data time: 0.2661, Forward time: 2.3489, Backward time: 3.2682, DDP time: 0.0037, Total iter time: 5.6008 [2020-11-08 18:27:43,743][root][INFO] - ===> Epoch[805](4032/5): Loss -0.8157, Sem 0.0582, dir -0.9825, norm 0.1085, swav 0.0000 LR: 2.279e-02 Score 97.927 Data time: 0.2083, Forward time: 2.3492, Backward time: 3.2664, DDP time: 0.0037, Total iter time: 5.0903 [2020-11-08 18:27:50,015][root][INFO] - ===> Epoch[805](4033/5): Loss -0.8061, Sem 0.0585, dir -0.9803, norm 0.1157, swav 0.0000 LR: 2.277e-02 Score 97.950 Data time: 0.1363, Forward time: 2.3476, Backward time: 3.2687, DDP time: 0.0037, Total iter time: 6.1499 [2020-11-08 18:27:55,158][root][INFO] - ===> Epoch[805](4034/5): Loss -0.7874, Sem 0.0671, dir -0.9759, norm 0.1215, swav 0.0000 LR: 2.275e-02 Score 97.557 Data time: 0.2325, Forward time: 2.3480, Backward time: 3.2668, DDP time: 0.0037, Total iter time: 5.0714 [2020-11-08 18:28:00,587][root][INFO] - ===> Epoch[805](4035/5): Loss -0.7960, Sem 0.0637, dir -0.9758, norm 0.1161, swav 0.0000 LR: 2.273e-02 Score 97.686 Data time: 0.1899, Forward time: 2.3477, Backward time: 3.2661, DDP time: 0.0037, Total iter time: 5.3100 [2020-11-08 18:28:05,328][root][INFO] - ===> Epoch[806](4036/5): Loss -0.8125, Sem 0.0569, dir -0.9808, norm 0.1114, swav 0.0000 LR: 2.270e-02 Score 97.950 Data time: 0.2123, Forward time: 2.3476, Backward time: 3.2639, DDP time: 0.0037, Total iter time: 4.6150 [2020-11-08 18:28:11,581][root][INFO] - ===> Epoch[806](4037/5): Loss -0.7978, Sem 0.0614, dir -0.9792, norm 0.1200, swav 0.0000 LR: 2.268e-02 Score 97.802 Data time: 0.1633, Forward time: 2.3464, Backward time: 3.2655, DDP time: 0.0037, Total iter time: 6.1335 [2020-11-08 18:28:17,709][root][INFO] - ===> Epoch[806](4038/5): Loss -0.7986, Sem 0.0676, dir -0.9805, norm 0.1143, swav 0.0000 LR: 2.266e-02 Score 97.572 Data time: 0.2379, Forward time: 2.3467, Backward time: 3.2654, DDP time: 0.0037, Total iter time: 6.0387 [2020-11-08 18:28:22,830][root][INFO] - ===> Epoch[806](4039/5): Loss -0.8032, Sem 0.0594, dir -0.9753, norm 0.1127, swav 0.0000 LR: 2.264e-02 Score 97.900 Data time: 0.2346, Forward time: 2.3473, Backward time: 3.2632, DDP time: 0.0037, Total iter time: 4.9861 [2020-11-08 18:28:28,237][root][INFO] - ===> Epoch[806](4040/5): Loss -0.7827, Sem 0.0699, dir -0.9781, norm 0.1255, swav 0.0000 LR: 2.262e-02 Score 97.499 Data time: 0.1964, Forward time: 2.3469, Backward time: 3.2625, DDP time: 0.0037, Total iter time: 5.2799 [2020-11-08 18:28:34,609][root][INFO] - ===> Epoch[807](4041/5): Loss -0.7911, Sem 0.0697, dir -0.9792, norm 0.1185, swav 0.0000 LR: 2.260e-02 Score 97.472 Data time: 0.2510, Forward time: 2.3479, Backward time: 3.2621, DDP time: 0.0037, Total iter time: 6.2449 [2020-11-08 18:28:40,262][root][INFO] - ===> Epoch[807](4042/5): Loss -0.7860, Sem 0.0613, dir -0.9756, norm 0.1283, swav 0.0000 LR: 2.258e-02 Score 97.865 Data time: 0.1471, Forward time: 2.3467, Backward time: 3.2626, DDP time: 0.0037, Total iter time: 5.5037 [2020-11-08 18:28:45,573][root][INFO] - ===> Epoch[807](4043/5): Loss -0.7979, Sem 0.0606, dir -0.9797, norm 0.1212, swav 0.0000 LR: 2.256e-02 Score 97.850 Data time: 0.2238, Forward time: 2.3463, Backward time: 3.2617, DDP time: 0.0037, Total iter time: 5.2025 [2020-11-08 18:28:50,646][root][INFO] - ===> Epoch[807](4044/5): Loss -0.7904, Sem 0.0618, dir -0.9759, norm 0.1237, swav 0.0000 LR: 2.253e-02 Score 97.824 Data time: 0.1976, Forward time: 2.3459, Backward time: 3.2604, DDP time: 0.0037, Total iter time: 4.9453 [2020-11-08 18:28:57,703][root][INFO] - ===> Epoch[807](4045/5): Loss -0.7872, Sem 0.0652, dir -0.9770, norm 0.1246, swav 0.0000 LR: 2.251e-02 Score 97.663 Data time: 0.1878, Forward time: 2.3458, Backward time: 3.2625, DDP time: 0.0037, Total iter time: 6.9487 [2020-11-08 18:29:03,287][root][INFO] - ===> Epoch[808](4046/5): Loss -0.7984, Sem 0.0634, dir -0.9795, norm 0.1178, swav 0.0000 LR: 2.249e-02 Score 97.752 Data time: 0.2266, Forward time: 2.3459, Backward time: 3.2616, DDP time: 0.0037, Total iter time: 5.4439 [2020-11-08 18:29:09,239][root][INFO] - ===> Epoch[808](4047/5): Loss -0.8002, Sem 0.0668, dir -0.9800, norm 0.1131, swav 0.0000 LR: 2.247e-02 Score 97.584 Data time: 0.2281, Forward time: 2.3460, Backward time: 3.2613, DDP time: 0.0037, Total iter time: 5.8179 [2020-11-08 18:29:14,733][root][INFO] - ===> Epoch[808](4048/5): Loss -0.7940, Sem 0.0608, dir -0.9768, norm 0.1220, swav 0.0000 LR: 2.245e-02 Score 97.834 Data time: 0.1948, Forward time: 2.3458, Backward time: 3.2605, DDP time: 0.0037, Total iter time: 5.3646 [2020-11-08 18:29:21,355][root][INFO] - ===> Epoch[808](4049/5): Loss -0.8008, Sem 0.0616, dir -0.9804, norm 0.1180, swav 0.0000 LR: 2.243e-02 Score 97.815 Data time: 0.1853, Forward time: 2.3452, Backward time: 3.2622, DDP time: 0.0037, Total iter time: 6.5111 [2020-11-08 18:29:27,942][root][INFO] - ===> Epoch[808](4050/5): Loss -0.7912, Sem 0.0600, dir -0.9774, norm 0.1262, swav 0.0000 LR: 2.241e-02 Score 97.834 Data time: 0.1887, Forward time: 2.3446, Backward time: 3.2639, DDP time: 0.0037, Total iter time: 6.4850 [2020-11-08 18:29:33,332][root][INFO] - ===> Epoch[809](4051/5): Loss -0.7981, Sem 0.0606, dir -0.9778, norm 0.1192, swav 0.0000 LR: 2.239e-02 Score 97.814 Data time: 0.1621, Forward time: 2.3435, Backward time: 3.2639, DDP time: 0.0037, Total iter time: 5.2827 [2020-11-08 18:29:39,471][root][INFO] - ===> Epoch[809](4052/5): Loss -0.7890, Sem 0.0691, dir -0.9769, norm 0.1187, swav 0.0000 LR: 2.236e-02 Score 97.569 Data time: 0.2081, Forward time: 2.3432, Backward time: 3.2644, DDP time: 0.0037, Total iter time: 6.0572 [2020-11-08 18:29:45,861][root][INFO] - ===> Epoch[809](4053/5): Loss -0.7952, Sem 0.0624, dir -0.9778, norm 0.1202, swav 0.0000 LR: 2.234e-02 Score 97.746 Data time: 0.2351, Forward time: 2.3436, Backward time: 3.2647, DDP time: 0.0037, Total iter time: 6.2707 [2020-11-08 18:29:51,662][root][INFO] - ===> Epoch[809](4054/5): Loss -0.7983, Sem 0.0643, dir -0.9788, norm 0.1161, swav 0.0000 LR: 2.232e-02 Score 97.685 Data time: 0.1640, Forward time: 2.3425, Backward time: 3.2653, DDP time: 0.0037, Total iter time: 5.6502 [2020-11-08 18:29:57,277][root][INFO] - ===> Epoch[809](4055/5): Loss -0.7981, Sem 0.0579, dir -0.9809, norm 0.1250, swav 0.0000 LR: 2.230e-02 Score 97.956 Data time: 0.1577, Forward time: 2.3413, Backward time: 3.2659, DDP time: 0.0037, Total iter time: 5.5200 [2020-11-08 18:30:02,088][root][INFO] - ===> Epoch[810](4056/5): Loss -0.8019, Sem 0.0622, dir -0.9781, norm 0.1140, swav 0.0000 LR: 2.228e-02 Score 97.802 Data time: 0.1738, Forward time: 2.3404, Backward time: 3.2648, DDP time: 0.0037, Total iter time: 4.7412 [2020-11-08 18:30:07,903][root][INFO] - ===> Epoch[810](4057/5): Loss -0.7940, Sem 0.0666, dir -0.9804, norm 0.1198, swav 0.0000 LR: 2.226e-02 Score 97.595 Data time: 0.2615, Forward time: 2.3411, Backward time: 3.2637, DDP time: 0.0037, Total iter time: 5.7018 [2020-11-08 18:30:15,579][root][INFO] - ===> Epoch[810](4058/5): Loss -0.7907, Sem 0.0629, dir -0.9773, norm 0.1237, swav 0.0000 LR: 2.224e-02 Score 97.721 Data time: 0.2531, Forward time: 2.3415, Backward time: 3.2662, DDP time: 0.0037, Total iter time: 7.5571 [2020-11-08 18:30:22,155][root][INFO] - ===> Epoch[810](4059/5): Loss -0.8030, Sem 0.0609, dir -0.9800, norm 0.1161, swav 0.0000 LR: 2.222e-02 Score 97.824 Data time: 0.2678, Forward time: 2.3420, Backward time: 3.2665, DDP time: 0.0037, Total iter time: 6.4321 [2020-11-08 18:30:27,524][root][INFO] - ===> Epoch[810](4060/5): Loss -0.7774, Sem 0.0654, dir -0.9728, norm 0.1300, swav 0.0000 LR: 2.219e-02 Score 97.641 Data time: 0.2285, Forward time: 2.3425, Backward time: 3.2650, DDP time: 0.0037, Total iter time: 5.2269 [2020-11-08 18:30:33,109][root][INFO] - ===> Epoch[811](4061/5): Loss -0.7891, Sem 0.0584, dir -0.9749, norm 0.1274, swav 0.0000 LR: 2.217e-02 Score 97.955 Data time: 0.2273, Forward time: 2.3423, Backward time: 3.2643, DDP time: 0.0037, Total iter time: 5.4458 [2020-11-08 18:30:37,967][root][INFO] - ===> Epoch[811](4062/5): Loss -0.8063, Sem 0.0608, dir -0.9797, norm 0.1127, swav 0.0000 LR: 2.215e-02 Score 97.835 Data time: 0.2271, Forward time: 2.3426, Backward time: 3.2621, DDP time: 0.0037, Total iter time: 4.7380 [2020-11-08 18:30:43,800][root][INFO] - ===> Epoch[811](4063/5): Loss -0.7946, Sem 0.0658, dir -0.9781, norm 0.1178, swav 0.0000 LR: 2.213e-02 Score 97.640 Data time: 0.2104, Forward time: 2.3418, Backward time: 3.2625, DDP time: 0.0037, Total iter time: 5.7093 [2020-11-08 18:30:50,628][root][INFO] - ===> Epoch[811](4064/5): Loss -0.7936, Sem 0.0662, dir -0.9787, norm 0.1189, swav 0.0000 LR: 2.211e-02 Score 97.619 Data time: 0.3509, Forward time: 2.3437, Backward time: 3.2618, DDP time: 0.0037, Total iter time: 6.6930 [2020-11-08 18:30:57,471][root][INFO] - ===> Epoch[811](4065/5): Loss -0.7982, Sem 0.0651, dir -0.9788, norm 0.1154, swav 0.0000 LR: 2.209e-02 Score 97.667 Data time: 0.2018, Forward time: 2.3436, Backward time: 3.2634, DDP time: 0.0037, Total iter time: 6.7240 [2020-11-08 18:31:02,471][root][INFO] - ===> Epoch[812](4066/5): Loss -0.8018, Sem 0.0593, dir -0.9758, norm 0.1146, swav 0.0000 LR: 2.207e-02 Score 97.906 Data time: 0.2516, Forward time: 2.3439, Backward time: 3.2612, DDP time: 0.0037, Total iter time: 4.8851 [2020-11-08 18:31:09,048][root][INFO] - ===> Epoch[812](4067/5): Loss -0.7949, Sem 0.0626, dir -0.9806, norm 0.1230, swav 0.0000 LR: 2.205e-02 Score 97.751 Data time: 0.2861, Forward time: 2.3451, Backward time: 3.2610, DDP time: 0.0037, Total iter time: 6.4674 [2020-11-08 18:31:14,261][root][INFO] - ===> Epoch[812](4068/5): Loss -0.7986, Sem 0.0633, dir -0.9780, norm 0.1162, swav 0.0000 LR: 2.202e-02 Score 97.759 Data time: 0.2022, Forward time: 2.3450, Backward time: 3.2597, DDP time: 0.0037, Total iter time: 5.0697 [2020-11-08 18:31:20,907][root][INFO] - ===> Epoch[812](4069/5): Loss -0.7896, Sem 0.0665, dir -0.9755, norm 0.1194, swav 0.0000 LR: 2.200e-02 Score 97.608 Data time: 0.2437, Forward time: 2.3454, Backward time: 3.2603, DDP time: 0.0037, Total iter time: 6.5314 [2020-11-08 18:31:27,958][root][INFO] - ===> Epoch[812](4070/5): Loss -0.7798, Sem 0.0702, dir -0.9793, norm 0.1292, swav 0.0000 LR: 2.198e-02 Score 97.522 Data time: 0.1941, Forward time: 2.3452, Backward time: 3.2623, DDP time: 0.0037, Total iter time: 6.9087 [2020-11-08 18:31:33,146][root][INFO] - ===> Epoch[813](4071/5): Loss -0.7744, Sem 0.0675, dir -0.9728, norm 0.1309, swav 0.0000 LR: 2.196e-02 Score 97.591 Data time: 0.2279, Forward time: 2.3455, Backward time: 3.2606, DDP time: 0.0037, Total iter time: 5.0557 [2020-11-08 18:31:39,267][root][INFO] - ===> Epoch[813](4072/5): Loss -0.7991, Sem 0.0648, dir -0.9769, norm 0.1129, swav 0.0000 LR: 2.194e-02 Score 97.768 Data time: 0.2532, Forward time: 2.3460, Backward time: 3.2602, DDP time: 0.0037, Total iter time: 6.0073 [2020-11-08 18:31:45,969][root][INFO] - ===> Epoch[813](4073/5): Loss -0.7886, Sem 0.0643, dir -0.9780, norm 0.1250, swav 0.0000 LR: 2.192e-02 Score 97.727 Data time: 0.3389, Forward time: 2.3477, Backward time: 3.2595, DDP time: 0.0037, Total iter time: 6.5634 [2020-11-08 18:31:52,653][root][INFO] - ===> Epoch[813](4074/5): Loss -0.7981, Sem 0.0671, dir -0.9795, norm 0.1143, swav 0.0000 LR: 2.190e-02 Score 97.637 Data time: 0.2057, Forward time: 2.3479, Backward time: 3.2604, DDP time: 0.0037, Total iter time: 6.5398 [2020-11-08 18:31:58,242][root][INFO] - ===> Epoch[813](4075/5): Loss -0.8068, Sem 0.0601, dir -0.9799, norm 0.1131, swav 0.0000 LR: 2.188e-02 Score 97.844 Data time: 0.1998, Forward time: 2.3472, Backward time: 3.2603, DDP time: 0.0037, Total iter time: 5.4695 [2020-11-08 18:32:04,627][root][INFO] - ===> Epoch[814](4076/5): Loss -0.8050, Sem 0.0644, dir -0.9797, norm 0.1103, swav 0.0000 LR: 2.185e-02 Score 97.713 Data time: 0.2544, Forward time: 2.3479, Backward time: 3.2603, DDP time: 0.0037, Total iter time: 6.2708 [2020-11-08 18:32:10,079][root][INFO] - ===> Epoch[814](4077/5): Loss -0.7866, Sem 0.0642, dir -0.9760, norm 0.1253, swav 0.0000 LR: 2.183e-02 Score 97.675 Data time: 0.2450, Forward time: 2.3484, Backward time: 3.2587, DDP time: 0.0037, Total iter time: 5.3079 [2020-11-08 18:32:16,570][root][INFO] - ===> Epoch[814](4078/5): Loss -0.7840, Sem 0.0655, dir -0.9780, norm 0.1285, swav 0.0000 LR: 2.181e-02 Score 97.674 Data time: 0.2052, Forward time: 2.3482, Backward time: 3.2597, DDP time: 0.0037, Total iter time: 6.3534 [2020-11-08 18:32:22,634][root][INFO] - ===> Epoch[814](4079/5): Loss -0.8233, Sem 0.0577, dir -0.9810, norm 0.1000, swav 0.0000 LR: 2.179e-02 Score 97.949 Data time: 0.2163, Forward time: 2.3484, Backward time: 3.2596, DDP time: 0.0037, Total iter time: 5.9517 [2020-11-08 18:32:28,146][root][INFO] - ===> Epoch[814](4080/5): Loss -0.8141, Sem 0.0582, dir -0.9816, norm 0.1092, swav 0.0000 LR: 2.177e-02 Score 97.920 Data time: 0.1735, Forward time: 2.3479, Backward time: 3.2594, DDP time: 0.0037, Total iter time: 5.4162 [2020-11-08 18:32:34,397][root][INFO] - ===> Epoch[815](4081/5): Loss -0.7938, Sem 0.0671, dir -0.9780, norm 0.1171, swav 0.0000 LR: 2.175e-02 Score 97.568 Data time: 0.1850, Forward time: 2.3472, Backward time: 3.2605, DDP time: 0.0037, Total iter time: 6.1317 [2020-11-08 18:32:40,641][root][INFO] - ===> Epoch[815](4082/5): Loss -0.7949, Sem 0.0656, dir -0.9804, norm 0.1199, swav 0.0000 LR: 2.173e-02 Score 97.647 Data time: 0.1640, Forward time: 2.3463, Backward time: 3.2618, DDP time: 0.0037, Total iter time: 6.1481 [2020-11-08 18:32:45,946][root][INFO] - ===> Epoch[815](4083/5): Loss -0.8021, Sem 0.0614, dir -0.9761, norm 0.1126, swav 0.0000 LR: 2.170e-02 Score 97.811 Data time: 0.1772, Forward time: 2.3453, Backward time: 3.2616, DDP time: 0.0037, Total iter time: 5.2185 [2020-11-08 18:32:51,688][root][INFO] - ===> Epoch[815](4084/5): Loss -0.7908, Sem 0.0640, dir -0.9795, norm 0.1247, swav 0.0000 LR: 2.168e-02 Score 97.682 Data time: 0.2340, Forward time: 2.3453, Backward time: 3.2612, DDP time: 0.0037, Total iter time: 5.6480 [2020-11-08 18:32:57,203][root][INFO] - ===> Epoch[815](4085/5): Loss -0.7862, Sem 0.0617, dir -0.9745, norm 0.1267, swav 0.0000 LR: 2.166e-02 Score 97.822 Data time: 0.2416, Forward time: 2.3455, Backward time: 3.2601, DDP time: 0.0037, Total iter time: 5.3813 [2020-11-08 18:33:03,105][root][INFO] - ===> Epoch[816](4086/5): Loss -0.7975, Sem 0.0656, dir -0.9786, norm 0.1156, swav 0.0000 LR: 2.164e-02 Score 97.670 Data time: 0.1522, Forward time: 2.3446, Backward time: 3.2610, DDP time: 0.0037, Total iter time: 5.7890 [2020-11-08 18:33:08,676][root][INFO] - ===> Epoch[816](4087/5): Loss -0.7844, Sem 0.0655, dir -0.9791, norm 0.1292, swav 0.0000 LR: 2.162e-02 Score 97.664 Data time: 0.2410, Forward time: 2.3449, Backward time: 3.2598, DDP time: 0.0037, Total iter time: 5.4635 [2020-11-08 18:33:14,828][root][INFO] - ===> Epoch[816](4088/5): Loss -0.7985, Sem 0.0627, dir -0.9766, norm 0.1155, swav 0.0000 LR: 2.160e-02 Score 97.767 Data time: 0.2401, Forward time: 2.3451, Backward time: 3.2598, DDP time: 0.0037, Total iter time: 6.0371 [2020-11-08 18:33:21,447][root][INFO] - ===> Epoch[816](4089/5): Loss -0.8185, Sem 0.0545, dir -0.9784, norm 0.1054, swav 0.0000 LR: 2.158e-02 Score 98.032 Data time: 0.3411, Forward time: 2.3466, Backward time: 3.2591, DDP time: 0.0037, Total iter time: 6.4930 [2020-11-08 18:33:27,448][root][INFO] - ===> Epoch[816](4090/5): Loss -0.7765, Sem 0.0704, dir -0.9777, norm 0.1308, swav 0.0000 LR: 2.156e-02 Score 97.483 Data time: 0.2113, Forward time: 2.3467, Backward time: 3.2590, DDP time: 0.0037, Total iter time: 5.8524 [2020-11-08 18:33:34,094][root][INFO] - ===> Epoch[817](4091/5): Loss -0.8066, Sem 0.0607, dir -0.9768, norm 0.1096, swav 0.0000 LR: 2.153e-02 Score 97.813 Data time: 0.1883, Forward time: 2.3462, Backward time: 3.2605, DDP time: 0.0037, Total iter time: 6.5418 [2020-11-08 18:33:40,508][root][INFO] - ===> Epoch[817](4092/5): Loss -0.7961, Sem 0.0582, dir -0.9808, norm 0.1265, swav 0.0000 LR: 2.151e-02 Score 97.932 Data time: 0.1636, Forward time: 2.3451, Backward time: 3.2623, DDP time: 0.0037, Total iter time: 6.3072 [2020-11-08 18:33:46,075][root][INFO] - ===> Epoch[817](4093/5): Loss -0.7894, Sem 0.0631, dir -0.9764, norm 0.1239, swav 0.0000 LR: 2.149e-02 Score 97.731 Data time: 0.2799, Forward time: 2.3460, Backward time: 3.2607, DDP time: 0.0037, Total iter time: 5.4754 [2020-11-08 18:33:53,728][root][INFO] - ===> Epoch[817](4094/5): Loss -0.7835, Sem 0.0666, dir -0.9757, norm 0.1257, swav 0.0000 LR: 2.147e-02 Score 97.623 Data time: 0.2241, Forward time: 2.3461, Backward time: 3.2632, DDP time: 0.0037, Total iter time: 7.5350 [2020-11-08 18:34:00,181][root][INFO] - ===> Epoch[817](4095/5): Loss -0.8013, Sem 0.0660, dir -0.9792, norm 0.1119, swav 0.0000 LR: 2.145e-02 Score 97.608 Data time: 0.1624, Forward time: 2.3450, Backward time: 3.2649, DDP time: 0.0037, Total iter time: 6.3315 [2020-11-08 18:34:07,296][root][INFO] - ===> Epoch[818](4096/5): Loss -0.8055, Sem 0.0569, dir -0.9782, norm 0.1158, swav 0.0000 LR: 2.143e-02 Score 97.941 Data time: 0.2552, Forward time: 2.3455, Backward time: 3.2662, DDP time: 0.0037, Total iter time: 7.0153 [2020-11-08 18:34:12,836][root][INFO] - ===> Epoch[818](4097/5): Loss -0.8004, Sem 0.0633, dir -0.9795, norm 0.1158, swav 0.0000 LR: 2.141e-02 Score 97.721 Data time: 0.1926, Forward time: 2.3451, Backward time: 3.2658, DDP time: 0.0037, Total iter time: 5.4207 [2020-11-08 18:34:17,734][root][INFO] - ===> Epoch[818](4098/5): Loss -0.7941, Sem 0.0662, dir -0.9771, norm 0.1169, swav 0.0000 LR: 2.138e-02 Score 97.664 Data time: 0.1539, Forward time: 2.3439, Backward time: 3.2651, DDP time: 0.0037, Total iter time: 4.7735 [2020-11-08 18:34:23,389][root][INFO] - ===> Epoch[818](4099/5): Loss -0.7881, Sem 0.0628, dir -0.9796, norm 0.1287, swav 0.0000 LR: 2.136e-02 Score 97.723 Data time: 0.2386, Forward time: 2.3440, Backward time: 3.2645, DDP time: 0.0037, Total iter time: 5.5603 [2020-11-08 18:34:29,327][root][INFO] - ===> Epoch[818](4100/5): Loss -0.7995, Sem 0.0618, dir -0.9791, norm 0.1178, swav 0.0000 LR: 2.134e-02 Score 97.807 Data time: 0.2650, Forward time: 2.3451, Backward time: 3.2633, DDP time: 0.0037, Total iter time: 5.8096 [2020-11-08 18:34:34,856][root][INFO] - ===> Epoch[819](4101/5): Loss -0.7911, Sem 0.0664, dir -0.9754, norm 0.1179, swav 0.0000 LR: 2.132e-02 Score 97.732 Data time: 0.2154, Forward time: 2.3450, Backward time: 3.2626, DDP time: 0.0037, Total iter time: 5.4139 [2020-11-08 18:34:41,011][root][INFO] - ===> Epoch[819](4102/5): Loss -0.7950, Sem 0.0633, dir -0.9794, norm 0.1211, swav 0.0000 LR: 2.130e-02 Score 97.700 Data time: 0.1893, Forward time: 2.3447, Backward time: 3.2631, DDP time: 0.0037, Total iter time: 6.0354 [2020-11-08 18:34:45,947][root][INFO] - ===> Epoch[819](4103/5): Loss -0.7929, Sem 0.0656, dir -0.9761, norm 0.1176, swav 0.0000 LR: 2.128e-02 Score 97.637 Data time: 0.2256, Forward time: 2.3445, Backward time: 3.2615, DDP time: 0.0037, Total iter time: 4.8109 [2020-11-08 18:34:51,586][root][INFO] - ===> Epoch[819](4104/5): Loss -0.8017, Sem 0.0638, dir -0.9798, norm 0.1143, swav 0.0000 LR: 2.126e-02 Score 97.726 Data time: 0.2366, Forward time: 2.3448, Backward time: 3.2606, DDP time: 0.0037, Total iter time: 5.5181 [2020-11-08 18:34:57,484][root][INFO] - ===> Epoch[819](4105/5): Loss -0.8113, Sem 0.0583, dir -0.9813, norm 0.1117, swav 0.0000 LR: 2.124e-02 Score 97.934 Data time: 0.2424, Forward time: 2.3450, Backward time: 3.2602, DDP time: 0.0037, Total iter time: 5.7611 [2020-11-08 18:35:03,477][root][INFO] - ===> Epoch[820](4106/5): Loss -0.7887, Sem 0.0666, dir -0.9780, norm 0.1227, swav 0.0000 LR: 2.121e-02 Score 97.629 Data time: 0.2897, Forward time: 2.3461, Backward time: 3.2590, DDP time: 0.0037, Total iter time: 5.8818 [2020-11-08 18:35:09,449][root][INFO] - ===> Epoch[820](4107/5): Loss -0.7806, Sem 0.0605, dir -0.9752, norm 0.1341, swav 0.0000 LR: 2.119e-02 Score 97.891 Data time: 0.2614, Forward time: 2.3467, Backward time: 3.2583, DDP time: 0.0037, Total iter time: 5.8373 [2020-11-08 18:35:15,555][root][INFO] - ===> Epoch[820](4108/5): Loss -0.7973, Sem 0.0640, dir -0.9794, norm 0.1181, swav 0.0000 LR: 2.117e-02 Score 97.631 Data time: 0.2720, Forward time: 2.3478, Backward time: 3.2573, DDP time: 0.0037, Total iter time: 5.9740 [2020-11-08 18:35:21,118][root][INFO] - ===> Epoch[820](4109/5): Loss -0.7861, Sem 0.0669, dir -0.9737, norm 0.1207, swav 0.0000 LR: 2.115e-02 Score 97.621 Data time: 0.2734, Forward time: 2.3488, Backward time: 3.2556, DDP time: 0.0037, Total iter time: 5.4273 [2020-11-08 18:35:26,577][root][INFO] - ===> Epoch[820](4110/5): Loss -0.8089, Sem 0.0640, dir -0.9795, norm 0.1065, swav 0.0000 LR: 2.113e-02 Score 97.696 Data time: 0.2552, Forward time: 2.3492, Backward time: 3.2543, DDP time: 0.0037, Total iter time: 5.3547 [2020-11-08 18:35:32,702][root][INFO] - ===> Epoch[821](4111/5): Loss -0.7972, Sem 0.0623, dir -0.9783, norm 0.1188, swav 0.0000 LR: 2.111e-02 Score 97.773 Data time: 0.1984, Forward time: 2.3488, Backward time: 3.2548, DDP time: 0.0037, Total iter time: 6.0075 [2020-11-08 18:35:39,762][root][INFO] - ===> Epoch[821](4112/5): Loss -0.7886, Sem 0.0668, dir -0.9779, norm 0.1225, swav 0.0000 LR: 2.109e-02 Score 97.644 Data time: 0.2036, Forward time: 2.3488, Backward time: 3.2566, DDP time: 0.0037, Total iter time: 6.9605 [2020-11-08 18:35:46,441][root][INFO] - ===> Epoch[821](4113/5): Loss -0.8112, Sem 0.0588, dir -0.9786, norm 0.1086, swav 0.0000 LR: 2.106e-02 Score 97.871 Data time: 0.2557, Forward time: 2.3491, Backward time: 3.2572, DDP time: 0.0037, Total iter time: 6.5535 [2020-11-08 18:35:51,525][root][INFO] - ===> Epoch[821](4114/5): Loss -0.7775, Sem 0.0687, dir -0.9773, norm 0.1311, swav 0.0000 LR: 2.104e-02 Score 97.598 Data time: 0.2119, Forward time: 2.3489, Backward time: 3.2560, DDP time: 0.0037, Total iter time: 4.9541 [2020-11-08 18:35:57,893][root][INFO] - ===> Epoch[821](4115/5): Loss -0.7932, Sem 0.0646, dir -0.9784, norm 0.1207, swav 0.0000 LR: 2.102e-02 Score 97.642 Data time: 0.2767, Forward time: 2.3501, Backward time: 3.2553, DDP time: 0.0037, Total iter time: 6.2518 [2020-11-08 18:36:03,287][root][INFO] - ===> Epoch[822](4116/5): Loss -0.8098, Sem 0.0576, dir -0.9797, norm 0.1124, swav 0.0000 LR: 2.100e-02 Score 97.916 Data time: 0.2198, Forward time: 2.3503, Backward time: 3.2542, DDP time: 0.0037, Total iter time: 5.2753 [2020-11-08 18:36:09,416][root][INFO] - ===> Epoch[822](4117/5): Loss -0.8102, Sem 0.0574, dir -0.9786, norm 0.1110, swav 0.0000 LR: 2.098e-02 Score 97.969 Data time: 0.2343, Forward time: 2.3507, Backward time: 3.2539, DDP time: 0.0037, Total iter time: 5.9970 [2020-11-08 18:36:14,737][root][INFO] - ===> Epoch[822](4118/5): Loss -0.7924, Sem 0.0662, dir -0.9786, norm 0.1200, swav 0.0000 LR: 2.096e-02 Score 97.574 Data time: 0.1698, Forward time: 2.3502, Backward time: 3.2533, DDP time: 0.0037, Total iter time: 5.1795 [2020-11-08 18:36:20,159][root][INFO] - ===> Epoch[822](4119/5): Loss -0.7722, Sem 0.0713, dir -0.9762, norm 0.1327, swav 0.0000 LR: 2.094e-02 Score 97.471 Data time: 0.1600, Forward time: 2.3494, Backward time: 3.2533, DDP time: 0.0037, Total iter time: 5.3353 [2020-11-08 18:36:24,602][root][INFO] - ===> Epoch[822](4120/5): Loss -0.8144, Sem 0.0614, dir -0.9806, norm 0.1048, swav 0.0000 LR: 2.091e-02 Score 97.763 Data time: 0.1852, Forward time: 2.3488, Backward time: 3.2515, DDP time: 0.0037, Total iter time: 4.3460 [2020-11-08 18:36:29,866][root][INFO] - ===> Epoch[823](4121/5): Loss -0.8084, Sem 0.0607, dir -0.9804, norm 0.1113, swav 0.0000 LR: 2.089e-02 Score 97.783 Data time: 0.2667, Forward time: 2.3493, Backward time: 3.2499, DDP time: 0.0037, Total iter time: 5.1645 [2020-11-08 18:36:37,259][root][INFO] - ===> Epoch[823](4122/5): Loss -0.8102, Sem 0.0614, dir -0.9804, norm 0.1088, swav 0.0000 LR: 2.087e-02 Score 97.796 Data time: 0.2378, Forward time: 2.3496, Backward time: 3.2517, DDP time: 0.0037, Total iter time: 7.2674 [2020-11-08 18:36:43,923][root][INFO] - ===> Epoch[823](4123/5): Loss -0.7846, Sem 0.0633, dir -0.9795, norm 0.1316, swav 0.0000 LR: 2.085e-02 Score 97.795 Data time: 0.2960, Forward time: 2.3507, Backward time: 3.2515, DDP time: 0.0037, Total iter time: 6.5415 [2020-11-08 18:36:49,572][root][INFO] - ===> Epoch[823](4124/5): Loss -0.7933, Sem 0.0660, dir -0.9771, norm 0.1178, swav 0.0000 LR: 2.083e-02 Score 97.612 Data time: 0.2118, Forward time: 2.3509, Backward time: 3.2507, DDP time: 0.0037, Total iter time: 5.5136 [2020-11-08 18:36:54,995][root][INFO] - ===> Epoch[823](4125/5): Loss -0.8036, Sem 0.0615, dir -0.9765, norm 0.1114, swav 0.0000 LR: 2.081e-02 Score 97.816 Data time: 0.2735, Forward time: 2.3513, Backward time: 3.2494, DDP time: 0.0037, Total iter time: 5.2895 [2020-11-08 18:37:00,062][root][INFO] - ===> Epoch[824](4126/5): Loss -0.8013, Sem 0.0647, dir -0.9811, norm 0.1152, swav 0.0000 LR: 2.079e-02 Score 97.628 Data time: 0.2064, Forward time: 2.3511, Backward time: 3.2479, DDP time: 0.0037, Total iter time: 4.9432 [2020-11-08 18:37:06,157][root][INFO] - ===> Epoch[824](4127/5): Loss -0.7999, Sem 0.0595, dir -0.9802, norm 0.1207, swav 0.0000 LR: 2.076e-02 Score 97.893 Data time: 0.2020, Forward time: 2.3505, Backward time: 3.2486, DDP time: 0.0037, Total iter time: 5.9856 [2020-11-08 18:37:12,362][root][INFO] - ===> Epoch[824](4128/5): Loss -0.7851, Sem 0.0633, dir -0.9748, norm 0.1264, swav 0.0000 LR: 2.074e-02 Score 97.793 Data time: 0.2619, Forward time: 2.3514, Backward time: 3.2481, DDP time: 0.0037, Total iter time: 6.1016 [2020-11-08 18:37:19,823][root][INFO] - ===> Epoch[824](4129/5): Loss -0.7996, Sem 0.0622, dir -0.9800, norm 0.1181, swav 0.0000 LR: 2.072e-02 Score 97.763 Data time: 0.3055, Forward time: 2.3526, Backward time: 3.2490, DDP time: 0.0037, Total iter time: 7.3097 [2020-11-08 18:37:25,253][root][INFO] - ===> Epoch[824](4130/5): Loss -0.7933, Sem 0.0662, dir -0.9756, norm 0.1162, swav 0.0000 LR: 2.070e-02 Score 97.625 Data time: 0.2052, Forward time: 2.3527, Backward time: 3.2479, DDP time: 0.0037, Total iter time: 5.2961 [2020-11-08 18:37:30,831][root][INFO] - ===> Epoch[825](4131/5): Loss -0.8126, Sem 0.0573, dir -0.9826, norm 0.1126, swav 0.0000 LR: 2.068e-02 Score 97.969 Data time: 0.1419, Forward time: 2.3514, Backward time: 3.2486, DDP time: 0.0037, Total iter time: 5.4742 [2020-11-08 18:37:37,344][root][INFO] - ===> Epoch[825](4132/5): Loss -0.8000, Sem 0.0624, dir -0.9781, norm 0.1157, swav 0.0000 LR: 2.066e-02 Score 97.755 Data time: 0.1709, Forward time: 2.3504, Backward time: 3.2505, DDP time: 0.0037, Total iter time: 6.4604 [2020-11-08 18:37:42,698][root][INFO] - ===> Epoch[825](4133/5): Loss -0.8005, Sem 0.0645, dir -0.9764, norm 0.1114, swav 0.0000 LR: 2.064e-02 Score 97.644 Data time: 0.1792, Forward time: 2.3496, Backward time: 3.2504, DDP time: 0.0037, Total iter time: 5.2661 [2020-11-08 18:37:48,700][root][INFO] - ===> Epoch[825](4134/5): Loss -0.8010, Sem 0.0646, dir -0.9806, norm 0.1151, swav 0.0000 LR: 2.061e-02 Score 97.649 Data time: 0.2220, Forward time: 2.3496, Backward time: 3.2503, DDP time: 0.0037, Total iter time: 5.9073 [2020-11-08 18:37:54,349][root][INFO] - ===> Epoch[825](4135/5): Loss -0.8036, Sem 0.0620, dir -0.9794, norm 0.1139, swav 0.0000 LR: 2.059e-02 Score 97.797 Data time: 0.2186, Forward time: 2.3495, Backward time: 3.2498, DDP time: 0.0037, Total iter time: 5.5430 [2020-11-08 18:38:02,368][root][INFO] - ===> Epoch[826](4136/5): Loss -0.8072, Sem 0.0604, dir -0.9769, norm 0.1092, swav 0.0000 LR: 2.057e-02 Score 97.828 Data time: 0.2288, Forward time: 2.3496, Backward time: 3.2527, DDP time: 0.0037, Total iter time: 7.9195 [2020-11-08 18:38:08,635][root][INFO] - ===> Epoch[826](4137/5): Loss -0.8142, Sem 0.0595, dir -0.9820, norm 0.1083, swav 0.0000 LR: 2.055e-02 Score 97.803 Data time: 0.2040, Forward time: 2.3495, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 6.1382 [2020-11-08 18:38:14,702][root][INFO] - ===> Epoch[826](4138/5): Loss -0.8083, Sem 0.0575, dir -0.9792, norm 0.1133, swav 0.0000 LR: 2.053e-02 Score 97.965 Data time: 0.2431, Forward time: 2.3493, Backward time: 3.2534, DDP time: 0.0037, Total iter time: 5.9611 [2020-11-08 18:38:20,504][root][INFO] - ===> Epoch[826](4139/5): Loss -0.8030, Sem 0.0620, dir -0.9807, norm 0.1158, swav 0.0000 LR: 2.051e-02 Score 97.770 Data time: 0.2763, Forward time: 2.3503, Backward time: 3.2521, DDP time: 0.0037, Total iter time: 5.7133 [2020-11-08 18:38:25,709][root][INFO] - ===> Epoch[826](4140/5): Loss -0.7785, Sem 0.0650, dir -0.9780, norm 0.1345, swav 0.0000 LR: 2.049e-02 Score 97.701 Data time: 0.1989, Forward time: 2.3502, Backward time: 3.2510, DDP time: 0.0037, Total iter time: 5.0630 [2020-11-08 18:38:31,532][root][INFO] - ===> Epoch[827](4141/5): Loss -0.7965, Sem 0.0631, dir -0.9786, norm 0.1190, swav 0.0000 LR: 2.046e-02 Score 97.708 Data time: 0.2679, Forward time: 2.3509, Backward time: 3.2500, DDP time: 0.0037, Total iter time: 5.6901 [2020-11-08 18:38:38,355][root][INFO] - ===> Epoch[827](4142/5): Loss -0.8003, Sem 0.0598, dir -0.9750, norm 0.1149, swav 0.0000 LR: 2.044e-02 Score 97.852 Data time: 0.2163, Forward time: 2.3508, Backward time: 3.2513, DDP time: 0.0037, Total iter time: 6.6903 [2020-11-08 18:38:43,284][root][INFO] - ===> Epoch[827](4143/5): Loss -0.8070, Sem 0.0581, dir -0.9794, norm 0.1142, swav 0.0000 LR: 2.042e-02 Score 97.931 Data time: 0.2328, Forward time: 2.3508, Backward time: 3.2496, DDP time: 0.0037, Total iter time: 4.8153 [2020-11-08 18:38:49,196][root][INFO] - ===> Epoch[827](4144/5): Loss -0.7964, Sem 0.0613, dir -0.9786, norm 0.1208, swav 0.0000 LR: 2.040e-02 Score 97.811 Data time: 0.2057, Forward time: 2.3506, Backward time: 3.2496, DDP time: 0.0037, Total iter time: 5.7749 [2020-11-08 18:38:56,057][root][INFO] - ===> Epoch[827](4145/5): Loss -0.8089, Sem 0.0644, dir -0.9820, norm 0.1087, swav 0.0000 LR: 2.038e-02 Score 97.705 Data time: 0.2165, Forward time: 2.3505, Backward time: 3.2509, DDP time: 0.0037, Total iter time: 6.7427 [2020-11-08 18:39:01,364][root][INFO] - ===> Epoch[828](4146/5): Loss -0.8028, Sem 0.0621, dir -0.9795, norm 0.1145, swav 0.0000 LR: 2.036e-02 Score 97.728 Data time: 0.2466, Forward time: 2.3505, Backward time: 3.2499, DDP time: 0.0037, Total iter time: 5.1931 [2020-11-08 18:39:06,923][root][INFO] - ===> Epoch[828](4147/5): Loss -0.8099, Sem 0.0600, dir -0.9817, norm 0.1118, swav 0.0000 LR: 2.034e-02 Score 97.867 Data time: 0.1985, Forward time: 2.3501, Backward time: 3.2496, DDP time: 0.0037, Total iter time: 5.4361 [2020-11-08 18:39:13,919][root][INFO] - ===> Epoch[828](4148/5): Loss -0.7889, Sem 0.0616, dir -0.9770, norm 0.1264, swav 0.0000 LR: 2.031e-02 Score 97.762 Data time: 0.2386, Forward time: 2.3499, Backward time: 3.2512, DDP time: 0.0037, Total iter time: 6.9060 [2020-11-08 18:39:20,138][root][INFO] - ===> Epoch[828](4149/5): Loss -0.7930, Sem 0.0631, dir -0.9752, norm 0.1191, swav 0.0000 LR: 2.029e-02 Score 97.717 Data time: 0.2433, Forward time: 2.3504, Backward time: 3.2511, DDP time: 0.0037, Total iter time: 6.1172 [2020-11-08 18:39:24,977][root][INFO] - ===> Epoch[828](4150/5): Loss -0.7973, Sem 0.0603, dir -0.9774, norm 0.1198, swav 0.0000 LR: 2.027e-02 Score 97.887 Data time: 0.2278, Forward time: 2.3506, Backward time: 3.2491, DDP time: 0.0037, Total iter time: 4.7148 [2020-11-08 18:39:30,341][root][INFO] - ===> Epoch[829](4151/5): Loss -0.8049, Sem 0.0638, dir -0.9802, norm 0.1116, swav 0.0000 LR: 2.025e-02 Score 97.660 Data time: 0.2600, Forward time: 2.3513, Backward time: 3.2475, DDP time: 0.0037, Total iter time: 5.2527 [2020-11-08 18:39:35,538][root][INFO] - ===> Epoch[829](4152/5): Loss -0.7946, Sem 0.0660, dir -0.9790, norm 0.1184, swav 0.0000 LR: 2.023e-02 Score 97.638 Data time: 0.1865, Forward time: 2.3512, Backward time: 3.2465, DDP time: 0.0037, Total iter time: 5.0716 [2020-11-08 18:39:42,097][root][INFO] - ===> Epoch[829](4153/5): Loss -0.7931, Sem 0.0583, dir -0.9794, norm 0.1279, swav 0.0000 LR: 2.021e-02 Score 97.969 Data time: 0.1699, Forward time: 2.3507, Backward time: 3.2478, DDP time: 0.0037, Total iter time: 6.4386 [2020-11-08 18:39:48,272][root][INFO] - ===> Epoch[829](4154/5): Loss -0.8159, Sem 0.0611, dir -0.9800, norm 0.1031, swav 0.0000 LR: 2.018e-02 Score 97.769 Data time: 0.1885, Forward time: 2.3498, Backward time: 3.2490, DDP time: 0.0037, Total iter time: 6.0793 [2020-11-08 18:39:54,340][root][INFO] - ===> Epoch[829](4155/5): Loss -0.7895, Sem 0.0624, dir -0.9733, norm 0.1215, swav 0.0000 LR: 2.016e-02 Score 97.791 Data time: 0.2282, Forward time: 2.3502, Backward time: 3.2486, DDP time: 0.0037, Total iter time: 5.9719 [2020-11-08 18:40:00,033][root][INFO] - ===> Epoch[830](4156/5): Loss -0.7948, Sem 0.0701, dir -0.9783, norm 0.1134, swav 0.0000 LR: 2.014e-02 Score 97.530 Data time: 0.2297, Forward time: 2.3501, Backward time: 3.2482, DDP time: 0.0037, Total iter time: 5.5780 [2020-11-08 18:40:06,478][root][INFO] - ===> Epoch[830](4157/5): Loss -0.8077, Sem 0.0604, dir -0.9792, norm 0.1111, swav 0.0000 LR: 2.012e-02 Score 97.812 Data time: 0.2339, Forward time: 2.3504, Backward time: 3.2486, DDP time: 0.0037, Total iter time: 6.3319 [2020-11-08 18:40:11,196][root][INFO] - ===> Epoch[830](4158/5): Loss -0.8021, Sem 0.0615, dir -0.9782, norm 0.1146, swav 0.0000 LR: 2.010e-02 Score 97.804 Data time: 0.2148, Forward time: 2.3503, Backward time: 3.2468, DDP time: 0.0037, Total iter time: 4.5962 [2020-11-08 18:40:16,958][root][INFO] - ===> Epoch[830](4159/5): Loss -0.8021, Sem 0.0632, dir -0.9808, norm 0.1156, swav 0.0000 LR: 2.008e-02 Score 97.761 Data time: 0.2650, Forward time: 2.3508, Backward time: 3.2459, DDP time: 0.0037, Total iter time: 5.6506 [2020-11-08 18:40:23,633][root][INFO] - ===> Epoch[830](4160/5): Loss -0.7774, Sem 0.0626, dir -0.9776, norm 0.1376, swav 0.0000 LR: 2.006e-02 Score 97.760 Data time: 0.3006, Forward time: 2.3523, Backward time: 3.2454, DDP time: 0.0037, Total iter time: 6.5554 [2020-11-08 18:40:28,881][root][INFO] - ===> Epoch[831](4161/5): Loss -0.8222, Sem 0.0549, dir -0.9833, norm 0.1062, swav 0.0000 LR: 2.003e-02 Score 97.999 Data time: 0.2499, Forward time: 2.3528, Backward time: 3.2438, DDP time: 0.0037, Total iter time: 5.1153 [2020-11-08 18:40:34,799][root][INFO] - ===> Epoch[831](4162/5): Loss -0.7973, Sem 0.0616, dir -0.9790, norm 0.1202, swav 0.0000 LR: 2.001e-02 Score 97.791 Data time: 0.2730, Forward time: 2.3534, Backward time: 3.2429, DDP time: 0.0037, Total iter time: 5.7833 [2020-11-08 18:40:40,294][root][INFO] - ===> Epoch[831](4163/5): Loss -0.7976, Sem 0.0610, dir -0.9763, norm 0.1176, swav 0.0000 LR: 1.999e-02 Score 97.813 Data time: 0.2289, Forward time: 2.3529, Backward time: 3.2426, DDP time: 0.0037, Total iter time: 5.3639 [2020-11-08 18:40:47,114][root][INFO] - ===> Epoch[831](4164/5): Loss -0.8064, Sem 0.0640, dir -0.9792, norm 0.1088, swav 0.0000 LR: 1.997e-02 Score 97.649 Data time: 0.2289, Forward time: 2.3528, Backward time: 3.2439, DDP time: 0.0037, Total iter time: 6.7221 [2020-11-08 18:40:52,811][root][INFO] - ===> Epoch[831](4165/5): Loss -0.7714, Sem 0.0740, dir -0.9762, norm 0.1307, swav 0.0000 LR: 1.995e-02 Score 97.460 Data time: 0.2089, Forward time: 2.3525, Backward time: 3.2438, DDP time: 0.0037, Total iter time: 5.5776 [2020-11-08 18:40:58,534][root][INFO] - ===> Epoch[832](4166/5): Loss -0.8023, Sem 0.0608, dir -0.9761, norm 0.1130, swav 0.0000 LR: 1.993e-02 Score 97.805 Data time: 0.2944, Forward time: 2.3534, Backward time: 3.2424, DDP time: 0.0037, Total iter time: 5.6114 [2020-11-08 18:41:04,701][root][INFO] - ===> Epoch[832](4167/5): Loss -0.7863, Sem 0.0650, dir -0.9785, norm 0.1272, swav 0.0000 LR: 1.990e-02 Score 97.713 Data time: 0.1544, Forward time: 2.3527, Backward time: 3.2434, DDP time: 0.0037, Total iter time: 6.0503 [2020-11-08 18:41:10,023][root][INFO] - ===> Epoch[832](4168/5): Loss -0.7869, Sem 0.0748, dir -0.9776, norm 0.1160, swav 0.0000 LR: 1.988e-02 Score 97.341 Data time: 0.1930, Forward time: 2.3521, Backward time: 3.2430, DDP time: 0.0037, Total iter time: 5.2214 [2020-11-08 18:41:15,645][root][INFO] - ===> Epoch[832](4169/5): Loss -0.8131, Sem 0.0576, dir -0.9807, norm 0.1101, swav 0.0000 LR: 1.986e-02 Score 97.952 Data time: 0.2372, Forward time: 2.3521, Backward time: 3.2425, DDP time: 0.0037, Total iter time: 5.5068 [2020-11-08 18:41:22,368][root][INFO] - ===> Epoch[832](4170/5): Loss -0.8033, Sem 0.0587, dir -0.9796, norm 0.1176, swav 0.0000 LR: 1.984e-02 Score 97.881 Data time: 0.3336, Forward time: 2.3535, Backward time: 3.2420, DDP time: 0.0037, Total iter time: 6.6089 [2020-11-08 18:41:28,200][root][INFO] - ===> Epoch[833](4171/5): Loss -0.7943, Sem 0.0699, dir -0.9788, norm 0.1146, swav 0.0000 LR: 1.982e-02 Score 97.481 Data time: 0.2703, Forward time: 2.3544, Backward time: 3.2409, DDP time: 0.0037, Total iter time: 5.6891 [2020-11-08 18:41:33,910][root][INFO] - ===> Epoch[833](4172/5): Loss -0.7911, Sem 0.0652, dir -0.9792, norm 0.1229, swav 0.0000 LR: 1.980e-02 Score 97.662 Data time: 0.1676, Forward time: 2.3542, Backward time: 3.2407, DDP time: 0.0037, Total iter time: 5.5951 [2020-11-08 18:41:41,030][root][INFO] - ===> Epoch[833](4173/5): Loss -0.8019, Sem 0.0607, dir -0.9763, norm 0.1137, swav 0.0000 LR: 1.978e-02 Score 97.811 Data time: 0.1350, Forward time: 2.3529, Backward time: 3.2436, DDP time: 0.0037, Total iter time: 7.0117 [2020-11-08 18:41:47,464][root][INFO] - ===> Epoch[833](4174/5): Loss -0.8035, Sem 0.0588, dir -0.9750, norm 0.1127, swav 0.0000 LR: 1.975e-02 Score 97.920 Data time: 0.1981, Forward time: 2.3525, Backward time: 3.2447, DDP time: 0.0037, Total iter time: 6.3815 [2020-11-08 18:41:52,885][root][INFO] - ===> Epoch[833](4175/5): Loss -0.8107, Sem 0.0602, dir -0.9829, norm 0.1120, swav 0.0000 LR: 1.973e-02 Score 97.842 Data time: 0.2300, Forward time: 2.3526, Backward time: 3.2438, DDP time: 0.0037, Total iter time: 5.3172 [2020-11-08 18:41:59,213][root][INFO] - ===> Epoch[834](4176/5): Loss -0.8006, Sem 0.0621, dir -0.9757, norm 0.1130, swav 0.0000 LR: 1.971e-02 Score 97.760 Data time: 0.2743, Forward time: 2.3531, Backward time: 3.2436, DDP time: 0.0037, Total iter time: 6.1921 [2020-11-08 18:42:06,984][root][INFO] - ===> Epoch[834](4177/5): Loss -0.7893, Sem 0.0652, dir -0.9789, norm 0.1244, swav 0.0000 LR: 1.969e-02 Score 97.650 Data time: 0.2482, Forward time: 2.3538, Backward time: 3.2455, DDP time: 0.0037, Total iter time: 7.6479 [2020-11-08 18:42:12,536][root][INFO] - ===> Epoch[834](4178/5): Loss -0.7979, Sem 0.0628, dir -0.9784, norm 0.1177, swav 0.0000 LR: 1.967e-02 Score 97.799 Data time: 0.2694, Forward time: 2.3546, Backward time: 3.2440, DDP time: 0.0037, Total iter time: 5.4165 [2020-11-08 18:42:17,980][root][INFO] - ===> Epoch[834](4179/5): Loss -0.7961, Sem 0.0659, dir -0.9786, norm 0.1166, swav 0.0000 LR: 1.965e-02 Score 97.623 Data time: 0.1610, Forward time: 2.3539, Backward time: 3.2438, DDP time: 0.0037, Total iter time: 5.3103 [2020-11-08 18:42:23,012][root][INFO] - ===> Epoch[834](4180/5): Loss -0.8108, Sem 0.0573, dir -0.9802, norm 0.1120, swav 0.0000 LR: 1.962e-02 Score 97.944 Data time: 0.2338, Forward time: 2.3538, Backward time: 3.2424, DDP time: 0.0037, Total iter time: 4.9286 [2020-11-08 18:42:29,334][root][INFO] - ===> Epoch[835](4181/5): Loss -0.8121, Sem 0.0597, dir -0.9793, norm 0.1076, swav 0.0000 LR: 1.960e-02 Score 97.814 Data time: 0.2289, Forward time: 2.3538, Backward time: 3.2428, DDP time: 0.0037, Total iter time: 6.1945 [2020-11-08 18:42:35,871][root][INFO] - ===> Epoch[835](4182/5): Loss -0.7960, Sem 0.0671, dir -0.9762, norm 0.1131, swav 0.0000 LR: 1.958e-02 Score 97.589 Data time: 0.2125, Forward time: 2.3541, Backward time: 3.2433, DDP time: 0.0037, Total iter time: 6.4116 [2020-11-08 18:42:41,702][root][INFO] - ===> Epoch[835](4183/5): Loss -0.8189, Sem 0.0564, dir -0.9820, norm 0.1067, swav 0.0000 LR: 1.956e-02 Score 97.990 Data time: 0.1955, Forward time: 2.3536, Backward time: 3.2435, DDP time: 0.0037, Total iter time: 5.6791 [2020-11-08 18:42:47,644][root][INFO] - ===> Epoch[835](4184/5): Loss -0.7865, Sem 0.0652, dir -0.9753, norm 0.1235, swav 0.0000 LR: 1.954e-02 Score 97.701 Data time: 0.2179, Forward time: 2.3539, Backward time: 3.2432, DDP time: 0.0037, Total iter time: 5.8342 [2020-11-08 18:42:53,854][root][INFO] - ===> Epoch[835](4185/5): Loss -0.7967, Sem 0.0653, dir -0.9814, norm 0.1194, swav 0.0000 LR: 1.952e-02 Score 97.619 Data time: 0.1796, Forward time: 2.3532, Backward time: 3.2440, DDP time: 0.0037, Total iter time: 6.0813 [2020-11-08 18:42:59,430][root][INFO] - ===> Epoch[836](4186/5): Loss -0.8041, Sem 0.0617, dir -0.9782, norm 0.1124, swav 0.0000 LR: 1.950e-02 Score 97.781 Data time: 0.2221, Forward time: 2.3530, Backward time: 3.2437, DDP time: 0.0037, Total iter time: 5.4774 [2020-11-08 18:43:05,169][root][INFO] - ===> Epoch[836](4187/5): Loss -0.8059, Sem 0.0656, dir -0.9813, norm 0.1099, swav 0.0000 LR: 1.947e-02 Score 97.665 Data time: 0.2139, Forward time: 2.3530, Backward time: 3.2433, DDP time: 0.0037, Total iter time: 5.6164 [2020-11-08 18:43:10,534][root][INFO] - ===> Epoch[836](4188/5): Loss -0.7785, Sem 0.0683, dir -0.9774, norm 0.1306, swav 0.0000 LR: 1.945e-02 Score 97.556 Data time: 0.1889, Forward time: 2.3524, Backward time: 3.2429, DDP time: 0.0037, Total iter time: 5.2427 [2020-11-08 18:43:16,648][root][INFO] - ===> Epoch[836](4189/5): Loss -0.8030, Sem 0.0584, dir -0.9811, norm 0.1198, swav 0.0000 LR: 1.943e-02 Score 97.924 Data time: 0.2168, Forward time: 2.3526, Backward time: 3.2429, DDP time: 0.0037, Total iter time: 5.9980 [2020-11-08 18:43:22,615][root][INFO] - ===> Epoch[836](4190/5): Loss -0.8012, Sem 0.0606, dir -0.9760, norm 0.1141, swav 0.0000 LR: 1.941e-02 Score 97.860 Data time: 0.1384, Forward time: 2.3513, Backward time: 3.2441, DDP time: 0.0037, Total iter time: 5.8356 [2020-11-08 18:43:28,725][root][INFO] - ===> Epoch[837](4191/5): Loss -0.7909, Sem 0.0644, dir -0.9797, norm 0.1245, swav 0.0000 LR: 1.939e-02 Score 97.705 Data time: 0.2184, Forward time: 2.3512, Backward time: 3.2443, DDP time: 0.0037, Total iter time: 6.0162 [2020-11-08 18:43:33,827][root][INFO] - ===> Epoch[837](4192/5): Loss -0.8067, Sem 0.0590, dir -0.9807, norm 0.1150, swav 0.0000 LR: 1.937e-02 Score 97.887 Data time: 0.2199, Forward time: 2.3511, Backward time: 3.2432, DDP time: 0.0037, Total iter time: 4.9864 [2020-11-08 18:43:40,158][root][INFO] - ===> Epoch[837](4193/5): Loss -0.8136, Sem 0.0549, dir -0.9787, norm 0.1103, swav 0.0000 LR: 1.934e-02 Score 98.029 Data time: 0.2108, Forward time: 2.3511, Backward time: 3.2437, DDP time: 0.0037, Total iter time: 6.2393 [2020-11-08 18:43:45,795][root][INFO] - ===> Epoch[837](4194/5): Loss -0.7941, Sem 0.0662, dir -0.9763, norm 0.1160, swav 0.0000 LR: 1.932e-02 Score 97.653 Data time: 0.1890, Forward time: 2.3507, Backward time: 3.2435, DDP time: 0.0037, Total iter time: 5.5060 [2020-11-08 18:43:53,140][root][INFO] - ===> Epoch[837](4195/5): Loss -0.8048, Sem 0.0643, dir -0.9795, norm 0.1103, swav 0.0000 LR: 1.930e-02 Score 97.650 Data time: 0.2235, Forward time: 2.3508, Backward time: 3.2454, DDP time: 0.0037, Total iter time: 7.2442 [2020-11-08 18:43:59,827][root][INFO] - ===> Epoch[838](4196/5): Loss -0.8149, Sem 0.0590, dir -0.9779, norm 0.1040, swav 0.0000 LR: 1.928e-02 Score 97.862 Data time: 0.1582, Forward time: 2.3497, Backward time: 3.2473, DDP time: 0.0037, Total iter time: 6.5504 [2020-11-08 18:44:06,097][root][INFO] - ===> Epoch[838](4197/5): Loss -0.8065, Sem 0.0610, dir -0.9802, norm 0.1127, swav 0.0000 LR: 1.926e-02 Score 97.812 Data time: 0.2250, Forward time: 2.3497, Backward time: 3.2477, DDP time: 0.0037, Total iter time: 6.1735 [2020-11-08 18:44:13,479][root][INFO] - ===> Epoch[838](4198/5): Loss -0.7987, Sem 0.0626, dir -0.9778, norm 0.1165, swav 0.0000 LR: 1.924e-02 Score 97.752 Data time: 0.2894, Forward time: 2.3508, Backward time: 3.2485, DDP time: 0.0037, Total iter time: 7.2492 [2020-11-08 18:44:19,076][root][INFO] - ===> Epoch[838](4199/5): Loss -0.8018, Sem 0.0659, dir -0.9782, norm 0.1105, swav 0.0000 LR: 1.921e-02 Score 97.623 Data time: 0.2140, Forward time: 2.3510, Backward time: 3.2477, DDP time: 0.0037, Total iter time: 5.4611 [2020-11-08 18:44:25,321][root][INFO] - ===> Epoch[838](4200/5): Loss -0.7937, Sem 0.0593, dir -0.9788, norm 0.1257, swav 0.0000 LR: 1.919e-02 Score 97.918 Data time: 0.1568, Forward time: 2.3500, Backward time: 3.2490, DDP time: 0.0037, Total iter time: 6.1243 [2020-11-08 18:44:30,917][root][INFO] - ===> Epoch[839](4201/5): Loss -0.8151, Sem 0.0575, dir -0.9805, norm 0.1079, swav 0.0000 LR: 1.917e-02 Score 97.949 Data time: 0.2380, Forward time: 2.3501, Backward time: 3.2484, DDP time: 0.0037, Total iter time: 5.4958 [2020-11-08 18:44:35,853][root][INFO] - ===> Epoch[839](4202/5): Loss -0.8054, Sem 0.0597, dir -0.9773, norm 0.1123, swav 0.0000 LR: 1.915e-02 Score 97.869 Data time: 0.1839, Forward time: 2.3495, Backward time: 3.2474, DDP time: 0.0037, Total iter time: 4.8019 [2020-11-08 18:44:40,864][root][INFO] - ===> Epoch[839](4203/5): Loss -0.8073, Sem 0.0642, dir -0.9822, norm 0.1107, swav 0.0000 LR: 1.913e-02 Score 97.683 Data time: 0.2409, Forward time: 2.3497, Backward time: 3.2459, DDP time: 0.0037, Total iter time: 4.9031 [2020-11-08 18:44:47,551][root][INFO] - ===> Epoch[839](4204/5): Loss -0.7893, Sem 0.0672, dir -0.9746, norm 0.1181, swav 0.0000 LR: 1.911e-02 Score 97.640 Data time: 0.2090, Forward time: 2.3496, Backward time: 3.2469, DDP time: 0.0037, Total iter time: 6.5538 [2020-11-08 18:44:54,251][root][INFO] - ===> Epoch[839](4205/5): Loss -0.8039, Sem 0.0610, dir -0.9826, norm 0.1176, swav 0.0000 LR: 1.908e-02 Score 97.837 Data time: 0.2783, Forward time: 2.3503, Backward time: 3.2472, DDP time: 0.0037, Total iter time: 6.5783 [2020-11-08 18:45:00,247][root][INFO] - ===> Epoch[840](4206/5): Loss -0.7897, Sem 0.0727, dir -0.9772, norm 0.1149, swav 0.0000 LR: 1.906e-02 Score 97.478 Data time: 0.2211, Forward time: 2.3506, Backward time: 3.2468, DDP time: 0.0037, Total iter time: 5.8560 [2020-11-08 18:45:05,944][root][INFO] - ===> Epoch[840](4207/5): Loss -0.8138, Sem 0.0575, dir -0.9786, norm 0.1072, swav 0.0000 LR: 1.904e-02 Score 97.916 Data time: 0.1769, Forward time: 2.3497, Backward time: 3.2472, DDP time: 0.0037, Total iter time: 5.5796 [2020-11-08 18:45:11,618][root][INFO] - ===> Epoch[840](4208/5): Loss -0.8085, Sem 0.0609, dir -0.9797, norm 0.1104, swav 0.0000 LR: 1.902e-02 Score 97.824 Data time: 0.2438, Forward time: 2.3498, Backward time: 3.2467, DDP time: 0.0037, Total iter time: 5.5805 [2020-11-08 18:45:17,271][root][INFO] - ===> Epoch[840](4209/5): Loss -0.7989, Sem 0.0580, dir -0.9777, norm 0.1208, swav 0.0000 LR: 1.900e-02 Score 97.918 Data time: 0.1649, Forward time: 2.3490, Backward time: 3.2469, DDP time: 0.0037, Total iter time: 5.5119 [2020-11-08 18:45:22,916][root][INFO] - ===> Epoch[840](4210/5): Loss -0.8092, Sem 0.0629, dir -0.9829, norm 0.1109, swav 0.0000 LR: 1.898e-02 Score 97.708 Data time: 0.2430, Forward time: 2.3492, Backward time: 3.2463, DDP time: 0.0037, Total iter time: 5.5531 [2020-11-08 18:45:30,815][root][INFO] - ===> Epoch[841](4211/5): Loss -0.7934, Sem 0.0641, dir -0.9783, norm 0.1207, swav 0.0000 LR: 1.895e-02 Score 97.670 Data time: 0.2222, Forward time: 2.3490, Backward time: 3.2490, DDP time: 0.0037, Total iter time: 7.7702 [2020-11-08 18:45:36,799][root][INFO] - ===> Epoch[841](4212/5): Loss -0.8004, Sem 0.0617, dir -0.9784, norm 0.1162, swav 0.0000 LR: 1.893e-02 Score 97.769 Data time: 0.2477, Forward time: 2.3496, Backward time: 3.2484, DDP time: 0.0037, Total iter time: 5.8532 [2020-11-08 18:45:42,516][root][INFO] - ===> Epoch[841](4213/5): Loss -0.7951, Sem 0.0647, dir -0.9803, norm 0.1205, swav 0.0000 LR: 1.891e-02 Score 97.659 Data time: 0.1526, Forward time: 2.3486, Backward time: 3.2490, DDP time: 0.0037, Total iter time: 5.5820 [2020-11-08 18:45:48,562][root][INFO] - ===> Epoch[841](4214/5): Loss -0.8079, Sem 0.0616, dir -0.9783, norm 0.1087, swav 0.0000 LR: 1.889e-02 Score 97.816 Data time: 0.2161, Forward time: 2.3485, Backward time: 3.2491, DDP time: 0.0037, Total iter time: 5.9263 [2020-11-08 18:45:54,404][root][INFO] - ===> Epoch[841](4215/5): Loss -0.7906, Sem 0.0619, dir -0.9737, norm 0.1211, swav 0.0000 LR: 1.887e-02 Score 97.837 Data time: 0.1589, Forward time: 2.3476, Backward time: 3.2497, DDP time: 0.0037, Total iter time: 5.7345 [2020-11-08 18:46:01,680][root][INFO] - ===> Epoch[842](4216/5): Loss -0.7887, Sem 0.0649, dir -0.9781, norm 0.1244, swav 0.0000 LR: 1.885e-02 Score 97.675 Data time: 0.1768, Forward time: 2.3469, Backward time: 3.2522, DDP time: 0.0037, Total iter time: 7.1708 [2020-11-08 18:46:07,758][root][INFO] - ===> Epoch[842](4217/5): Loss -0.8084, Sem 0.0633, dir -0.9787, norm 0.1071, swav 0.0000 LR: 1.882e-02 Score 97.679 Data time: 0.2555, Forward time: 2.3471, Backward time: 3.2521, DDP time: 0.0037, Total iter time: 5.9740 [2020-11-08 18:46:13,734][root][INFO] - ===> Epoch[842](4218/5): Loss -0.8005, Sem 0.0628, dir -0.9793, norm 0.1159, swav 0.0000 LR: 1.880e-02 Score 97.771 Data time: 0.2344, Forward time: 2.3475, Backward time: 3.2516, DDP time: 0.0037, Total iter time: 5.8405 [2020-11-08 18:46:19,018][root][INFO] - ===> Epoch[842](4219/5): Loss -0.8101, Sem 0.0634, dir -0.9818, norm 0.1083, swav 0.0000 LR: 1.878e-02 Score 97.745 Data time: 0.1071, Forward time: 2.3462, Backward time: 3.2520, DDP time: 0.0037, Total iter time: 5.1515 [2020-11-08 18:46:25,180][root][INFO] - ===> Epoch[842](4220/5): Loss -0.7933, Sem 0.0608, dir -0.9770, norm 0.1228, swav 0.0000 LR: 1.876e-02 Score 97.782 Data time: 0.1652, Forward time: 2.3452, Backward time: 3.2531, DDP time: 0.0037, Total iter time: 6.0491 [2020-11-08 18:46:31,610][root][INFO] - ===> Epoch[843](4221/5): Loss -0.7990, Sem 0.0686, dir -0.9791, norm 0.1115, swav 0.0000 LR: 1.874e-02 Score 97.573 Data time: 0.2336, Forward time: 2.3451, Backward time: 3.2538, DDP time: 0.0037, Total iter time: 6.3300 [2020-11-08 18:46:37,990][root][INFO] - ===> Epoch[843](4222/5): Loss -0.8042, Sem 0.0650, dir -0.9798, norm 0.1105, swav 0.0000 LR: 1.872e-02 Score 97.742 Data time: 0.2993, Forward time: 2.3462, Backward time: 3.2531, DDP time: 0.0037, Total iter time: 6.2557 [2020-11-08 18:46:46,149][root][INFO] - ===> Epoch[843](4223/5): Loss -0.7867, Sem 0.0664, dir -0.9777, norm 0.1246, swav 0.0000 LR: 1.869e-02 Score 97.567 Data time: 0.2508, Forward time: 2.3463, Backward time: 3.2558, DDP time: 0.0037, Total iter time: 8.0315 [2020-11-08 18:46:51,688][root][INFO] - ===> Epoch[843](4224/5): Loss -0.7997, Sem 0.0578, dir -0.9793, norm 0.1218, swav 0.0000 LR: 1.867e-02 Score 97.928 Data time: 0.2128, Forward time: 2.3459, Backward time: 3.2555, DDP time: 0.0037, Total iter time: 5.3934 [2020-11-08 18:46:57,595][root][INFO] - ===> Epoch[843](4225/5): Loss -0.8149, Sem 0.0554, dir -0.9799, norm 0.1096, swav 0.0000 LR: 1.865e-02 Score 98.020 Data time: 0.2420, Forward time: 2.3460, Backward time: 3.2553, DDP time: 0.0037, Total iter time: 5.8098 [2020-11-08 18:47:03,167][root][INFO] - ===> Epoch[844](4226/5): Loss -0.8107, Sem 0.0631, dir -0.9842, norm 0.1104, swav 0.0000 LR: 1.863e-02 Score 97.713 Data time: 0.2219, Forward time: 2.3462, Backward time: 3.2545, DDP time: 0.0037, Total iter time: 5.4601 [2020-11-08 18:47:09,120][root][INFO] - ===> Epoch[844](4227/5): Loss -0.7968, Sem 0.0584, dir -0.9815, norm 0.1264, swav 0.0000 LR: 1.861e-02 Score 97.937 Data time: 0.3166, Forward time: 2.3471, Backward time: 3.2535, DDP time: 0.0037, Total iter time: 5.8393 [2020-11-08 18:47:13,928][root][INFO] - ===> Epoch[844](4228/5): Loss -0.7917, Sem 0.0606, dir -0.9753, norm 0.1230, swav 0.0000 LR: 1.859e-02 Score 97.815 Data time: 0.2066, Forward time: 2.3472, Backward time: 3.2518, DDP time: 0.0037, Total iter time: 4.6877 [2020-11-08 18:47:19,048][root][INFO] - ===> Epoch[844](4229/5): Loss -0.8166, Sem 0.0584, dir -0.9774, norm 0.1025, swav 0.0000 LR: 1.856e-02 Score 97.901 Data time: 0.1506, Forward time: 2.3461, Backward time: 3.2517, DDP time: 0.0037, Total iter time: 5.0119 [2020-11-08 18:47:26,109][root][INFO] - ===> Epoch[844](4230/5): Loss -0.7917, Sem 0.0703, dir -0.9774, norm 0.1153, swav 0.0000 LR: 1.854e-02 Score 97.458 Data time: 0.2057, Forward time: 2.3461, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 6.9591 [2020-11-08 18:47:31,972][root][INFO] - ===> Epoch[845](4231/5): Loss -0.8079, Sem 0.0577, dir -0.9798, norm 0.1142, swav 0.0000 LR: 1.852e-02 Score 97.959 Data time: 0.1823, Forward time: 2.3455, Backward time: 3.2536, DDP time: 0.0037, Total iter time: 5.7329 [2020-11-08 18:47:37,295][root][INFO] - ===> Epoch[845](4232/5): Loss -0.7884, Sem 0.0691, dir -0.9788, norm 0.1213, swav 0.0000 LR: 1.850e-02 Score 97.518 Data time: 0.2278, Forward time: 2.3450, Backward time: 3.2531, DDP time: 0.0037, Total iter time: 5.2103 [2020-11-08 18:47:42,604][root][INFO] - ===> Epoch[845](4233/5): Loss -0.8101, Sem 0.0610, dir -0.9801, norm 0.1091, swav 0.0000 LR: 1.848e-02 Score 97.792 Data time: 0.2486, Forward time: 2.3451, Backward time: 3.2521, DDP time: 0.0037, Total iter time: 5.1923 [2020-11-08 18:47:48,220][root][INFO] - ===> Epoch[845](4234/5): Loss -0.7865, Sem 0.0643, dir -0.9770, norm 0.1261, swav 0.0000 LR: 1.846e-02 Score 97.720 Data time: 0.2497, Forward time: 2.3459, Backward time: 3.2508, DDP time: 0.0037, Total iter time: 5.4960 [2020-11-08 18:47:55,063][root][INFO] - ===> Epoch[845](4235/5): Loss -0.8033, Sem 0.0658, dir -0.9776, norm 0.1084, swav 0.0000 LR: 1.843e-02 Score 97.642 Data time: 0.1515, Forward time: 2.3450, Backward time: 3.2528, DDP time: 0.0037, Total iter time: 6.6876 [2020-11-08 18:48:00,547][root][INFO] - ===> Epoch[846](4236/5): Loss -0.7904, Sem 0.0596, dir -0.9775, norm 0.1275, swav 0.0000 LR: 1.841e-02 Score 97.880 Data time: 0.2028, Forward time: 2.3450, Backward time: 3.2522, DDP time: 0.0037, Total iter time: 5.4008 [2020-11-08 18:48:06,395][root][INFO] - ===> Epoch[846](4237/5): Loss -0.8084, Sem 0.0640, dir -0.9821, norm 0.1097, swav 0.0000 LR: 1.839e-02 Score 97.675 Data time: 0.2438, Forward time: 2.3453, Backward time: 3.2517, DDP time: 0.0037, Total iter time: 5.7254 [2020-11-08 18:48:12,783][root][INFO] - ===> Epoch[846](4238/5): Loss -0.8057, Sem 0.0611, dir -0.9789, norm 0.1121, swav 0.0000 LR: 1.837e-02 Score 97.778 Data time: 0.2255, Forward time: 2.3453, Backward time: 3.2521, DDP time: 0.0037, Total iter time: 6.2532 [2020-11-08 18:48:17,911][root][INFO] - ===> Epoch[846](4239/5): Loss -0.8126, Sem 0.0586, dir -0.9791, norm 0.1079, swav 0.0000 LR: 1.835e-02 Score 97.853 Data time: 0.1652, Forward time: 2.3445, Backward time: 3.2517, DDP time: 0.0037, Total iter time: 5.0000 [2020-11-08 18:48:23,923][root][INFO] - ===> Epoch[846](4240/5): Loss -0.7879, Sem 0.0694, dir -0.9771, norm 0.1199, swav 0.0000 LR: 1.833e-02 Score 97.571 Data time: 0.2842, Forward time: 2.3446, Backward time: 3.2516, DDP time: 0.0037, Total iter time: 5.9332 [2020-11-08 18:48:30,031][root][INFO] - ===> Epoch[847](4241/5): Loss -0.8103, Sem 0.0608, dir -0.9811, norm 0.1100, swav 0.0000 LR: 1.830e-02 Score 97.804 Data time: 0.1922, Forward time: 2.3443, Backward time: 3.2521, DDP time: 0.0037, Total iter time: 5.9862 [2020-11-08 18:48:37,235][root][INFO] - ===> Epoch[847](4242/5): Loss -0.7830, Sem 0.0679, dir -0.9776, norm 0.1267, swav 0.0000 LR: 1.828e-02 Score 97.554 Data time: 0.1999, Forward time: 2.3438, Backward time: 3.2541, DDP time: 0.0037, Total iter time: 7.0930 [2020-11-08 18:48:42,884][root][INFO] - ===> Epoch[847](4243/5): Loss -0.8171, Sem 0.0553, dir -0.9792, norm 0.1068, swav 0.0000 LR: 1.826e-02 Score 98.006 Data time: 0.2131, Forward time: 2.3434, Backward time: 3.2540, DDP time: 0.0037, Total iter time: 5.5267 [2020-11-08 18:48:48,053][root][INFO] - ===> Epoch[847](4244/5): Loss -0.8029, Sem 0.0590, dir -0.9796, norm 0.1177, swav 0.0000 LR: 1.824e-02 Score 97.918 Data time: 0.2226, Forward time: 2.3437, Backward time: 3.2527, DDP time: 0.0037, Total iter time: 5.0560 [2020-11-08 18:48:53,713][root][INFO] - ===> Epoch[847](4245/5): Loss -0.8121, Sem 0.0580, dir -0.9792, norm 0.1091, swav 0.0000 LR: 1.822e-02 Score 97.922 Data time: 0.1912, Forward time: 2.3432, Backward time: 3.2527, DDP time: 0.0037, Total iter time: 5.5241 [2020-11-08 18:48:59,393][root][INFO] - ===> Epoch[848](4246/5): Loss -0.7769, Sem 0.0673, dir -0.9760, norm 0.1319, swav 0.0000 LR: 1.820e-02 Score 97.585 Data time: 0.1912, Forward time: 2.3429, Backward time: 3.2525, DDP time: 0.0037, Total iter time: 5.5541 [2020-11-08 18:49:05,932][root][INFO] - ===> Epoch[848](4247/5): Loss -0.8004, Sem 0.0614, dir -0.9777, norm 0.1159, swav 0.0000 LR: 1.817e-02 Score 97.807 Data time: 0.2137, Forward time: 2.3429, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 6.4159 [2020-11-08 18:49:12,067][root][INFO] - ===> Epoch[848](4248/5): Loss -0.8018, Sem 0.0631, dir -0.9807, norm 0.1158, swav 0.0000 LR: 1.815e-02 Score 97.683 Data time: 0.2287, Forward time: 2.3427, Backward time: 3.2535, DDP time: 0.0037, Total iter time: 5.9907 [2020-11-08 18:49:17,748][root][INFO] - ===> Epoch[848](4249/5): Loss -0.8116, Sem 0.0605, dir -0.9812, norm 0.1090, swav 0.0000 LR: 1.813e-02 Score 97.807 Data time: 0.2517, Forward time: 2.3430, Backward time: 3.2528, DDP time: 0.0037, Total iter time: 5.5737 [2020-11-08 18:49:23,037][root][INFO] - ===> Epoch[848](4250/5): Loss -0.7933, Sem 0.0610, dir -0.9778, norm 0.1236, swav 0.0000 LR: 1.811e-02 Score 97.850 Data time: 0.1599, Forward time: 2.3422, Backward time: 3.2526, DDP time: 0.0037, Total iter time: 5.1610 [2020-11-08 18:49:28,972][root][INFO] - ===> Epoch[849](4251/5): Loss -0.7897, Sem 0.0648, dir -0.9770, norm 0.1225, swav 0.0000 LR: 1.809e-02 Score 97.657 Data time: 0.2358, Forward time: 2.3426, Backward time: 3.2522, DDP time: 0.0037, Total iter time: 5.8311 [2020-11-08 18:49:34,548][root][INFO] - ===> Epoch[849](4252/5): Loss -0.7986, Sem 0.0628, dir -0.9770, norm 0.1156, swav 0.0000 LR: 1.806e-02 Score 97.796 Data time: 0.1840, Forward time: 2.3423, Backward time: 3.2519, DDP time: 0.0037, Total iter time: 5.4359 [2020-11-08 18:49:40,116][root][INFO] - ===> Epoch[849](4253/5): Loss -0.8027, Sem 0.0602, dir -0.9801, norm 0.1172, swav 0.0000 LR: 1.804e-02 Score 97.844 Data time: 0.2220, Forward time: 2.3424, Backward time: 3.2513, DDP time: 0.0037, Total iter time: 5.4695 [2020-11-08 18:49:46,714][root][INFO] - ===> Epoch[849](4254/5): Loss -0.7984, Sem 0.0655, dir -0.9810, norm 0.1171, swav 0.0000 LR: 1.802e-02 Score 97.630 Data time: 0.2686, Forward time: 2.3432, Backward time: 3.2511, DDP time: 0.0037, Total iter time: 6.4592 [2020-11-08 18:49:55,069][root][INFO] - ===> Epoch[849](4255/5): Loss -0.8008, Sem 0.0614, dir -0.9769, norm 0.1148, swav 0.0000 LR: 1.800e-02 Score 97.831 Data time: 0.1522, Forward time: 2.3424, Backward time: 3.2550, DDP time: 0.0037, Total iter time: 8.2249 [2020-11-08 18:50:00,458][root][INFO] - ===> Epoch[850](4256/5): Loss -0.7818, Sem 0.0658, dir -0.9746, norm 0.1270, swav 0.0000 LR: 1.798e-02 Score 97.687 Data time: 0.2233, Forward time: 2.3426, Backward time: 3.2538, DDP time: 0.0037, Total iter time: 5.2543 [2020-11-08 18:50:05,217][root][INFO] - ===> Epoch[850](4257/5): Loss -0.8077, Sem 0.0624, dir -0.9795, norm 0.1093, swav 0.0000 LR: 1.796e-02 Score 97.781 Data time: 0.1987, Forward time: 2.3422, Backward time: 3.2527, DDP time: 0.0037, Total iter time: 4.6364 [2020-11-08 18:50:12,068][root][INFO] - ===> Epoch[850](4258/5): Loss -0.8129, Sem 0.0602, dir -0.9799, norm 0.1067, swav 0.0000 LR: 1.793e-02 Score 97.809 Data time: 0.2566, Forward time: 2.3426, Backward time: 3.2534, DDP time: 0.0037, Total iter time: 6.7530 [2020-11-08 18:50:18,070][root][INFO] - ===> Epoch[850](4259/5): Loss -0.8099, Sem 0.0615, dir -0.9784, norm 0.1070, swav 0.0000 LR: 1.791e-02 Score 97.775 Data time: 0.2379, Forward time: 2.3427, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 5.8704 [2020-11-08 18:50:24,726][root][INFO] - ===> Epoch[850](4260/5): Loss -0.8081, Sem 0.0624, dir -0.9808, norm 0.1103, swav 0.0000 LR: 1.789e-02 Score 97.753 Data time: 0.1674, Forward time: 2.3420, Backward time: 3.2547, DDP time: 0.0037, Total iter time: 6.5283 [2020-11-08 18:50:30,511][root][INFO] - ===> Epoch[851](4261/5): Loss -0.8035, Sem 0.0603, dir -0.9785, norm 0.1147, swav 0.0000 LR: 1.787e-02 Score 97.850 Data time: 0.1442, Forward time: 2.3410, Backward time: 3.2555, DDP time: 0.0037, Total iter time: 5.7180 [2020-11-08 18:50:35,846][root][INFO] - ===> Epoch[851](4262/5): Loss -0.8202, Sem 0.0576, dir -0.9820, norm 0.1042, swav 0.0000 LR: 1.785e-02 Score 97.968 Data time: 0.2668, Forward time: 2.3415, Backward time: 3.2541, DDP time: 0.0037, Total iter time: 5.2656 [2020-11-08 18:50:42,236][root][INFO] - ===> Epoch[851](4263/5): Loss -0.7953, Sem 0.0710, dir -0.9790, norm 0.1126, swav 0.0000 LR: 1.783e-02 Score 97.408 Data time: 0.3073, Forward time: 2.3425, Backward time: 3.2535, DDP time: 0.0037, Total iter time: 6.2569 [2020-11-08 18:50:47,964][root][INFO] - ===> Epoch[851](4264/5): Loss -0.8073, Sem 0.0560, dir -0.9756, norm 0.1123, swav 0.0000 LR: 1.780e-02 Score 98.003 Data time: 0.2075, Forward time: 2.3425, Backward time: 3.2531, DDP time: 0.0037, Total iter time: 5.5905 [2020-11-08 18:50:54,276][root][INFO] - ===> Epoch[851](4265/5): Loss -0.7772, Sem 0.0701, dir -0.9788, norm 0.1315, swav 0.0000 LR: 1.778e-02 Score 97.536 Data time: 0.2573, Forward time: 2.3428, Backward time: 3.2532, DDP time: 0.0037, Total iter time: 6.1820 [2020-11-08 18:50:59,123][root][INFO] - ===> Epoch[852](4266/5): Loss -0.7924, Sem 0.0625, dir -0.9791, norm 0.1242, swav 0.0000 LR: 1.776e-02 Score 97.758 Data time: 0.2213, Forward time: 2.3428, Backward time: 3.2517, DDP time: 0.0037, Total iter time: 4.7225 [2020-11-08 18:51:05,552][root][INFO] - ===> Epoch[852](4267/5): Loss -0.7873, Sem 0.0705, dir -0.9768, norm 0.1190, swav 0.0000 LR: 1.774e-02 Score 97.503 Data time: 0.1846, Forward time: 2.3421, Backward time: 3.2529, DDP time: 0.0037, Total iter time: 6.3145 [2020-11-08 18:51:11,214][root][INFO] - ===> Epoch[852](4268/5): Loss -0.8032, Sem 0.0638, dir -0.9792, norm 0.1123, swav 0.0000 LR: 1.772e-02 Score 97.690 Data time: 0.2284, Forward time: 2.3423, Backward time: 3.2523, DDP time: 0.0037, Total iter time: 5.5660 [2020-11-08 18:51:17,061][root][INFO] - ===> Epoch[852](4269/5): Loss -0.7996, Sem 0.0605, dir -0.9806, norm 0.1204, swav 0.0000 LR: 1.769e-02 Score 97.837 Data time: 0.2922, Forward time: 2.3428, Backward time: 3.2515, DDP time: 0.0037, Total iter time: 5.7179 [2020-11-08 18:51:22,417][root][INFO] - ===> Epoch[852](4270/5): Loss -0.8132, Sem 0.0563, dir -0.9766, norm 0.1070, swav 0.0000 LR: 1.767e-02 Score 98.005 Data time: 0.1702, Forward time: 2.3422, Backward time: 3.2513, DDP time: 0.0037, Total iter time: 5.2159 [2020-11-08 18:51:27,833][root][INFO] - ===> Epoch[853](4271/5): Loss -0.8118, Sem 0.0590, dir -0.9817, norm 0.1110, swav 0.0000 LR: 1.765e-02 Score 97.839 Data time: 0.2736, Forward time: 2.3428, Backward time: 3.2500, DDP time: 0.0037, Total iter time: 5.3014 [2020-11-08 18:51:35,614][root][INFO] - ===> Epoch[853](4272/5): Loss -0.8000, Sem 0.0642, dir -0.9809, norm 0.1167, swav 0.0000 LR: 1.763e-02 Score 97.672 Data time: 0.2902, Forward time: 2.3437, Backward time: 3.2512, DDP time: 0.0037, Total iter time: 7.6503 [2020-11-08 18:51:42,402][root][INFO] - ===> Epoch[853](4273/5): Loss -0.8011, Sem 0.0648, dir -0.9773, norm 0.1114, swav 0.0000 LR: 1.761e-02 Score 97.693 Data time: 0.3523, Forward time: 2.3450, Backward time: 3.2508, DDP time: 0.0037, Total iter time: 6.6250 [2020-11-08 18:51:48,938][root][INFO] - ===> Epoch[853](4274/5): Loss -0.8099, Sem 0.0568, dir -0.9779, norm 0.1111, swav 0.0000 LR: 1.759e-02 Score 97.985 Data time: 0.1995, Forward time: 2.3450, Backward time: 3.2514, DDP time: 0.0037, Total iter time: 6.4042 [2020-11-08 18:51:53,666][root][INFO] - ===> Epoch[853](4275/5): Loss -0.8096, Sem 0.0579, dir -0.9813, norm 0.1138, swav 0.0000 LR: 1.756e-02 Score 97.943 Data time: 0.2131, Forward time: 2.3444, Backward time: 3.2504, DDP time: 0.0037, Total iter time: 4.5845 [2020-11-08 18:51:58,381][root][INFO] - ===> Epoch[854](4276/5): Loss -0.7782, Sem 0.0629, dir -0.9764, norm 0.1353, swav 0.0000 LR: 1.754e-02 Score 97.772 Data time: 0.1747, Forward time: 2.3439, Backward time: 3.2493, DDP time: 0.0037, Total iter time: 4.6348 [2020-11-08 18:52:04,293][root][INFO] - ===> Epoch[854](4277/5): Loss -0.8043, Sem 0.0607, dir -0.9788, norm 0.1139, swav 0.0000 LR: 1.752e-02 Score 97.850 Data time: 0.2153, Forward time: 2.3436, Backward time: 3.2495, DDP time: 0.0037, Total iter time: 5.7973 [2020-11-08 18:52:09,542][root][INFO] - ===> Epoch[854](4278/5): Loss -0.8261, Sem 0.0593, dir -0.9848, norm 0.0995, swav 0.0000 LR: 1.750e-02 Score 97.840 Data time: 0.2248, Forward time: 2.3438, Backward time: 3.2484, DDP time: 0.0037, Total iter time: 5.1415 [2020-11-08 18:52:16,350][root][INFO] - ===> Epoch[854](4279/5): Loss -0.7964, Sem 0.0671, dir -0.9765, norm 0.1130, swav 0.0000 LR: 1.748e-02 Score 97.584 Data time: 0.2899, Forward time: 2.3444, Backward time: 3.2487, DDP time: 0.0037, Total iter time: 6.6702 [2020-11-08 18:52:22,794][root][INFO] - ===> Epoch[854](4280/5): Loss -0.7883, Sem 0.0642, dir -0.9773, norm 0.1248, swav 0.0000 LR: 1.745e-02 Score 97.702 Data time: 0.1986, Forward time: 2.3441, Backward time: 3.2495, DDP time: 0.0037, Total iter time: 6.2935 [2020-11-08 18:52:28,861][root][INFO] - ===> Epoch[855](4281/5): Loss -0.8148, Sem 0.0605, dir -0.9806, norm 0.1054, swav 0.0000 LR: 1.743e-02 Score 97.809 Data time: 0.2293, Forward time: 2.3443, Backward time: 3.2494, DDP time: 0.0037, Total iter time: 5.9754 [2020-11-08 18:52:34,340][root][INFO] - ===> Epoch[855](4282/5): Loss -0.8076, Sem 0.0589, dir -0.9801, norm 0.1136, swav 0.0000 LR: 1.741e-02 Score 97.873 Data time: 0.1454, Forward time: 2.3435, Backward time: 3.2495, DDP time: 0.0037, Total iter time: 5.3454 [2020-11-08 18:52:40,361][root][INFO] - ===> Epoch[855](4283/5): Loss -0.8013, Sem 0.0643, dir -0.9800, norm 0.1145, swav 0.0000 LR: 1.739e-02 Score 97.689 Data time: 0.1517, Forward time: 2.3423, Backward time: 3.2508, DDP time: 0.0037, Total iter time: 5.9382 [2020-11-08 18:52:46,296][root][INFO] - ===> Epoch[855](4284/5): Loss -0.8028, Sem 0.0616, dir -0.9801, norm 0.1157, swav 0.0000 LR: 1.737e-02 Score 97.772 Data time: 0.2898, Forward time: 2.3432, Backward time: 3.2499, DDP time: 0.0037, Total iter time: 5.8526 [2020-11-08 18:52:51,418][root][INFO] - ===> Epoch[855](4285/5): Loss -0.7777, Sem 0.0649, dir -0.9739, norm 0.1312, swav 0.0000 LR: 1.735e-02 Score 97.725 Data time: 0.2091, Forward time: 2.3431, Backward time: 3.2489, DDP time: 0.0037, Total iter time: 4.9963 [2020-11-08 18:52:57,171][root][INFO] - ===> Epoch[856](4286/5): Loss -0.8119, Sem 0.0605, dir -0.9798, norm 0.1074, swav 0.0000 LR: 1.732e-02 Score 97.834 Data time: 0.1910, Forward time: 2.3427, Backward time: 3.2490, DDP time: 0.0037, Total iter time: 5.6305 [2020-11-08 18:53:02,152][root][INFO] - ===> Epoch[856](4287/5): Loss -0.8067, Sem 0.0611, dir -0.9812, norm 0.1134, swav 0.0000 LR: 1.730e-02 Score 97.796 Data time: 0.1723, Forward time: 2.3421, Backward time: 3.2484, DDP time: 0.0037, Total iter time: 4.8712 [2020-11-08 18:53:07,734][root][INFO] - ===> Epoch[856](4288/5): Loss -0.7984, Sem 0.0635, dir -0.9780, norm 0.1161, swav 0.0000 LR: 1.728e-02 Score 97.733 Data time: 0.1926, Forward time: 2.3416, Backward time: 3.2484, DDP time: 0.0037, Total iter time: 5.4770 [2020-11-08 18:53:15,291][root][INFO] - ===> Epoch[856](4289/5): Loss -0.7876, Sem 0.0629, dir -0.9784, norm 0.1280, swav 0.0000 LR: 1.726e-02 Score 97.764 Data time: 0.2585, Forward time: 2.3425, Backward time: 3.2494, DDP time: 0.0037, Total iter time: 7.4363 [2020-11-08 18:53:20,752][root][INFO] - ===> Epoch[856](4290/5): Loss -0.7947, Sem 0.0596, dir -0.9776, norm 0.1232, swav 0.0000 LR: 1.724e-02 Score 97.838 Data time: 0.1722, Forward time: 2.3418, Backward time: 3.2494, DDP time: 0.0037, Total iter time: 5.3155 [2020-11-08 18:53:25,997][root][INFO] - ===> Epoch[857](4291/5): Loss -0.8046, Sem 0.0621, dir -0.9799, norm 0.1132, swav 0.0000 LR: 1.721e-02 Score 97.736 Data time: 0.2795, Forward time: 2.3419, Backward time: 3.2483, DDP time: 0.0037, Total iter time: 5.1295 [2020-11-08 18:53:31,719][root][INFO] - ===> Epoch[857](4292/5): Loss -0.7803, Sem 0.0596, dir -0.9780, norm 0.1381, swav 0.0000 LR: 1.719e-02 Score 97.876 Data time: 0.3009, Forward time: 2.3426, Backward time: 3.2472, DDP time: 0.0037, Total iter time: 5.5921 [2020-11-08 18:53:38,559][root][INFO] - ===> Epoch[857](4293/5): Loss -0.7991, Sem 0.0631, dir -0.9777, norm 0.1155, swav 0.0000 LR: 1.717e-02 Score 97.728 Data time: 0.2277, Forward time: 2.3428, Backward time: 3.2480, DDP time: 0.0037, Total iter time: 6.7053 [2020-11-08 18:53:44,374][root][INFO] - ===> Epoch[857](4294/5): Loss -0.8131, Sem 0.0608, dir -0.9803, norm 0.1064, swav 0.0000 LR: 1.715e-02 Score 97.809 Data time: 0.1928, Forward time: 2.3423, Backward time: 3.2483, DDP time: 0.0037, Total iter time: 5.6892 [2020-11-08 18:53:49,256][root][INFO] - ===> Epoch[857](4295/5): Loss -0.8171, Sem 0.0588, dir -0.9794, norm 0.1035, swav 0.0000 LR: 1.713e-02 Score 97.919 Data time: 0.1611, Forward time: 2.3414, Backward time: 3.2477, DDP time: 0.0037, Total iter time: 4.7830 [2020-11-08 18:53:54,386][root][INFO] - ===> Epoch[858](4296/5): Loss -0.8029, Sem 0.0570, dir -0.9800, norm 0.1202, swav 0.0000 LR: 1.710e-02 Score 97.970 Data time: 0.2674, Forward time: 2.3419, Backward time: 3.2463, DDP time: 0.0037, Total iter time: 5.0600 [2020-11-08 18:53:59,433][root][INFO] - ===> Epoch[858](4297/5): Loss -0.8122, Sem 0.0609, dir -0.9803, norm 0.1072, swav 0.0000 LR: 1.708e-02 Score 97.782 Data time: 0.2243, Forward time: 2.3422, Backward time: 3.2448, DDP time: 0.0037, Total iter time: 4.9029 [2020-11-08 18:54:06,034][root][INFO] - ===> Epoch[858](4298/5): Loss -0.8060, Sem 0.0558, dir -0.9789, norm 0.1171, swav 0.0000 LR: 1.706e-02 Score 98.034 Data time: 0.1987, Forward time: 2.3418, Backward time: 3.2459, DDP time: 0.0037, Total iter time: 6.4898 [2020-11-08 18:54:12,385][root][INFO] - ===> Epoch[858](4299/5): Loss -0.7992, Sem 0.0663, dir -0.9803, norm 0.1148, swav 0.0000 LR: 1.704e-02 Score 97.628 Data time: 0.2256, Forward time: 2.3421, Backward time: 3.2462, DDP time: 0.0037, Total iter time: 6.2508 [2020-11-08 18:54:18,137][root][INFO] - ===> Epoch[858](4300/5): Loss -0.8033, Sem 0.0585, dir -0.9784, norm 0.1166, swav 0.0000 LR: 1.702e-02 Score 97.881 Data time: 0.2161, Forward time: 2.3420, Backward time: 3.2459, DDP time: 0.0037, Total iter time: 5.6378 [2020-11-08 18:54:24,929][root][INFO] - ===> Epoch[859](4301/5): Loss -0.8039, Sem 0.0587, dir -0.9770, norm 0.1144, swav 0.0000 LR: 1.699e-02 Score 97.919 Data time: 0.1979, Forward time: 2.3420, Backward time: 3.2469, DDP time: 0.0037, Total iter time: 6.6648 [2020-11-08 18:54:31,570][root][INFO] - ===> Epoch[859](4302/5): Loss -0.8187, Sem 0.0563, dir -0.9817, norm 0.1067, swav 0.0000 LR: 1.697e-02 Score 97.957 Data time: 0.2068, Forward time: 2.3417, Backward time: 3.2480, DDP time: 0.0037, Total iter time: 6.5446 [2020-11-08 18:54:36,988][root][INFO] - ===> Epoch[859](4303/5): Loss -0.7776, Sem 0.0595, dir -0.9779, norm 0.1408, swav 0.0000 LR: 1.695e-02 Score 97.899 Data time: 0.1899, Forward time: 2.3412, Backward time: 3.2478, DDP time: 0.0037, Total iter time: 5.3032 [2020-11-08 18:54:43,264][root][INFO] - ===> Epoch[859](4304/5): Loss -0.7948, Sem 0.0660, dir -0.9787, norm 0.1180, swav 0.0000 LR: 1.693e-02 Score 97.612 Data time: 0.3327, Forward time: 2.3422, Backward time: 3.2470, DDP time: 0.0037, Total iter time: 6.1505 [2020-11-08 18:54:49,872][root][INFO] - ===> Epoch[859](4305/5): Loss -0.7905, Sem 0.0687, dir -0.9758, norm 0.1166, swav 0.0000 LR: 1.691e-02 Score 97.566 Data time: 0.2182, Forward time: 2.3426, Backward time: 3.2474, DDP time: 0.0037, Total iter time: 6.4816 [2020-11-08 18:54:56,275][root][INFO] - ===> Epoch[860](4306/5): Loss -0.7965, Sem 0.0658, dir -0.9792, norm 0.1168, swav 0.0000 LR: 1.689e-02 Score 97.629 Data time: 0.2166, Forward time: 2.3425, Backward time: 3.2480, DDP time: 0.0037, Total iter time: 6.2661 [2020-11-08 18:55:01,338][root][INFO] - ===> Epoch[860](4307/5): Loss -0.8102, Sem 0.0600, dir -0.9815, norm 0.1113, swav 0.0000 LR: 1.686e-02 Score 97.860 Data time: 0.1991, Forward time: 2.3421, Backward time: 3.2472, DDP time: 0.0037, Total iter time: 4.9309 [2020-11-08 18:55:07,205][root][INFO] - ===> Epoch[860](4308/5): Loss -0.8132, Sem 0.0577, dir -0.9754, norm 0.1045, swav 0.0000 LR: 1.684e-02 Score 97.867 Data time: 0.1969, Forward time: 2.3416, Backward time: 3.2476, DDP time: 0.0037, Total iter time: 5.7570 [2020-11-08 18:55:12,757][root][INFO] - ===> Epoch[860](4309/5): Loss -0.7894, Sem 0.0633, dir -0.9801, norm 0.1274, swav 0.0000 LR: 1.682e-02 Score 97.774 Data time: 0.2594, Forward time: 2.3419, Backward time: 3.2467, DDP time: 0.0037, Total iter time: 5.4402 [2020-11-08 18:55:18,401][root][INFO] - ===> Epoch[860](4310/5): Loss -0.8162, Sem 0.0547, dir -0.9785, norm 0.1076, swav 0.0000 LR: 1.680e-02 Score 98.024 Data time: 0.2219, Forward time: 2.3417, Backward time: 3.2464, DDP time: 0.0037, Total iter time: 5.5070 [2020-11-08 18:55:25,414][root][INFO] - ===> Epoch[861](4311/5): Loss -0.8004, Sem 0.0606, dir -0.9810, norm 0.1201, swav 0.0000 LR: 1.678e-02 Score 97.875 Data time: 0.2497, Forward time: 2.3420, Backward time: 3.2474, DDP time: 0.0037, Total iter time: 6.9036 [2020-11-08 18:55:30,898][root][INFO] - ===> Epoch[861](4312/5): Loss -0.7950, Sem 0.0642, dir -0.9789, norm 0.1198, swav 0.0000 LR: 1.675e-02 Score 97.707 Data time: 0.1813, Forward time: 2.3414, Backward time: 3.2473, DDP time: 0.0037, Total iter time: 5.3545 [2020-11-08 18:55:35,772][root][INFO] - ===> Epoch[861](4313/5): Loss -0.7946, Sem 0.0633, dir -0.9802, norm 0.1222, swav 0.0000 LR: 1.673e-02 Score 97.709 Data time: 0.2086, Forward time: 2.3414, Backward time: 3.2461, DDP time: 0.0037, Total iter time: 4.7841 [2020-11-08 18:55:41,609][root][INFO] - ===> Epoch[861](4314/5): Loss -0.8196, Sem 0.0574, dir -0.9795, norm 0.1025, swav 0.0000 LR: 1.671e-02 Score 97.911 Data time: 0.2323, Forward time: 2.3413, Backward time: 3.2459, DDP time: 0.0037, Total iter time: 5.7128 [2020-11-08 18:55:47,383][root][INFO] - ===> Epoch[861](4315/5): Loss -0.7891, Sem 0.0630, dir -0.9770, norm 0.1249, swav 0.0000 LR: 1.669e-02 Score 97.754 Data time: 0.1989, Forward time: 2.3410, Backward time: 3.2460, DDP time: 0.0037, Total iter time: 5.6677 [2020-11-08 18:55:52,425][root][INFO] - ===> Epoch[862](4316/5): Loss -0.8183, Sem 0.0588, dir -0.9822, norm 0.1051, swav 0.0000 LR: 1.667e-02 Score 97.828 Data time: 0.2410, Forward time: 2.3410, Backward time: 3.2448, DDP time: 0.0037, Total iter time: 4.9405 [2020-11-08 18:55:58,823][root][INFO] - ===> Epoch[862](4317/5): Loss -0.8026, Sem 0.0597, dir -0.9814, norm 0.1191, swav 0.0000 LR: 1.664e-02 Score 97.879 Data time: 0.1812, Forward time: 2.3404, Backward time: 3.2458, DDP time: 0.0037, Total iter time: 6.2739 [2020-11-08 18:56:03,753][root][INFO] - ===> Epoch[862](4318/5): Loss -0.7926, Sem 0.0599, dir -0.9776, norm 0.1252, swav 0.0000 LR: 1.662e-02 Score 97.854 Data time: 0.2086, Forward time: 2.3403, Backward time: 3.2447, DDP time: 0.0037, Total iter time: 4.8286 [2020-11-08 18:56:09,136][root][INFO] - ===> Epoch[862](4319/5): Loss -0.8007, Sem 0.0670, dir -0.9788, norm 0.1111, swav 0.0000 LR: 1.660e-02 Score 97.692 Data time: 0.1864, Forward time: 2.3394, Backward time: 3.2448, DDP time: 0.0037, Total iter time: 5.2489 [2020-11-08 18:56:17,341][root][INFO] - ===> Epoch[862](4320/5): Loss -0.7954, Sem 0.0596, dir -0.9762, norm 0.1212, swav 0.0000 LR: 1.658e-02 Score 97.861 Data time: 0.2744, Forward time: 2.3399, Backward time: 3.2470, DDP time: 0.0037, Total iter time: 8.1302 [2020-11-08 18:56:24,804][root][INFO] - ===> Epoch[863](4321/5): Loss -0.7958, Sem 0.0659, dir -0.9803, norm 0.1186, swav 0.0000 LR: 1.656e-02 Score 97.631 Data time: 0.3252, Forward time: 2.3410, Backward time: 3.2475, DDP time: 0.0037, Total iter time: 7.3289 [2020-11-08 18:56:32,239][root][INFO] - ===> Epoch[863](4322/5): Loss -0.7987, Sem 0.0595, dir -0.9730, norm 0.1148, swav 0.0000 LR: 1.653e-02 Score 97.864 Data time: 0.2364, Forward time: 2.3418, Backward time: 3.2484, DDP time: 0.0037, Total iter time: 7.2980 [2020-11-08 18:56:38,469][root][INFO] - ===> Epoch[863](4323/5): Loss -0.7938, Sem 0.0623, dir -0.9795, norm 0.1234, swav 0.0000 LR: 1.651e-02 Score 97.729 Data time: 0.2099, Forward time: 2.3415, Backward time: 3.2489, DDP time: 0.0037, Total iter time: 6.1001 [2020-11-08 18:56:43,032][root][INFO] - ===> Epoch[863](4324/5): Loss -0.8145, Sem 0.0609, dir -0.9810, norm 0.1057, swav 0.0000 LR: 1.649e-02 Score 97.856 Data time: 0.2023, Forward time: 2.3413, Backward time: 3.2475, DDP time: 0.0037, Total iter time: 4.4743 [2020-11-08 18:56:48,161][root][INFO] - ===> Epoch[863](4325/5): Loss -0.7972, Sem 0.0636, dir -0.9793, norm 0.1185, swav 0.0000 LR: 1.647e-02 Score 97.760 Data time: 0.1931, Forward time: 2.3410, Backward time: 3.2469, DDP time: 0.0037, Total iter time: 5.0189 [2020-11-08 18:56:54,092][root][INFO] - ===> Epoch[864](4326/5): Loss -0.7939, Sem 0.0622, dir -0.9764, norm 0.1204, swav 0.0000 LR: 1.645e-02 Score 97.780 Data time: 0.2043, Forward time: 2.3407, Backward time: 3.2471, DDP time: 0.0037, Total iter time: 5.8306 [2020-11-08 18:56:59,472][root][INFO] - ===> Epoch[864](4327/5): Loss -0.8051, Sem 0.0631, dir -0.9796, norm 0.1113, swav 0.0000 LR: 1.642e-02 Score 97.743 Data time: 0.2208, Forward time: 2.3405, Backward time: 3.2465, DDP time: 0.0037, Total iter time: 5.2555 [2020-11-08 18:57:06,008][root][INFO] - ===> Epoch[864](4328/5): Loss -0.8040, Sem 0.0619, dir -0.9821, norm 0.1162, swav 0.0000 LR: 1.640e-02 Score 97.795 Data time: 0.2628, Forward time: 2.3407, Backward time: 3.2469, DDP time: 0.0037, Total iter time: 6.4226 [2020-11-08 18:57:11,245][root][INFO] - ===> Epoch[864](4329/5): Loss -0.8111, Sem 0.0627, dir -0.9803, norm 0.1066, swav 0.0000 LR: 1.638e-02 Score 97.788 Data time: 0.1518, Forward time: 2.3398, Backward time: 3.2469, DDP time: 0.0037, Total iter time: 5.0777 [2020-11-08 18:57:16,783][root][INFO] - ===> Epoch[864](4330/5): Loss -0.7847, Sem 0.0634, dir -0.9784, norm 0.1302, swav 0.0000 LR: 1.636e-02 Score 97.719 Data time: 0.2048, Forward time: 2.3399, Backward time: 3.2464, DDP time: 0.0037, Total iter time: 5.4837 [2020-11-08 18:57:22,753][root][INFO] - ===> Epoch[865](4331/5): Loss -0.8045, Sem 0.0583, dir -0.9792, norm 0.1165, swav 0.0000 LR: 1.634e-02 Score 97.921 Data time: 0.1716, Forward time: 2.3391, Backward time: 3.2471, DDP time: 0.0037, Total iter time: 5.8631 [2020-11-08 18:57:28,749][root][INFO] - ===> Epoch[865](4332/5): Loss -0.7994, Sem 0.0680, dir -0.9796, norm 0.1121, swav 0.0000 LR: 1.631e-02 Score 97.544 Data time: 0.1716, Forward time: 2.3386, Backward time: 3.2477, DDP time: 0.0037, Total iter time: 5.9246 [2020-11-08 18:57:34,311][root][INFO] - ===> Epoch[865](4333/5): Loss -0.8068, Sem 0.0619, dir -0.9809, norm 0.1122, swav 0.0000 LR: 1.629e-02 Score 97.728 Data time: 0.2007, Forward time: 2.3382, Backward time: 3.2476, DDP time: 0.0037, Total iter time: 5.4517 [2020-11-08 18:57:40,776][root][INFO] - ===> Epoch[865](4334/5): Loss -0.8110, Sem 0.0577, dir -0.9800, norm 0.1112, swav 0.0000 LR: 1.627e-02 Score 97.903 Data time: 0.2246, Forward time: 2.3383, Backward time: 3.2481, DDP time: 0.0037, Total iter time: 6.3518 [2020-11-08 18:57:45,811][root][INFO] - ===> Epoch[865](4335/5): Loss -0.8090, Sem 0.0601, dir -0.9801, norm 0.1110, swav 0.0000 LR: 1.625e-02 Score 97.848 Data time: 0.1731, Forward time: 2.3376, Backward time: 3.2475, DDP time: 0.0037, Total iter time: 4.8996 [2020-11-08 18:57:51,005][root][INFO] - ===> Epoch[866](4336/5): Loss -0.8225, Sem 0.0553, dir -0.9808, norm 0.1031, swav 0.0000 LR: 1.623e-02 Score 98.036 Data time: 0.2128, Forward time: 2.3372, Backward time: 3.2468, DDP time: 0.0037, Total iter time: 5.0907 [2020-11-08 18:57:57,406][root][INFO] - ===> Epoch[866](4337/5): Loss -0.8028, Sem 0.0630, dir -0.9796, norm 0.1138, swav 0.0000 LR: 1.620e-02 Score 97.729 Data time: 0.3288, Forward time: 2.3383, Backward time: 3.2462, DDP time: 0.0037, Total iter time: 6.2978 [2020-11-08 18:58:02,909][root][INFO] - ===> Epoch[866](4338/5): Loss -0.7955, Sem 0.0591, dir -0.9785, norm 0.1239, swav 0.0000 LR: 1.618e-02 Score 97.957 Data time: 0.2203, Forward time: 2.3383, Backward time: 3.2456, DDP time: 0.0037, Total iter time: 5.3580 [2020-11-08 18:58:09,508][root][INFO] - ===> Epoch[866](4339/5): Loss -0.8050, Sem 0.0645, dir -0.9804, norm 0.1109, swav 0.0000 LR: 1.616e-02 Score 97.658 Data time: 0.2086, Forward time: 2.3381, Backward time: 3.2464, DDP time: 0.0037, Total iter time: 6.4902 [2020-11-08 18:58:16,043][root][INFO] - ===> Epoch[866](4340/5): Loss -0.7936, Sem 0.0658, dir -0.9787, norm 0.1193, swav 0.0000 LR: 1.614e-02 Score 97.655 Data time: 0.2017, Forward time: 2.3380, Backward time: 3.2473, DDP time: 0.0037, Total iter time: 6.4178 [2020-11-08 18:58:22,261][root][INFO] - ===> Epoch[867](4341/5): Loss -0.8107, Sem 0.0593, dir -0.9786, norm 0.1086, swav 0.0000 LR: 1.612e-02 Score 97.839 Data time: 0.2258, Forward time: 2.3380, Backward time: 3.2474, DDP time: 0.0037, Total iter time: 6.1095 [2020-11-08 18:58:27,745][root][INFO] - ===> Epoch[867](4342/5): Loss -0.7925, Sem 0.0625, dir -0.9804, norm 0.1254, swav 0.0000 LR: 1.609e-02 Score 97.796 Data time: 0.1610, Forward time: 2.3373, Backward time: 3.2475, DDP time: 0.0037, Total iter time: 5.3531 [2020-11-08 18:58:33,018][root][INFO] - ===> Epoch[867](4343/5): Loss -0.8030, Sem 0.0640, dir -0.9798, norm 0.1128, swav 0.0000 LR: 1.607e-02 Score 97.681 Data time: 0.1597, Forward time: 2.3365, Backward time: 3.2475, DDP time: 0.0037, Total iter time: 5.1778 [2020-11-08 18:58:39,125][root][INFO] - ===> Epoch[867](4344/5): Loss -0.8148, Sem 0.0560, dir -0.9790, norm 0.1082, swav 0.0000 LR: 1.605e-02 Score 97.967 Data time: 0.2926, Forward time: 2.3369, Backward time: 3.2473, DDP time: 0.0037, Total iter time: 6.0299 [2020-11-08 18:58:44,719][root][INFO] - ===> Epoch[867](4345/5): Loss -0.8095, Sem 0.0613, dir -0.9809, norm 0.1101, swav 0.0000 LR: 1.603e-02 Score 97.771 Data time: 0.1893, Forward time: 2.3366, Backward time: 3.2471, DDP time: 0.0037, Total iter time: 5.4640 [2020-11-08 18:58:49,950][root][INFO] - ===> Epoch[868](4346/5): Loss -0.8131, Sem 0.0590, dir -0.9813, norm 0.1092, swav 0.0000 LR: 1.601e-02 Score 97.884 Data time: 0.2013, Forward time: 2.3364, Backward time: 3.2464, DDP time: 0.0037, Total iter time: 5.1182 [2020-11-08 18:58:54,920][root][INFO] - ===> Epoch[868](4347/5): Loss -0.8053, Sem 0.0602, dir -0.9777, norm 0.1121, swav 0.0000 LR: 1.598e-02 Score 97.870 Data time: 0.2098, Forward time: 2.3361, Backward time: 3.2455, DDP time: 0.0037, Total iter time: 4.8369 [2020-11-08 18:59:01,615][root][INFO] - ===> Epoch[868](4348/5): Loss -0.8057, Sem 0.0631, dir -0.9795, norm 0.1107, swav 0.0000 LR: 1.596e-02 Score 97.689 Data time: 0.2112, Forward time: 2.3360, Backward time: 3.2465, DDP time: 0.0037, Total iter time: 6.5831 [2020-11-08 18:59:07,775][root][INFO] - ===> Epoch[868](4349/5): Loss -0.7987, Sem 0.0578, dir -0.9785, norm 0.1220, swav 0.0000 LR: 1.594e-02 Score 97.942 Data time: 0.2875, Forward time: 2.3365, Backward time: 3.2461, DDP time: 0.0037, Total iter time: 6.0403 [2020-11-08 18:59:13,546][root][INFO] - ===> Epoch[868](4350/5): Loss -0.8048, Sem 0.0658, dir -0.9798, norm 0.1092, swav 0.0000 LR: 1.592e-02 Score 97.624 Data time: 0.2654, Forward time: 2.3373, Backward time: 3.2451, DDP time: 0.0037, Total iter time: 5.6405 [2020-11-08 18:59:20,084][root][INFO] - ===> Epoch[869](4351/5): Loss -0.8075, Sem 0.0588, dir -0.9765, norm 0.1101, swav 0.0000 LR: 1.590e-02 Score 97.890 Data time: 0.2178, Forward time: 2.3373, Backward time: 3.2457, DDP time: 0.0037, Total iter time: 6.4104 [2020-11-08 18:59:25,464][root][INFO] - ===> Epoch[869](4352/5): Loss -0.7965, Sem 0.0637, dir -0.9779, norm 0.1178, swav 0.0000 LR: 1.587e-02 Score 97.699 Data time: 0.2053, Forward time: 2.3374, Backward time: 3.2449, DDP time: 0.0037, Total iter time: 5.2668 [2020-11-08 18:59:30,564][root][INFO] - ===> Epoch[869](4353/5): Loss -0.7944, Sem 0.0622, dir -0.9765, norm 0.1199, swav 0.0000 LR: 1.585e-02 Score 97.800 Data time: 0.2062, Forward time: 2.3370, Backward time: 3.2443, DDP time: 0.0037, Total iter time: 4.9795 [2020-11-08 18:59:37,067][root][INFO] - ===> Epoch[869](4354/5): Loss -0.8135, Sem 0.0569, dir -0.9814, norm 0.1110, swav 0.0000 LR: 1.583e-02 Score 97.942 Data time: 0.2588, Forward time: 2.3377, Backward time: 3.2442, DDP time: 0.0037, Total iter time: 6.3917 [2020-11-08 18:59:41,907][root][INFO] - ===> Epoch[869](4355/5): Loss -0.8142, Sem 0.0616, dir -0.9828, norm 0.1070, swav 0.0000 LR: 1.581e-02 Score 97.766 Data time: 0.1471, Forward time: 2.3369, Backward time: 3.2436, DDP time: 0.0037, Total iter time: 4.7203 [2020-11-08 18:59:47,659][root][INFO] - ===> Epoch[870](4356/5): Loss -0.7973, Sem 0.0632, dir -0.9802, norm 0.1197, swav 0.0000 LR: 1.578e-02 Score 97.717 Data time: 0.2110, Forward time: 2.3368, Backward time: 3.2435, DDP time: 0.0037, Total iter time: 5.6584 [2020-11-08 18:59:53,070][root][INFO] - ===> Epoch[870](4357/5): Loss -0.8064, Sem 0.0623, dir -0.9794, norm 0.1107, swav 0.0000 LR: 1.576e-02 Score 97.781 Data time: 0.2050, Forward time: 2.3368, Backward time: 3.2429, DDP time: 0.0037, Total iter time: 5.2844 [2020-11-08 18:59:59,794][root][INFO] - ===> Epoch[870](4358/5): Loss -0.8108, Sem 0.0575, dir -0.9786, norm 0.1102, swav 0.0000 LR: 1.574e-02 Score 97.939 Data time: 0.1688, Forward time: 2.3361, Backward time: 3.2444, DDP time: 0.0037, Total iter time: 6.6046 [2020-11-08 19:00:04,663][root][INFO] - ===> Epoch[870](4359/5): Loss -0.8022, Sem 0.0658, dir -0.9799, norm 0.1119, swav 0.0000 LR: 1.572e-02 Score 97.658 Data time: 0.2360, Forward time: 2.3361, Backward time: 3.2432, DDP time: 0.0037, Total iter time: 4.7546 [2020-11-08 19:00:10,232][root][INFO] - ===> Epoch[870](4360/5): Loss -0.8026, Sem 0.0586, dir -0.9793, norm 0.1181, swav 0.0000 LR: 1.570e-02 Score 97.881 Data time: 0.2526, Forward time: 2.3366, Backward time: 3.2422, DDP time: 0.0037, Total iter time: 5.4440 [2020-11-08 19:00:16,595][root][INFO] - ===> Epoch[871](4361/5): Loss -0.7956, Sem 0.0657, dir -0.9786, norm 0.1173, swav 0.0000 LR: 1.567e-02 Score 97.687 Data time: 0.1846, Forward time: 2.3361, Backward time: 3.2431, DDP time: 0.0037, Total iter time: 6.2430 [2020-11-08 19:00:22,065][root][INFO] - ===> Epoch[871](4362/5): Loss -0.7871, Sem 0.0613, dir -0.9747, norm 0.1264, swav 0.0000 LR: 1.565e-02 Score 97.842 Data time: 0.2121, Forward time: 2.3358, Backward time: 3.2428, DDP time: 0.0037, Total iter time: 5.3498 [2020-11-08 19:00:27,002][root][INFO] - ===> Epoch[871](4363/5): Loss -0.8250, Sem 0.0579, dir -0.9830, norm 0.1001, swav 0.0000 LR: 1.563e-02 Score 97.895 Data time: 0.1706, Forward time: 2.3352, Backward time: 3.2422, DDP time: 0.0037, Total iter time: 4.8296 [2020-11-08 19:00:33,194][root][INFO] - ===> Epoch[871](4364/5): Loss -0.8050, Sem 0.0586, dir -0.9773, norm 0.1137, swav 0.0000 LR: 1.561e-02 Score 97.823 Data time: 0.1539, Forward time: 2.3345, Backward time: 3.2432, DDP time: 0.0037, Total iter time: 6.0918 [2020-11-08 19:00:38,253][root][INFO] - ===> Epoch[871](4365/5): Loss -0.8044, Sem 0.0603, dir -0.9801, norm 0.1154, swav 0.0000 LR: 1.559e-02 Score 97.864 Data time: 0.2080, Forward time: 2.3339, Backward time: 3.2427, DDP time: 0.0037, Total iter time: 4.9667 [2020-11-08 19:00:44,572][root][INFO] - ===> Epoch[872](4366/5): Loss -0.8102, Sem 0.0606, dir -0.9794, norm 0.1086, swav 0.0000 LR: 1.556e-02 Score 97.801 Data time: 0.2290, Forward time: 2.3343, Backward time: 3.2428, DDP time: 0.0037, Total iter time: 6.2130 [2020-11-08 19:00:50,969][root][INFO] - ===> Epoch[872](4367/5): Loss -0.8083, Sem 0.0627, dir -0.9809, norm 0.1098, swav 0.0000 LR: 1.554e-02 Score 97.722 Data time: 0.2692, Forward time: 2.3351, Backward time: 3.2424, DDP time: 0.0037, Total iter time: 6.2522 [2020-11-08 19:00:56,749][root][INFO] - ===> Epoch[872](4368/5): Loss -0.7967, Sem 0.0635, dir -0.9799, norm 0.1197, swav 0.0000 LR: 1.552e-02 Score 97.705 Data time: 0.2124, Forward time: 2.3351, Backward time: 3.2421, DDP time: 0.0037, Total iter time: 5.6417 [2020-11-08 19:01:01,994][root][INFO] - ===> Epoch[872](4369/5): Loss -0.7999, Sem 0.0615, dir -0.9766, norm 0.1152, swav 0.0000 LR: 1.550e-02 Score 97.829 Data time: 0.2483, Forward time: 2.3355, Backward time: 3.2409, DDP time: 0.0037, Total iter time: 5.1201 [2020-11-08 19:01:07,575][root][INFO] - ===> Epoch[872](4370/5): Loss -0.8100, Sem 0.0582, dir -0.9793, norm 0.1111, swav 0.0000 LR: 1.548e-02 Score 97.950 Data time: 0.1492, Forward time: 2.3347, Backward time: 3.2412, DDP time: 0.0037, Total iter time: 5.4780 [2020-11-08 19:01:12,616][root][INFO] - ===> Epoch[873](4371/5): Loss -0.8048, Sem 0.0598, dir -0.9792, norm 0.1146, swav 0.0000 LR: 1.545e-02 Score 97.862 Data time: 0.2488, Forward time: 2.3349, Backward time: 3.2400, DDP time: 0.0037, Total iter time: 4.9452 [2020-11-08 19:01:18,089][root][INFO] - ===> Epoch[873](4372/5): Loss -0.8183, Sem 0.0550, dir -0.9811, norm 0.1078, swav 0.0000 LR: 1.543e-02 Score 98.008 Data time: 0.2685, Forward time: 2.3353, Backward time: 3.2390, DDP time: 0.0037, Total iter time: 5.3549 [2020-11-08 19:01:25,571][root][INFO] - ===> Epoch[873](4373/5): Loss -0.7994, Sem 0.0631, dir -0.9807, norm 0.1182, swav 0.0000 LR: 1.541e-02 Score 97.723 Data time: 0.3674, Forward time: 2.3369, Backward time: 3.2390, DDP time: 0.0037, Total iter time: 7.3645 [2020-11-08 19:01:32,483][root][INFO] - ===> Epoch[873](4374/5): Loss -0.8096, Sem 0.0602, dir -0.9785, norm 0.1087, swav 0.0000 LR: 1.539e-02 Score 97.837 Data time: 0.1827, Forward time: 2.3367, Backward time: 3.2402, DDP time: 0.0037, Total iter time: 6.7678 [2020-11-08 19:01:39,290][root][INFO] - ===> Epoch[873](4375/5): Loss -0.7924, Sem 0.0659, dir -0.9780, norm 0.1197, swav 0.0000 LR: 1.536e-02 Score 97.600 Data time: 0.1809, Forward time: 2.3363, Backward time: 3.2415, DDP time: 0.0037, Total iter time: 6.6968 [2020-11-08 19:01:44,457][root][INFO] - ===> Epoch[874](4376/5): Loss -0.8089, Sem 0.0594, dir -0.9795, norm 0.1112, swav 0.0000 LR: 1.534e-02 Score 97.864 Data time: 0.1976, Forward time: 2.3360, Backward time: 3.2409, DDP time: 0.0037, Total iter time: 5.0601 [2020-11-08 19:01:50,305][root][INFO] - ===> Epoch[874](4377/5): Loss -0.8131, Sem 0.0602, dir -0.9783, norm 0.1049, swav 0.0000 LR: 1.532e-02 Score 97.839 Data time: 0.2803, Forward time: 2.3367, Backward time: 3.2401, DDP time: 0.0037, Total iter time: 5.7649 [2020-11-08 19:01:56,901][root][INFO] - ===> Epoch[874](4378/5): Loss -0.8100, Sem 0.0582, dir -0.9797, norm 0.1114, swav 0.0000 LR: 1.530e-02 Score 97.869 Data time: 0.3403, Forward time: 2.3379, Backward time: 3.2395, DDP time: 0.0037, Total iter time: 6.4828 [2020-11-08 19:02:02,163][root][INFO] - ===> Epoch[874](4379/5): Loss -0.8062, Sem 0.0610, dir -0.9802, norm 0.1130, swav 0.0000 LR: 1.528e-02 Score 97.847 Data time: 0.2332, Forward time: 2.3383, Backward time: 3.2383, DDP time: 0.0037, Total iter time: 5.1251 [2020-11-08 19:02:07,664][root][INFO] - ===> Epoch[874](4380/5): Loss -0.7911, Sem 0.0649, dir -0.9801, norm 0.1241, swav 0.0000 LR: 1.525e-02 Score 97.676 Data time: 0.2431, Forward time: 2.3386, Backward time: 3.2375, DDP time: 0.0037, Total iter time: 5.4216 [2020-11-08 19:02:13,199][root][INFO] - ===> Epoch[875](4381/5): Loss -0.8102, Sem 0.0609, dir -0.9810, norm 0.1099, swav 0.0000 LR: 1.523e-02 Score 97.778 Data time: 0.2735, Forward time: 2.3391, Backward time: 3.2365, DDP time: 0.0037, Total iter time: 5.4330 [2020-11-08 19:02:18,544][root][INFO] - ===> Epoch[875](4382/5): Loss -0.8131, Sem 0.0576, dir -0.9828, norm 0.1121, swav 0.0000 LR: 1.521e-02 Score 97.977 Data time: 0.2218, Forward time: 2.3391, Backward time: 3.2358, DDP time: 0.0037, Total iter time: 5.2380 [2020-11-08 19:02:25,011][root][INFO] - ===> Epoch[875](4383/5): Loss -0.8014, Sem 0.0650, dir -0.9792, norm 0.1128, swav 0.0000 LR: 1.519e-02 Score 97.651 Data time: 0.1769, Forward time: 2.3387, Backward time: 3.2367, DDP time: 0.0037, Total iter time: 6.3594 [2020-11-08 19:02:31,584][root][INFO] - ===> Epoch[875](4384/5): Loss -0.7949, Sem 0.0602, dir -0.9753, norm 0.1203, swav 0.0000 LR: 1.516e-02 Score 97.867 Data time: 0.2031, Forward time: 2.3384, Backward time: 3.2377, DDP time: 0.0037, Total iter time: 6.4721 [2020-11-08 19:02:37,585][root][INFO] - ===> Epoch[875](4385/5): Loss -0.8097, Sem 0.0627, dir -0.9808, norm 0.1084, swav 0.0000 LR: 1.514e-02 Score 97.738 Data time: 0.2189, Forward time: 2.3384, Backward time: 3.2378, DDP time: 0.0037, Total iter time: 5.8957 [2020-11-08 19:02:44,304][root][INFO] - ===> Epoch[876](4386/5): Loss -0.8048, Sem 0.0606, dir -0.9808, norm 0.1154, swav 0.0000 LR: 1.512e-02 Score 97.805 Data time: 0.2501, Forward time: 2.3387, Backward time: 3.2382, DDP time: 0.0037, Total iter time: 6.5898 [2020-11-08 19:02:50,084][root][INFO] - ===> Epoch[876](4387/5): Loss -0.8181, Sem 0.0625, dir -0.9801, norm 0.0995, swav 0.0000 LR: 1.510e-02 Score 97.814 Data time: 0.1854, Forward time: 2.3386, Backward time: 3.2381, DDP time: 0.0037, Total iter time: 5.6486 [2020-11-08 19:02:54,918][root][INFO] - ===> Epoch[876](4388/5): Loss -0.8022, Sem 0.0666, dir -0.9808, norm 0.1120, swav 0.0000 LR: 1.508e-02 Score 97.604 Data time: 0.1902, Forward time: 2.3385, Backward time: 3.2370, DDP time: 0.0037, Total iter time: 4.7052 [2020-11-08 19:02:59,662][root][INFO] - ===> Epoch[876](4389/5): Loss -0.8025, Sem 0.0595, dir -0.9798, norm 0.1178, swav 0.0000 LR: 1.505e-02 Score 97.913 Data time: 0.1581, Forward time: 2.3379, Backward time: 3.2363, DDP time: 0.0037, Total iter time: 4.6265 [2020-11-08 19:03:04,985][root][INFO] - ===> Epoch[876](4390/5): Loss -0.7856, Sem 0.0640, dir -0.9756, norm 0.1260, swav 0.0000 LR: 1.503e-02 Score 97.715 Data time: 0.2524, Forward time: 2.3382, Backward time: 3.2352, DDP time: 0.0037, Total iter time: 5.2197 [2020-11-08 19:03:10,931][root][INFO] - ===> Epoch[877](4391/5): Loss -0.8127, Sem 0.0597, dir -0.9815, norm 0.1091, swav 0.0000 LR: 1.501e-02 Score 97.867 Data time: 0.2175, Forward time: 2.3380, Backward time: 3.2354, DDP time: 0.0037, Total iter time: 5.8279 [2020-11-08 19:03:16,675][root][INFO] - ===> Epoch[877](4392/5): Loss -0.8052, Sem 0.0621, dir -0.9804, norm 0.1132, swav 0.0000 LR: 1.499e-02 Score 97.760 Data time: 0.1922, Forward time: 2.3378, Backward time: 3.2353, DDP time: 0.0037, Total iter time: 5.6286 [2020-11-08 19:03:23,328][root][INFO] - ===> Epoch[877](4393/5): Loss -0.8134, Sem 0.0580, dir -0.9792, norm 0.1078, swav 0.0000 LR: 1.496e-02 Score 97.902 Data time: 0.1527, Forward time: 2.3369, Backward time: 3.2368, DDP time: 0.0037, Total iter time: 6.5439 [2020-11-08 19:03:29,388][root][INFO] - ===> Epoch[877](4394/5): Loss -0.8024, Sem 0.0581, dir -0.9774, norm 0.1170, swav 0.0000 LR: 1.494e-02 Score 97.922 Data time: 0.2377, Forward time: 2.3373, Backward time: 3.2365, DDP time: 0.0037, Total iter time: 5.9687 [2020-11-08 19:03:34,829][root][INFO] - ===> Epoch[877](4395/5): Loss -0.8153, Sem 0.0607, dir -0.9803, norm 0.1044, swav 0.0000 LR: 1.492e-02 Score 97.784 Data time: 0.2543, Forward time: 2.3374, Backward time: 3.2358, DDP time: 0.0037, Total iter time: 5.2863 [2020-11-08 19:03:40,142][root][INFO] - ===> Epoch[878](4396/5): Loss -0.8043, Sem 0.0651, dir -0.9809, norm 0.1115, swav 0.0000 LR: 1.490e-02 Score 97.665 Data time: 0.1661, Forward time: 2.3367, Backward time: 3.2358, DDP time: 0.0037, Total iter time: 5.2028 [2020-11-08 19:03:46,457][root][INFO] - ===> Epoch[878](4397/5): Loss -0.8009, Sem 0.0635, dir -0.9800, norm 0.1156, swav 0.0000 LR: 1.488e-02 Score 97.690 Data time: 0.3115, Forward time: 2.3378, Backward time: 3.2351, DDP time: 0.0037, Total iter time: 6.2126 [2020-11-08 19:03:51,842][root][INFO] - ===> Epoch[878](4398/5): Loss -0.8079, Sem 0.0623, dir -0.9815, norm 0.1112, swav 0.0000 LR: 1.485e-02 Score 97.729 Data time: 0.2139, Forward time: 2.3378, Backward time: 3.2344, DDP time: 0.0037, Total iter time: 5.2439 [2020-11-08 19:03:59,227][root][INFO] - ===> Epoch[878](4399/5): Loss -0.8070, Sem 0.0570, dir -0.9784, norm 0.1145, swav 0.0000 LR: 1.483e-02 Score 97.951 Data time: 0.3073, Forward time: 2.3383, Backward time: 3.2353, DDP time: 0.0037, Total iter time: 7.2765 [2020-11-08 19:04:05,826][root][INFO] - ===> Epoch[878](4400/5): Loss -0.8074, Sem 0.0598, dir -0.9766, norm 0.1093, swav 0.0000 LR: 1.481e-02 Score 97.885 Data time: 0.1964, Forward time: 2.3379, Backward time: 3.2364, DDP time: 0.0037, Total iter time: 6.4698 [2020-11-08 19:04:11,273][root][INFO] - ===> Epoch[879](4401/5): Loss -0.8112, Sem 0.0600, dir -0.9783, norm 0.1072, swav 0.0000 LR: 1.479e-02 Score 97.806 Data time: 0.2200, Forward time: 2.3382, Backward time: 3.2356, DDP time: 0.0037, Total iter time: 5.3451 [2020-11-08 19:04:17,223][root][INFO] - ===> Epoch[879](4402/5): Loss -0.7910, Sem 0.0611, dir -0.9767, norm 0.1245, swav 0.0000 LR: 1.476e-02 Score 97.841 Data time: 0.2417, Forward time: 2.3383, Backward time: 3.2354, DDP time: 0.0037, Total iter time: 5.8206 [2020-11-08 19:04:22,496][root][INFO] - ===> Epoch[879](4403/5): Loss -0.8093, Sem 0.0625, dir -0.9798, norm 0.1080, swav 0.0000 LR: 1.474e-02 Score 97.722 Data time: 0.2253, Forward time: 2.3382, Backward time: 3.2347, DDP time: 0.0037, Total iter time: 5.1523 [2020-11-08 19:04:28,991][root][INFO] - ===> Epoch[879](4404/5): Loss -0.7943, Sem 0.0697, dir -0.9801, norm 0.1162, swav 0.0000 LR: 1.472e-02 Score 97.586 Data time: 0.3213, Forward time: 2.3392, Backward time: 3.2342, DDP time: 0.0037, Total iter time: 6.3911 [2020-11-08 19:04:36,337][root][INFO] - ===> Epoch[879](4405/5): Loss -0.8183, Sem 0.0572, dir -0.9828, norm 0.1074, swav 0.0000 LR: 1.470e-02 Score 97.895 Data time: 0.1126, Forward time: 2.3381, Backward time: 3.2370, DDP time: 0.0037, Total iter time: 7.2304 [2020-11-08 19:04:42,137][root][INFO] - ===> Epoch[880](4406/5): Loss -0.8004, Sem 0.0659, dir -0.9815, norm 0.1153, swav 0.0000 LR: 1.468e-02 Score 97.628 Data time: 0.2201, Forward time: 2.3382, Backward time: 3.2367, DDP time: 0.0037, Total iter time: 5.7116 [2020-11-08 19:04:47,264][root][INFO] - ===> Epoch[880](4407/5): Loss -0.8116, Sem 0.0606, dir -0.9818, norm 0.1096, swav 0.0000 LR: 1.465e-02 Score 97.827 Data time: 0.2737, Forward time: 2.3382, Backward time: 3.2358, DDP time: 0.0037, Total iter time: 5.0018 [2020-11-08 19:04:53,755][root][INFO] - ===> Epoch[880](4408/5): Loss -0.7980, Sem 0.0587, dir -0.9742, norm 0.1175, swav 0.0000 LR: 1.463e-02 Score 97.911 Data time: 0.3134, Forward time: 2.3392, Backward time: 3.2352, DDP time: 0.0037, Total iter time: 6.3758 [2020-11-08 19:04:59,552][root][INFO] - ===> Epoch[880](4409/5): Loss -0.8102, Sem 0.0639, dir -0.9814, norm 0.1073, swav 0.0000 LR: 1.461e-02 Score 97.704 Data time: 0.1603, Forward time: 2.3389, Backward time: 3.2354, DDP time: 0.0037, Total iter time: 5.6315 [2020-11-08 19:05:04,202][root][INFO] - ===> Epoch[880](4410/5): Loss -0.8065, Sem 0.0575, dir -0.9793, norm 0.1153, swav 0.0000 LR: 1.459e-02 Score 97.933 Data time: 0.1930, Forward time: 2.3385, Backward time: 3.2344, DDP time: 0.0037, Total iter time: 4.5538 [2020-11-08 19:05:09,803][root][INFO] - ===> Epoch[881](4411/5): Loss -0.8091, Sem 0.0626, dir -0.9796, norm 0.1079, swav 0.0000 LR: 1.456e-02 Score 97.708 Data time: 0.3235, Forward time: 2.3390, Backward time: 3.2334, DDP time: 0.0037, Total iter time: 5.5032 [2020-11-08 19:05:14,957][root][INFO] - ===> Epoch[881](4412/5): Loss -0.7946, Sem 0.0636, dir -0.9760, norm 0.1179, swav 0.0000 LR: 1.454e-02 Score 97.705 Data time: 0.2332, Forward time: 2.3393, Backward time: 3.2322, DDP time: 0.0037, Total iter time: 5.0464 [2020-11-08 19:05:20,512][root][INFO] - ===> Epoch[881](4413/5): Loss -0.8019, Sem 0.0612, dir -0.9786, norm 0.1155, swav 0.0000 LR: 1.452e-02 Score 97.799 Data time: 0.1821, Forward time: 2.3387, Backward time: 3.2323, DDP time: 0.0037, Total iter time: 5.4316 [2020-11-08 19:05:25,883][root][INFO] - ===> Epoch[881](4414/5): Loss -0.8063, Sem 0.0599, dir -0.9784, norm 0.1123, swav 0.0000 LR: 1.450e-02 Score 97.911 Data time: 0.2333, Forward time: 2.3389, Backward time: 3.2315, DDP time: 0.0037, Total iter time: 5.2877 [2020-11-08 19:05:31,713][root][INFO] - ===> Epoch[881](4415/5): Loss -0.8038, Sem 0.0629, dir -0.9824, norm 0.1156, swav 0.0000 LR: 1.448e-02 Score 97.818 Data time: 0.2720, Forward time: 2.3392, Backward time: 3.2310, DDP time: 0.0037, Total iter time: 5.6896 [2020-11-08 19:05:37,027][root][INFO] - ===> Epoch[882](4416/5): Loss -0.8142, Sem 0.0591, dir -0.9793, norm 0.1060, swav 0.0000 LR: 1.445e-02 Score 97.861 Data time: 0.1910, Forward time: 2.3392, Backward time: 3.2304, DDP time: 0.0037, Total iter time: 5.1832 [2020-11-08 19:05:42,586][root][INFO] - ===> Epoch[882](4417/5): Loss -0.8050, Sem 0.0629, dir -0.9751, norm 0.1072, swav 0.0000 LR: 1.443e-02 Score 97.715 Data time: 0.2245, Forward time: 2.3392, Backward time: 3.2299, DDP time: 0.0037, Total iter time: 5.4475 [2020-11-08 19:05:48,433][root][INFO] - ===> Epoch[882](4418/5): Loss -0.7960, Sem 0.0629, dir -0.9797, norm 0.1208, swav 0.0000 LR: 1.441e-02 Score 97.741 Data time: 0.1688, Forward time: 2.3387, Backward time: 3.2302, DDP time: 0.0037, Total iter time: 5.7415 [2020-11-08 19:05:55,300][root][INFO] - ===> Epoch[882](4419/5): Loss -0.8029, Sem 0.0655, dir -0.9787, norm 0.1103, swav 0.0000 LR: 1.439e-02 Score 97.715 Data time: 0.1889, Forward time: 2.3381, Backward time: 3.2318, DDP time: 0.0037, Total iter time: 6.7737 [2020-11-08 19:06:01,597][root][INFO] - ===> Epoch[882](4420/5): Loss -0.7961, Sem 0.0623, dir -0.9796, norm 0.1212, swav 0.0000 LR: 1.436e-02 Score 97.773 Data time: 0.2084, Forward time: 2.3382, Backward time: 3.2320, DDP time: 0.0037, Total iter time: 6.2187 [2020-11-08 19:06:09,483][root][INFO] - ===> Epoch[883](4421/5): Loss -0.8047, Sem 0.0651, dir -0.9802, norm 0.1104, swav 0.0000 LR: 1.434e-02 Score 97.668 Data time: 0.1758, Forward time: 2.3377, Backward time: 3.2345, DDP time: 0.0037, Total iter time: 7.7775 [2020-11-08 19:06:14,650][root][INFO] - ===> Epoch[883](4422/5): Loss -0.7971, Sem 0.0626, dir -0.9771, norm 0.1173, swav 0.0000 LR: 1.432e-02 Score 97.778 Data time: 0.1641, Forward time: 2.3374, Backward time: 3.2341, DDP time: 0.0037, Total iter time: 5.0674 [2020-11-08 19:06:20,404][root][INFO] - ===> Epoch[883](4423/5): Loss -0.8045, Sem 0.0624, dir -0.9778, norm 0.1110, swav 0.0000 LR: 1.430e-02 Score 97.741 Data time: 0.1823, Forward time: 2.3368, Backward time: 3.2344, DDP time: 0.0037, Total iter time: 5.6132 [2020-11-08 19:06:25,409][root][INFO] - ===> Epoch[883](4424/5): Loss -0.7971, Sem 0.0622, dir -0.9799, norm 0.1206, swav 0.0000 LR: 1.427e-02 Score 97.753 Data time: 0.2170, Forward time: 2.3369, Backward time: 3.2332, DDP time: 0.0037, Total iter time: 4.9003 [2020-11-08 19:06:32,113][root][INFO] - ===> Epoch[883](4425/5): Loss -0.8139, Sem 0.0567, dir -0.9818, norm 0.1112, swav 0.0000 LR: 1.425e-02 Score 97.944 Data time: 0.2206, Forward time: 2.3368, Backward time: 3.2341, DDP time: 0.0037, Total iter time: 6.5817 [2020-11-08 19:06:38,258][root][INFO] - ===> Epoch[884](4426/5): Loss -0.8184, Sem 0.0599, dir -0.9814, norm 0.1030, swav 0.0000 LR: 1.423e-02 Score 97.796 Data time: 0.1748, Forward time: 2.3363, Backward time: 3.2348, DDP time: 0.0037, Total iter time: 6.0200 [2020-11-08 19:06:44,212][root][INFO] - ===> Epoch[884](4427/5): Loss -0.8152, Sem 0.0519, dir -0.9797, norm 0.1126, swav 0.0000 LR: 1.421e-02 Score 98.136 Data time: 0.1934, Forward time: 2.3358, Backward time: 3.2352, DDP time: 0.0037, Total iter time: 5.8470 [2020-11-08 19:06:52,599][root][INFO] - ===> Epoch[884](4428/5): Loss -0.8035, Sem 0.0596, dir -0.9799, norm 0.1168, swav 0.0000 LR: 1.418e-02 Score 97.879 Data time: 0.2097, Forward time: 2.3357, Backward time: 3.2378, DDP time: 0.0037, Total iter time: 8.2775 [2020-11-08 19:06:58,121][root][INFO] - ===> Epoch[884](4429/5): Loss -0.7988, Sem 0.0653, dir -0.9793, norm 0.1152, swav 0.0000 LR: 1.416e-02 Score 97.670 Data time: 0.2429, Forward time: 2.3358, Backward time: 3.2373, DDP time: 0.0037, Total iter time: 5.4097 [2020-11-08 19:07:03,849][root][INFO] - ===> Epoch[884](4430/5): Loss -0.7939, Sem 0.0692, dir -0.9789, norm 0.1158, swav 0.0000 LR: 1.414e-02 Score 97.507 Data time: 0.2168, Forward time: 2.3358, Backward time: 3.2369, DDP time: 0.0037, Total iter time: 5.6001 [2020-11-08 19:07:10,545][root][INFO] - ===> Epoch[885](4431/5): Loss -0.8014, Sem 0.0628, dir -0.9798, norm 0.1156, swav 0.0000 LR: 1.412e-02 Score 97.759 Data time: 0.2090, Forward time: 2.3357, Backward time: 3.2378, DDP time: 0.0037, Total iter time: 6.5689 [2020-11-08 19:07:16,223][root][INFO] - ===> Epoch[885](4432/5): Loss -0.7930, Sem 0.0658, dir -0.9784, norm 0.1196, swav 0.0000 LR: 1.410e-02 Score 97.581 Data time: 0.2044, Forward time: 2.3357, Backward time: 3.2374, DDP time: 0.0037, Total iter time: 5.5749 [2020-11-08 19:07:22,118][root][INFO] - ===> Epoch[885](4433/5): Loss -0.8187, Sem 0.0554, dir -0.9801, norm 0.1060, swav 0.0000 LR: 1.407e-02 Score 97.987 Data time: 0.2041, Forward time: 2.3355, Backward time: 3.2375, DDP time: 0.0037, Total iter time: 5.7576 [2020-11-08 19:07:27,724][root][INFO] - ===> Epoch[885](4434/5): Loss -0.7959, Sem 0.0625, dir -0.9767, norm 0.1183, swav 0.0000 LR: 1.405e-02 Score 97.738 Data time: 0.2823, Forward time: 2.3361, Backward time: 3.2366, DDP time: 0.0037, Total iter time: 5.4908 [2020-11-08 19:07:34,221][root][INFO] - ===> Epoch[885](4435/5): Loss -0.8161, Sem 0.0575, dir -0.9807, norm 0.1071, swav 0.0000 LR: 1.403e-02 Score 97.945 Data time: 0.3559, Forward time: 2.3372, Backward time: 3.2359, DDP time: 0.0037, Total iter time: 6.3757 [2020-11-08 19:07:40,039][root][INFO] - ===> Epoch[886](4436/5): Loss -0.7993, Sem 0.0622, dir -0.9778, norm 0.1163, swav 0.0000 LR: 1.401e-02 Score 97.779 Data time: 0.1718, Forward time: 2.3368, Backward time: 3.2361, DDP time: 0.0037, Total iter time: 5.6623 [2020-11-08 19:07:46,427][root][INFO] - ===> Epoch[886](4437/5): Loss -0.7940, Sem 0.0622, dir -0.9780, norm 0.1217, swav 0.0000 LR: 1.398e-02 Score 97.813 Data time: 0.2270, Forward time: 2.3369, Backward time: 3.2364, DDP time: 0.0037, Total iter time: 6.2848 [2020-11-08 19:07:52,624][root][INFO] - ===> Epoch[886](4438/5): Loss -0.8141, Sem 0.0579, dir -0.9802, norm 0.1082, swav 0.0000 LR: 1.396e-02 Score 97.905 Data time: 0.2000, Forward time: 2.3367, Backward time: 3.2368, DDP time: 0.0037, Total iter time: 6.0710 [2020-11-08 19:07:58,482][root][INFO] - ===> Epoch[886](4439/5): Loss -0.8078, Sem 0.0589, dir -0.9788, norm 0.1120, swav 0.0000 LR: 1.394e-02 Score 97.862 Data time: 0.2718, Forward time: 2.3371, Backward time: 3.2362, DDP time: 0.0037, Total iter time: 5.7283 [2020-11-08 19:08:05,266][root][INFO] - ===> Epoch[886](4440/5): Loss -0.8006, Sem 0.0654, dir -0.9797, norm 0.1137, swav 0.0000 LR: 1.392e-02 Score 97.673 Data time: 0.2069, Forward time: 2.3371, Backward time: 3.2371, DDP time: 0.0037, Total iter time: 6.6778 [2020-11-08 19:08:10,897][root][INFO] - ===> Epoch[887](4441/5): Loss -0.8076, Sem 0.0666, dir -0.9808, norm 0.1066, swav 0.0000 LR: 1.389e-02 Score 97.609 Data time: 0.2252, Forward time: 2.3370, Backward time: 3.2367, DDP time: 0.0037, Total iter time: 5.5174 [2020-11-08 19:08:17,005][root][INFO] - ===> Epoch[887](4442/5): Loss -0.8011, Sem 0.0564, dir -0.9810, norm 0.1235, swav 0.0000 LR: 1.387e-02 Score 97.980 Data time: 0.2890, Forward time: 2.3377, Backward time: 3.2362, DDP time: 0.0037, Total iter time: 5.9955 [2020-11-08 19:08:22,340][root][INFO] - ===> Epoch[887](4443/5): Loss -0.7968, Sem 0.0617, dir -0.9732, norm 0.1146, swav 0.0000 LR: 1.385e-02 Score 97.849 Data time: 0.2230, Forward time: 2.3377, Backward time: 3.2354, DDP time: 0.0037, Total iter time: 5.2163 [2020-11-08 19:08:27,393][root][INFO] - ===> Epoch[887](4444/5): Loss -0.8069, Sem 0.0616, dir -0.9806, norm 0.1121, swav 0.0000 LR: 1.383e-02 Score 97.730 Data time: 0.1966, Forward time: 2.3375, Backward time: 3.2347, DDP time: 0.0037, Total iter time: 4.9456 [2020-11-08 19:08:34,616][root][INFO] - ===> Epoch[887](4445/5): Loss -0.8005, Sem 0.0624, dir -0.9782, norm 0.1153, swav 0.0000 LR: 1.380e-02 Score 97.785 Data time: 0.1949, Forward time: 2.3371, Backward time: 3.2363, DDP time: 0.0037, Total iter time: 7.1176 [2020-11-08 19:08:40,667][root][INFO] - ===> Epoch[888](4446/5): Loss -0.7807, Sem 0.0749, dir -0.9769, norm 0.1213, swav 0.0000 LR: 1.378e-02 Score 97.367 Data time: 0.1900, Forward time: 2.3368, Backward time: 3.2367, DDP time: 0.0037, Total iter time: 5.9373 [2020-11-08 19:08:46,412][root][INFO] - ===> Epoch[888](4447/5): Loss -0.8080, Sem 0.0635, dir -0.9806, norm 0.1090, swav 0.0000 LR: 1.376e-02 Score 97.666 Data time: 0.1927, Forward time: 2.3365, Backward time: 3.2368, DDP time: 0.0037, Total iter time: 5.6274 [2020-11-08 19:08:51,834][root][INFO] - ===> Epoch[888](4448/5): Loss -0.8163, Sem 0.0553, dir -0.9802, norm 0.1086, swav 0.0000 LR: 1.374e-02 Score 98.045 Data time: 0.1690, Forward time: 2.3358, Backward time: 3.2369, DDP time: 0.0037, Total iter time: 5.3130 [2020-11-08 19:08:57,729][root][INFO] - ===> Epoch[888](4449/5): Loss -0.8086, Sem 0.0597, dir -0.9784, norm 0.1102, swav 0.0000 LR: 1.371e-02 Score 97.862 Data time: 0.1783, Forward time: 2.3352, Backward time: 3.2374, DDP time: 0.0037, Total iter time: 5.7927 [2020-11-08 19:09:03,236][root][INFO] - ===> Epoch[888](4450/5): Loss -0.8181, Sem 0.0525, dir -0.9803, norm 0.1097, swav 0.0000 LR: 1.369e-02 Score 98.099 Data time: 0.2263, Forward time: 2.3352, Backward time: 3.2369, DDP time: 0.0037, Total iter time: 5.4067 [2020-11-08 19:09:09,054][root][INFO] - ===> Epoch[889](4451/5): Loss -0.8101, Sem 0.0598, dir -0.9788, norm 0.1089, swav 0.0000 LR: 1.367e-02 Score 97.829 Data time: 0.2562, Forward time: 2.3356, Backward time: 3.2364, DDP time: 0.0037, Total iter time: 5.6947 [2020-11-08 19:09:14,316][root][INFO] - ===> Epoch[889](4452/5): Loss -0.8246, Sem 0.0589, dir -0.9819, norm 0.0984, swav 0.0000 LR: 1.365e-02 Score 97.886 Data time: 0.2066, Forward time: 2.3354, Backward time: 3.2358, DDP time: 0.0037, Total iter time: 5.1417 [2020-11-08 19:09:19,916][root][INFO] - ===> Epoch[889](4453/5): Loss -0.8015, Sem 0.0620, dir -0.9780, norm 0.1145, swav 0.0000 LR: 1.362e-02 Score 97.717 Data time: 0.2331, Forward time: 2.3353, Backward time: 3.2354, DDP time: 0.0037, Total iter time: 5.4881 [2020-11-08 19:09:26,102][root][INFO] - ===> Epoch[889](4454/5): Loss -0.8116, Sem 0.0608, dir -0.9804, norm 0.1080, swav 0.0000 LR: 1.360e-02 Score 97.847 Data time: 0.2800, Forward time: 2.3359, Backward time: 3.2349, DDP time: 0.0037, Total iter time: 6.0522 [2020-11-08 19:09:33,324][root][INFO] - ===> Epoch[889](4455/5): Loss -0.7937, Sem 0.0655, dir -0.9763, norm 0.1172, swav 0.0000 LR: 1.358e-02 Score 97.648 Data time: 0.2639, Forward time: 2.3364, Backward time: 3.2357, DDP time: 0.0037, Total iter time: 7.0915 [2020-11-08 19:09:39,552][root][INFO] - ===> Epoch[890](4456/5): Loss -0.8075, Sem 0.0648, dir -0.9800, norm 0.1076, swav 0.0000 LR: 1.356e-02 Score 97.662 Data time: 0.2260, Forward time: 2.3360, Backward time: 3.2362, DDP time: 0.0037, Total iter time: 6.0945 [2020-11-08 19:09:46,322][root][INFO] - ===> Epoch[890](4457/5): Loss -0.8051, Sem 0.0641, dir -0.9777, norm 0.1084, swav 0.0000 LR: 1.353e-02 Score 97.709 Data time: 0.1849, Forward time: 2.3356, Backward time: 3.2374, DDP time: 0.0037, Total iter time: 6.6661 [2020-11-08 19:09:51,640][root][INFO] - ===> Epoch[890](4458/5): Loss -0.8053, Sem 0.0577, dir -0.9770, norm 0.1140, swav 0.0000 LR: 1.351e-02 Score 97.923 Data time: 0.1698, Forward time: 2.3352, Backward time: 3.2372, DDP time: 0.0037, Total iter time: 5.2124 [2020-11-08 19:09:56,664][root][INFO] - ===> Epoch[890](4459/5): Loss -0.8165, Sem 0.0591, dir -0.9824, norm 0.1069, swav 0.0000 LR: 1.349e-02 Score 97.853 Data time: 0.1865, Forward time: 2.3345, Backward time: 3.2369, DDP time: 0.0037, Total iter time: 4.9206 [2020-11-08 19:10:02,684][root][INFO] - ===> Epoch[890](4460/5): Loss -0.8019, Sem 0.0614, dir -0.9796, norm 0.1163, swav 0.0000 LR: 1.347e-02 Score 97.788 Data time: 0.3112, Forward time: 2.3349, Backward time: 3.2366, DDP time: 0.0037, Total iter time: 5.9171 [2020-11-08 19:10:08,266][root][INFO] - ===> Epoch[891](4461/5): Loss -0.7980, Sem 0.0615, dir -0.9759, norm 0.1165, swav 0.0000 LR: 1.344e-02 Score 97.790 Data time: 0.3147, Forward time: 2.3354, Backward time: 3.2356, DDP time: 0.0037, Total iter time: 5.4455 [2020-11-08 19:10:14,715][root][INFO] - ===> Epoch[891](4462/5): Loss -0.8110, Sem 0.0617, dir -0.9809, norm 0.1082, swav 0.0000 LR: 1.342e-02 Score 97.769 Data time: 0.3241, Forward time: 2.3361, Backward time: 3.2352, DDP time: 0.0037, Total iter time: 6.3187 [2020-11-08 19:10:20,370][root][INFO] - ===> Epoch[891](4463/5): Loss -0.8116, Sem 0.0595, dir -0.9824, norm 0.1114, swav 0.0000 LR: 1.340e-02 Score 97.854 Data time: 0.1608, Forward time: 2.3355, Backward time: 3.2355, DDP time: 0.0037, Total iter time: 5.5308 [2020-11-08 19:10:27,146][root][INFO] - ===> Epoch[891](4464/5): Loss -0.8012, Sem 0.0659, dir -0.9780, norm 0.1108, swav 0.0000 LR: 1.338e-02 Score 97.693 Data time: 0.2291, Forward time: 2.3357, Backward time: 3.2361, DDP time: 0.0037, Total iter time: 6.6897 [2020-11-08 19:10:34,308][root][INFO] - ===> Epoch[891](4465/5): Loss -0.8185, Sem 0.0578, dir -0.9818, norm 0.1055, swav 0.0000 LR: 1.335e-02 Score 97.918 Data time: 0.1297, Forward time: 2.3347, Backward time: 3.2384, DDP time: 0.0037, Total iter time: 7.0289 [2020-11-08 19:10:40,433][root][INFO] - ===> Epoch[892](4466/5): Loss -0.8018, Sem 0.0601, dir -0.9800, norm 0.1182, swav 0.0000 LR: 1.333e-02 Score 97.844 Data time: 0.2496, Forward time: 2.3350, Backward time: 3.2383, DDP time: 0.0037, Total iter time: 6.0463 [2020-11-08 19:10:47,390][root][INFO] - ===> Epoch[892](4467/5): Loss -0.7901, Sem 0.0663, dir -0.9771, norm 0.1208, swav 0.0000 LR: 1.331e-02 Score 97.647 Data time: 0.2984, Forward time: 2.3351, Backward time: 3.2391, DDP time: 0.0037, Total iter time: 6.8328 [2020-11-08 19:10:53,470][root][INFO] - ===> Epoch[892](4468/5): Loss -0.8074, Sem 0.0568, dir -0.9760, norm 0.1118, swav 0.0000 LR: 1.329e-02 Score 97.941 Data time: 0.2978, Forward time: 2.3359, Backward time: 3.2383, DDP time: 0.0037, Total iter time: 5.9616 [2020-11-08 19:10:59,471][root][INFO] - ===> Epoch[892](4469/5): Loss -0.8258, Sem 0.0568, dir -0.9817, norm 0.0990, swav 0.0000 LR: 1.326e-02 Score 97.959 Data time: 0.1887, Forward time: 2.3356, Backward time: 3.2387, DDP time: 0.0037, Total iter time: 5.8823 [2020-11-08 19:11:06,112][root][INFO] - ===> Epoch[892](4470/5): Loss -0.8047, Sem 0.0618, dir -0.9810, norm 0.1145, swav 0.0000 LR: 1.324e-02 Score 97.774 Data time: 0.2256, Forward time: 2.3353, Backward time: 3.2396, DDP time: 0.0037, Total iter time: 6.5284 [2020-11-08 19:11:12,375][root][INFO] - ===> Epoch[893](4471/5): Loss -0.7984, Sem 0.0625, dir -0.9787, norm 0.1178, swav 0.0000 LR: 1.322e-02 Score 97.819 Data time: 0.1746, Forward time: 2.3347, Backward time: 3.2404, DDP time: 0.0037, Total iter time: 6.1516 [2020-11-08 19:11:19,017][root][INFO] - ===> Epoch[893](4472/5): Loss -0.7997, Sem 0.0632, dir -0.9796, norm 0.1166, swav 0.0000 LR: 1.320e-02 Score 97.727 Data time: 0.2442, Forward time: 2.3346, Backward time: 3.2412, DDP time: 0.0037, Total iter time: 6.5407 [2020-11-08 19:11:24,443][root][INFO] - ===> Epoch[893](4473/5): Loss -0.8058, Sem 0.0627, dir -0.9801, norm 0.1116, swav 0.0000 LR: 1.317e-02 Score 97.762 Data time: 0.2255, Forward time: 2.3345, Backward time: 3.2407, DDP time: 0.0037, Total iter time: 5.3200 [2020-11-08 19:11:29,705][root][INFO] - ===> Epoch[893](4474/5): Loss -0.8126, Sem 0.0558, dir -0.9781, norm 0.1097, swav 0.0000 LR: 1.315e-02 Score 97.980 Data time: 0.2545, Forward time: 2.3346, Backward time: 3.2399, DDP time: 0.0037, Total iter time: 5.1611 [2020-11-08 19:11:36,305][root][INFO] - ===> Epoch[893](4475/5): Loss -0.8097, Sem 0.0584, dir -0.9803, norm 0.1122, swav 0.0000 LR: 1.313e-02 Score 97.856 Data time: 0.3523, Forward time: 2.3357, Backward time: 3.2394, DDP time: 0.0037, Total iter time: 6.4740 [2020-11-08 19:11:42,263][root][INFO] - ===> Epoch[894](4476/5): Loss -0.8016, Sem 0.0611, dir -0.9789, norm 0.1161, swav 0.0000 LR: 1.311e-02 Score 97.820 Data time: 0.2969, Forward time: 2.3364, Backward time: 3.2386, DDP time: 0.0037, Total iter time: 5.8233 [2020-11-08 19:11:49,222][root][INFO] - ===> Epoch[894](4477/5): Loss -0.8013, Sem 0.0601, dir -0.9809, norm 0.1194, swav 0.0000 LR: 1.308e-02 Score 97.816 Data time: 0.2959, Forward time: 2.3369, Backward time: 3.2390, DDP time: 0.0037, Total iter time: 6.8336 [2020-11-08 19:11:54,315][root][INFO] - ===> Epoch[894](4478/5): Loss -0.8141, Sem 0.0576, dir -0.9784, norm 0.1067, swav 0.0000 LR: 1.306e-02 Score 97.918 Data time: 0.1978, Forward time: 2.3366, Backward time: 3.2384, DDP time: 0.0037, Total iter time: 4.9677 [2020-11-08 19:11:59,892][root][INFO] - ===> Epoch[894](4479/5): Loss -0.8212, Sem 0.0614, dir -0.9811, norm 0.0986, swav 0.0000 LR: 1.304e-02 Score 97.769 Data time: 0.2404, Forward time: 2.3369, Backward time: 3.2377, DDP time: 0.0037, Total iter time: 5.4780 [2020-11-08 19:12:07,100][root][INFO] - ===> Epoch[894](4480/5): Loss -0.8006, Sem 0.0621, dir -0.9790, norm 0.1163, swav 0.0000 LR: 1.302e-02 Score 97.770 Data time: 0.1438, Forward time: 2.3361, Backward time: 3.2397, DDP time: 0.0037, Total iter time: 7.0854 [2020-11-08 19:12:13,278][root][INFO] - ===> Epoch[895](4481/5): Loss -0.8028, Sem 0.0553, dir -0.9773, norm 0.1192, swav 0.0000 LR: 1.299e-02 Score 98.012 Data time: 0.2253, Forward time: 2.3362, Backward time: 3.2399, DDP time: 0.0037, Total iter time: 6.0991 [2020-11-08 19:12:18,625][root][INFO] - ===> Epoch[895](4482/5): Loss -0.8117, Sem 0.0601, dir -0.9798, norm 0.1081, swav 0.0000 LR: 1.297e-02 Score 97.855 Data time: 0.1663, Forward time: 2.3357, Backward time: 3.2397, DDP time: 0.0037, Total iter time: 5.2180 [2020-11-08 19:12:25,029][root][INFO] - ===> Epoch[895](4483/5): Loss -0.8074, Sem 0.0643, dir -0.9797, norm 0.1080, swav 0.0000 LR: 1.295e-02 Score 97.685 Data time: 0.2284, Forward time: 2.3358, Backward time: 3.2400, DDP time: 0.0037, Total iter time: 6.2917 [2020-11-08 19:12:30,948][root][INFO] - ===> Epoch[895](4484/5): Loss -0.7904, Sem 0.0633, dir -0.9769, norm 0.1231, swav 0.0000 LR: 1.293e-02 Score 97.720 Data time: 0.2385, Forward time: 2.3359, Backward time: 3.2398, DDP time: 0.0037, Total iter time: 5.7897 [2020-11-08 19:12:36,026][root][INFO] - ===> Epoch[895](4485/5): Loss -0.8155, Sem 0.0635, dir -0.9820, norm 0.1030, swav 0.0000 LR: 1.290e-02 Score 97.690 Data time: 0.2330, Forward time: 2.3362, Backward time: 3.2386, DDP time: 0.0037, Total iter time: 4.9476 [2020-11-08 19:12:41,230][root][INFO] - ===> Epoch[896](4486/5): Loss -0.8003, Sem 0.0631, dir -0.9794, norm 0.1161, swav 0.0000 LR: 1.288e-02 Score 97.719 Data time: 0.1433, Forward time: 2.3355, Backward time: 3.2386, DDP time: 0.0037, Total iter time: 5.0929 [2020-11-08 19:12:46,434][root][INFO] - ===> Epoch[896](4487/5): Loss -0.8128, Sem 0.0573, dir -0.9765, norm 0.1064, swav 0.0000 LR: 1.286e-02 Score 97.948 Data time: 0.1907, Forward time: 2.3350, Backward time: 3.2384, DDP time: 0.0037, Total iter time: 5.0977 [2020-11-08 19:12:52,190][root][INFO] - ===> Epoch[896](4488/5): Loss -0.8114, Sem 0.0588, dir -0.9800, norm 0.1097, swav 0.0000 LR: 1.284e-02 Score 97.855 Data time: 0.2736, Forward time: 2.3355, Backward time: 3.2376, DDP time: 0.0037, Total iter time: 5.6331 [2020-11-08 19:12:57,775][root][INFO] - ===> Epoch[896](4489/5): Loss -0.7941, Sem 0.0663, dir -0.9789, norm 0.1185, swav 0.0000 LR: 1.281e-02 Score 97.609 Data time: 0.2487, Forward time: 2.3360, Backward time: 3.2367, DDP time: 0.0037, Total iter time: 5.4507 [2020-11-08 19:13:02,778][root][INFO] - ===> Epoch[896](4490/5): Loss -0.8112, Sem 0.0612, dir -0.9828, norm 0.1105, swav 0.0000 LR: 1.279e-02 Score 97.802 Data time: 0.2021, Forward time: 2.3357, Backward time: 3.2360, DDP time: 0.0037, Total iter time: 4.8655 [2020-11-08 19:13:08,653][root][INFO] - ===> Epoch[897](4491/5): Loss -0.8221, Sem 0.0559, dir -0.9813, norm 0.1033, swav 0.0000 LR: 1.277e-02 Score 97.967 Data time: 0.2270, Forward time: 2.3357, Backward time: 3.2359, DDP time: 0.0037, Total iter time: 5.7637 [2020-11-08 19:13:12,906][root][INFO] - ===> Epoch[897](4492/5): Loss -0.8089, Sem 0.0591, dir -0.9804, norm 0.1125, swav 0.0000 LR: 1.275e-02 Score 97.891 Data time: 0.1797, Forward time: 2.3351, Backward time: 3.2349, DDP time: 0.0037, Total iter time: 4.1343 [2020-11-08 19:13:19,015][root][INFO] - ===> Epoch[897](4493/5): Loss -0.8111, Sem 0.0596, dir -0.9816, norm 0.1110, swav 0.0000 LR: 1.272e-02 Score 97.855 Data time: 0.2383, Forward time: 2.3352, Backward time: 3.2349, DDP time: 0.0037, Total iter time: 6.0154 [2020-11-08 19:13:24,995][root][INFO] - ===> Epoch[897](4494/5): Loss -0.8051, Sem 0.0629, dir -0.9801, norm 0.1121, swav 0.0000 LR: 1.270e-02 Score 97.723 Data time: 0.3109, Forward time: 2.3355, Backward time: 3.2344, DDP time: 0.0037, Total iter time: 5.8457 [2020-11-08 19:13:32,199][root][INFO] - ===> Epoch[897](4495/5): Loss -0.8116, Sem 0.0590, dir -0.9771, norm 0.1065, swav 0.0000 LR: 1.268e-02 Score 97.888 Data time: 0.2930, Forward time: 2.3361, Backward time: 3.2350, DDP time: 0.0037, Total iter time: 7.0574 [2020-11-08 19:13:37,630][root][INFO] - ===> Epoch[898](4496/5): Loss -0.8132, Sem 0.0597, dir -0.9790, norm 0.1061, swav 0.0000 LR: 1.265e-02 Score 97.821 Data time: 0.1823, Forward time: 2.3359, Backward time: 3.2346, DDP time: 0.0037, Total iter time: 5.2882 [2020-11-08 19:13:42,938][root][INFO] - ===> Epoch[898](4497/5): Loss -0.8053, Sem 0.0597, dir -0.9787, norm 0.1137, swav 0.0000 LR: 1.263e-02 Score 97.803 Data time: 0.2177, Forward time: 2.3358, Backward time: 3.2340, DDP time: 0.0037, Total iter time: 5.1618 [2020-11-08 19:13:49,342][root][INFO] - ===> Epoch[898](4498/5): Loss -0.8019, Sem 0.0660, dir -0.9793, norm 0.1114, swav 0.0000 LR: 1.261e-02 Score 97.643 Data time: 0.1762, Forward time: 2.3351, Backward time: 3.2350, DDP time: 0.0037, Total iter time: 6.2768 [2020-11-08 19:13:57,115][root][INFO] - ===> Epoch[898](4499/5): Loss -0.7969, Sem 0.0623, dir -0.9813, norm 0.1222, swav 0.0000 LR: 1.259e-02 Score 97.752 Data time: 0.3809, Forward time: 2.3367, Backward time: 3.2351, DDP time: 0.0037, Total iter time: 7.6682 [2020-11-08 19:14:02,557][root][INFO] - ===> Epoch[898](4500/5): Loss -0.8029, Sem 0.0601, dir -0.9771, norm 0.1141, swav 0.0000 LR: 1.256e-02 Score 97.856 Data time: 0.2460, Forward time: 2.3370, Backward time: 3.2343, DDP time: 0.0037, Total iter time: 5.3241 [2020-11-08 19:14:03,266][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 19:14:03,463][root][INFO] - ===> Start testing [2020-11-08 19:15:26,690][root][INFO] - 101/312: Data time: 0.0045, Iter time: 0.2167 Loss 0.021 (AVG: 0.874) Score 99.243 (AVG: 86.298) mIOU 63.500 mAP 70.705 mAcc 72.802 IOU: 83.137 95.336 45.003 81.198 89.005 76.901 65.888 52.167 50.579 66.998 43.937 45.486 51.639 47.680 36.848 62.510 92.281 62.683 88.596 32.116 mAP: 80.606 94.995 62.348 74.760 88.971 79.089 68.196 67.291 56.397 72.717 51.249 46.813 60.817 57.329 49.367 84.601 96.619 84.902 87.466 49.561 mAcc: 95.589 99.100 62.629 84.070 95.911 89.667 80.034 61.987 65.463 73.803 51.280 63.932 73.889 57.141 39.568 66.629 94.825 70.742 93.364 36.420 [2020-11-08 19:16:56,840][root][INFO] - 201/312: Data time: 0.0057, Iter time: 0.2349 Loss 0.250 (AVG: 0.925) Score 94.095 (AVG: 85.723) mIOU 63.246 mAP 70.947 mAcc 72.199 IOU: 80.749 95.775 51.207 78.459 88.759 78.653 64.110 52.275 55.350 67.210 30.745 55.264 50.537 48.703 40.587 58.141 92.212 60.801 87.975 27.418 mAP: 80.075 95.334 63.432 78.073 89.081 76.931 69.016 67.487 59.916 66.684 46.754 50.630 62.432 63.281 50.044 84.325 96.819 82.117 83.859 52.653 mAcc: 95.297 98.952 67.732 84.548 94.351 89.044 80.122 61.976 67.453 75.571 34.421 69.899 74.854 58.502 43.103 62.473 94.369 67.509 92.626 31.186 [2020-11-08 19:18:43,252][root][INFO] - 301/312: Data time: 0.0056, Iter time: 0.4150 Loss 0.189 (AVG: 0.882) Score 94.759 (AVG: 86.172) mIOU 64.015 mAP 70.465 mAcc 72.970 IOU: 81.055 95.893 53.156 75.273 88.580 81.500 67.306 53.920 57.295 67.235 29.255 58.423 51.630 56.418 35.684 54.987 92.377 63.503 87.945 28.860 mAP: 79.159 95.415 62.719 72.835 88.607 77.781 69.306 65.372 60.666 64.965 44.340 56.684 64.092 63.553 44.838 83.534 97.154 82.542 81.724 54.018 mAcc: 95.331 98.843 68.290 80.655 94.415 90.634 81.414 64.540 69.167 76.365 34.729 74.493 77.090 65.339 37.583 60.185 94.483 70.824 92.311 32.700 [2020-11-08 19:18:51,260][root][INFO] - 312/312: Data time: 0.0034, Iter time: 0.3414 Loss 0.870 (AVG: 0.878) Score 82.422 (AVG: 86.196) mIOU 64.124 mAP 70.620 mAcc 73.141 IOU: 81.123 95.945 53.353 75.088 88.541 81.099 66.868 53.905 56.930 66.606 29.934 58.115 51.192 56.391 37.587 56.157 92.593 63.366 88.755 28.930 mAP: 79.349 95.498 63.136 72.835 88.701 78.047 69.096 65.258 60.155 64.965 46.039 55.737 64.092 63.553 46.003 84.260 97.042 82.099 82.245 54.286 mAcc: 95.342 98.857 68.404 80.655 94.353 90.512 81.023 64.407 68.955 76.365 35.527 73.890 77.090 65.339 39.675 61.766 94.644 70.461 92.860 32.688 [2020-11-08 19:18:51,261][root][INFO] - Finished test. Elapsed time: 287.7963 [2020-11-08 19:19:02,417][root][INFO] - [2020-11-08 19:19:02,417][root][INFO] - ################################################################ [2020-11-08 19:19:02,417][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 19:19:02,417][root][INFO] - ################################################################ [2020-11-08 19:19:02,417][root][INFO] - cabinet : 0.212 0.402 0.618 [2020-11-08 19:19:02,417][root][INFO] - bed : 0.356 0.697 0.802 [2020-11-08 19:19:02,417][root][INFO] - chair : 0.688 0.831 0.892 [2020-11-08 19:19:02,417][root][INFO] - sofa : 0.418 0.641 0.823 [2020-11-08 19:19:02,418][root][INFO] - table : 0.423 0.612 0.732 [2020-11-08 19:19:02,418][root][INFO] - door : 0.209 0.398 0.535 [2020-11-08 19:19:02,418][root][INFO] - window : 0.108 0.226 0.457 [2020-11-08 19:19:02,418][root][INFO] - bookshelf : 0.160 0.448 0.718 [2020-11-08 19:19:02,418][root][INFO] - picture : 0.164 0.293 0.370 [2020-11-08 19:19:02,418][root][INFO] - counter : 0.027 0.103 0.458 [2020-11-08 19:19:02,418][root][INFO] - desk : 0.080 0.302 0.687 [2020-11-08 19:19:02,418][root][INFO] - curtain : 0.189 0.346 0.500 [2020-11-08 19:19:02,418][root][INFO] - refrigerator : 0.249 0.298 0.298 [2020-11-08 19:19:02,418][root][INFO] - shower curtain : 0.359 0.564 0.651 [2020-11-08 19:19:02,418][root][INFO] - toilet : 0.852 0.982 0.999 [2020-11-08 19:19:02,418][root][INFO] - sink : 0.272 0.662 0.862 [2020-11-08 19:19:02,418][root][INFO] - bathtub : 0.673 0.774 0.871 [2020-11-08 19:19:02,418][root][INFO] - otherfurniture : 0.260 0.377 0.532 [2020-11-08 19:19:02,418][root][INFO] - ---------------------------------------------------------------- [2020-11-08 19:19:02,418][root][INFO] - average : 0.317 0.498 0.656 [2020-11-08 19:19:02,418][root][INFO] - [2020-11-08 19:19:02,662][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 19:19:03,351][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 19:19:03,582][root][INFO] - Current best mIoU: 64.124 at iter 4500 [2020-11-08 19:19:07,749][root][INFO] - ===> Epoch[899](4501/5): Loss -0.8100, Sem 0.0639, dir -0.9791, norm 0.1051, swav 0.0000 LR: 1.254e-02 Score 97.710 Data time: 0.2040, Forward time: 2.3368, Backward time: 3.2329, DDP time: 0.0037, Total iter time: 4.1605 [2020-11-08 19:19:14,387][root][INFO] - ===> Epoch[899](4502/5): Loss -0.8088, Sem 0.0641, dir -0.9807, norm 0.1077, swav 0.0000 LR: 1.252e-02 Score 97.735 Data time: 0.2562, Forward time: 2.3369, Backward time: 3.2334, DDP time: 0.0037, Total iter time: 6.5304 [2020-11-08 19:19:20,038][root][INFO] - ===> Epoch[899](4503/5): Loss -0.7998, Sem 0.0626, dir -0.9804, norm 0.1180, swav 0.0000 LR: 1.250e-02 Score 97.773 Data time: 0.2509, Forward time: 2.3373, Backward time: 3.2327, DDP time: 0.0037, Total iter time: 5.5194 [2020-11-08 19:19:25,633][root][INFO] - ===> Epoch[899](4504/5): Loss -0.7948, Sem 0.0630, dir -0.9760, norm 0.1182, swav 0.0000 LR: 1.247e-02 Score 97.684 Data time: 0.1758, Forward time: 2.3367, Backward time: 3.2329, DDP time: 0.0037, Total iter time: 5.4713 [2020-11-08 19:19:32,418][root][INFO] - ===> Epoch[899](4505/5): Loss -0.8089, Sem 0.0555, dir -0.9803, norm 0.1159, swav 0.0000 LR: 1.245e-02 Score 97.980 Data time: 0.3388, Forward time: 2.3378, Backward time: 3.2326, DDP time: 0.0037, Total iter time: 6.6720 [2020-11-08 19:19:37,413][root][INFO] - ===> Epoch[900](4506/5): Loss -0.8163, Sem 0.0595, dir -0.9811, norm 0.1053, swav 0.0000 LR: 1.243e-02 Score 97.860 Data time: 0.1994, Forward time: 2.3375, Backward time: 3.2317, DDP time: 0.0037, Total iter time: 4.8405 [2020-11-08 19:19:43,813][root][INFO] - ===> Epoch[900](4507/5): Loss -0.8022, Sem 0.0588, dir -0.9757, norm 0.1147, swav 0.0000 LR: 1.241e-02 Score 97.850 Data time: 0.2051, Forward time: 2.3374, Backward time: 3.2322, DDP time: 0.0037, Total iter time: 6.2884 [2020-11-08 19:19:49,052][root][INFO] - ===> Epoch[900](4508/5): Loss -0.8032, Sem 0.0691, dir -0.9794, norm 0.1071, swav 0.0000 LR: 1.238e-02 Score 97.544 Data time: 0.1557, Forward time: 2.3368, Backward time: 3.2321, DDP time: 0.0037, Total iter time: 5.1240 [2020-11-08 19:19:54,551][root][INFO] - ===> Epoch[900](4509/5): Loss -0.8033, Sem 0.0622, dir -0.9801, norm 0.1146, swav 0.0000 LR: 1.236e-02 Score 97.754 Data time: 0.2721, Forward time: 2.3373, Backward time: 3.2311, DDP time: 0.0037, Total iter time: 5.3986 [2020-11-08 19:20:01,400][root][INFO] - ===> Epoch[900](4510/5): Loss -0.7990, Sem 0.0613, dir -0.9796, norm 0.1193, swav 0.0000 LR: 1.234e-02 Score 97.814 Data time: 0.2121, Forward time: 2.3372, Backward time: 3.2321, DDP time: 0.0037, Total iter time: 6.6946 [2020-11-08 19:20:07,363][root][INFO] - ===> Epoch[901](4511/5): Loss -0.8276, Sem 0.0537, dir -0.9799, norm 0.0985, swav 0.0000 LR: 1.231e-02 Score 98.061 Data time: 0.1908, Forward time: 2.3366, Backward time: 3.2326, DDP time: 0.0037, Total iter time: 5.8377 [2020-11-08 19:20:13,617][root][INFO] - ===> Epoch[901](4512/5): Loss -0.8173, Sem 0.0591, dir -0.9823, norm 0.1059, swav 0.0000 LR: 1.229e-02 Score 97.884 Data time: 0.3096, Forward time: 2.3374, Backward time: 3.2320, DDP time: 0.0037, Total iter time: 6.1377 [2020-11-08 19:20:19,190][root][INFO] - ===> Epoch[901](4513/5): Loss -0.8034, Sem 0.0609, dir -0.9787, norm 0.1143, swav 0.0000 LR: 1.227e-02 Score 97.755 Data time: 0.2473, Forward time: 2.3378, Backward time: 3.2312, DDP time: 0.0037, Total iter time: 5.4541 [2020-11-08 19:20:25,983][root][INFO] - ===> Epoch[901](4514/5): Loss -0.8040, Sem 0.0642, dir -0.9794, norm 0.1112, swav 0.0000 LR: 1.225e-02 Score 97.676 Data time: 0.2527, Forward time: 2.3379, Backward time: 3.2319, DDP time: 0.0037, Total iter time: 6.6482 [2020-11-08 19:20:31,517][root][INFO] - ===> Epoch[901](4515/5): Loss -0.7961, Sem 0.0645, dir -0.9779, norm 0.1172, swav 0.0000 LR: 1.222e-02 Score 97.711 Data time: 0.2214, Forward time: 2.3378, Backward time: 3.2316, DDP time: 0.0037, Total iter time: 5.3924 [2020-11-08 19:20:38,796][root][INFO] - ===> Epoch[902](4516/5): Loss -0.7792, Sem 0.0668, dir -0.9741, norm 0.1281, swav 0.0000 LR: 1.220e-02 Score 97.662 Data time: 0.2675, Forward time: 2.3382, Backward time: 3.2323, DDP time: 0.0037, Total iter time: 7.1576 [2020-11-08 19:20:44,512][root][INFO] - ===> Epoch[902](4517/5): Loss -0.8120, Sem 0.0600, dir -0.9824, norm 0.1104, swav 0.0000 LR: 1.218e-02 Score 97.833 Data time: 0.2688, Forward time: 2.3387, Backward time: 3.2315, DDP time: 0.0037, Total iter time: 5.5816 [2020-11-08 19:20:49,364][root][INFO] - ===> Epoch[902](4518/5): Loss -0.8198, Sem 0.0587, dir -0.9826, norm 0.1041, swav 0.0000 LR: 1.216e-02 Score 97.850 Data time: 0.2182, Forward time: 2.3388, Backward time: 3.2304, DDP time: 0.0037, Total iter time: 4.7186 [2020-11-08 19:20:55,616][root][INFO] - ===> Epoch[902](4519/5): Loss -0.8068, Sem 0.0624, dir -0.9788, norm 0.1095, swav 0.0000 LR: 1.213e-02 Score 97.744 Data time: 0.2176, Forward time: 2.3387, Backward time: 3.2308, DDP time: 0.0037, Total iter time: 6.1401 [2020-11-08 19:21:01,950][root][INFO] - ===> Epoch[902](4520/5): Loss -0.8134, Sem 0.0583, dir -0.9810, norm 0.1093, swav 0.0000 LR: 1.211e-02 Score 97.878 Data time: 0.2153, Forward time: 2.3383, Backward time: 3.2314, DDP time: 0.0037, Total iter time: 6.2364 [2020-11-08 19:21:08,973][root][INFO] - ===> Epoch[903](4521/5): Loss -0.8151, Sem 0.0607, dir -0.9798, norm 0.1040, swav 0.0000 LR: 1.209e-02 Score 97.811 Data time: 0.3408, Forward time: 2.3395, Backward time: 3.2313, DDP time: 0.0037, Total iter time: 6.9299 [2020-11-08 19:21:14,878][root][INFO] - ===> Epoch[903](4522/5): Loss -0.8144, Sem 0.0588, dir -0.9808, norm 0.1077, swav 0.0000 LR: 1.206e-02 Score 97.888 Data time: 0.2168, Forward time: 2.3397, Backward time: 3.2310, DDP time: 0.0037, Total iter time: 5.7602 [2020-11-08 19:21:20,149][root][INFO] - ===> Epoch[903](4523/5): Loss -0.8082, Sem 0.0565, dir -0.9801, norm 0.1154, swav 0.0000 LR: 1.204e-02 Score 97.993 Data time: 0.2047, Forward time: 2.3391, Backward time: 3.2309, DDP time: 0.0037, Total iter time: 5.1537 [2020-11-08 19:21:26,368][root][INFO] - ===> Epoch[903](4524/5): Loss -0.8110, Sem 0.0576, dir -0.9812, norm 0.1125, swav 0.0000 LR: 1.202e-02 Score 97.915 Data time: 0.3399, Forward time: 2.3399, Backward time: 3.2303, DDP time: 0.0037, Total iter time: 6.1287 [2020-11-08 19:21:31,793][root][INFO] - ===> Epoch[903](4525/5): Loss -0.8074, Sem 0.0684, dir -0.9807, norm 0.1049, swav 0.0000 LR: 1.200e-02 Score 97.524 Data time: 0.2098, Forward time: 2.3398, Backward time: 3.2298, DDP time: 0.0037, Total iter time: 5.2946 [2020-11-08 19:21:37,847][root][INFO] - ===> Epoch[904](4526/5): Loss -0.8172, Sem 0.0591, dir -0.9784, norm 0.1020, swav 0.0000 LR: 1.197e-02 Score 97.850 Data time: 0.2462, Forward time: 2.3401, Backward time: 3.2296, DDP time: 0.0037, Total iter time: 5.9419 [2020-11-08 19:21:43,707][root][INFO] - ===> Epoch[904](4527/5): Loss -0.8045, Sem 0.0605, dir -0.9796, norm 0.1147, swav 0.0000 LR: 1.195e-02 Score 97.834 Data time: 0.2959, Forward time: 2.3407, Backward time: 3.2289, DDP time: 0.0037, Total iter time: 5.7368 [2020-11-08 19:21:51,565][root][INFO] - ===> Epoch[904](4528/5): Loss -0.8014, Sem 0.0630, dir -0.9802, norm 0.1159, swav 0.0000 LR: 1.193e-02 Score 97.719 Data time: 0.3543, Forward time: 2.3418, Backward time: 3.2295, DDP time: 0.0037, Total iter time: 7.7419 [2020-11-08 19:21:56,940][root][INFO] - ===> Epoch[904](4529/5): Loss -0.8139, Sem 0.0568, dir -0.9812, norm 0.1105, swav 0.0000 LR: 1.191e-02 Score 97.950 Data time: 0.2341, Forward time: 2.3420, Backward time: 3.2287, DDP time: 0.0037, Total iter time: 5.2253 [2020-11-08 19:22:02,852][root][INFO] - ===> Epoch[904](4530/5): Loss -0.8077, Sem 0.0658, dir -0.9797, norm 0.1062, swav 0.0000 LR: 1.188e-02 Score 97.638 Data time: 0.1525, Forward time: 2.3414, Backward time: 3.2292, DDP time: 0.0037, Total iter time: 5.8096 [2020-11-08 19:22:09,862][root][INFO] - ===> Epoch[905](4531/5): Loss -0.7996, Sem 0.0652, dir -0.9789, norm 0.1141, swav 0.0000 LR: 1.186e-02 Score 97.664 Data time: 0.1852, Forward time: 2.3410, Backward time: 3.2307, DDP time: 0.0037, Total iter time: 6.9348 [2020-11-08 19:22:15,724][root][INFO] - ===> Epoch[905](4532/5): Loss -0.8156, Sem 0.0569, dir -0.9795, norm 0.1069, swav 0.0000 LR: 1.184e-02 Score 97.899 Data time: 0.2810, Forward time: 2.3416, Backward time: 3.2300, DDP time: 0.0037, Total iter time: 5.7660 [2020-11-08 19:22:21,832][root][INFO] - ===> Epoch[905](4533/5): Loss -0.8052, Sem 0.0608, dir -0.9816, norm 0.1156, swav 0.0000 LR: 1.181e-02 Score 97.830 Data time: 0.1957, Forward time: 2.3413, Backward time: 3.2303, DDP time: 0.0037, Total iter time: 5.9566 [2020-11-08 19:22:28,126][root][INFO] - ===> Epoch[905](4534/5): Loss -0.8189, Sem 0.0577, dir -0.9808, norm 0.1042, swav 0.0000 LR: 1.179e-02 Score 97.903 Data time: 0.2082, Forward time: 2.3413, Backward time: 3.2306, DDP time: 0.0037, Total iter time: 6.1854 [2020-11-08 19:22:33,056][root][INFO] - ===> Epoch[905](4535/5): Loss -0.8044, Sem 0.0630, dir -0.9784, norm 0.1111, swav 0.0000 LR: 1.177e-02 Score 97.746 Data time: 0.2333, Forward time: 2.3415, Backward time: 3.2294, DDP time: 0.0037, Total iter time: 4.8053 [2020-11-08 19:22:38,797][root][INFO] - ===> Epoch[906](4536/5): Loss -0.7980, Sem 0.0601, dir -0.9781, norm 0.1200, swav 0.0000 LR: 1.175e-02 Score 97.827 Data time: 0.1992, Forward time: 2.3413, Backward time: 3.2294, DDP time: 0.0037, Total iter time: 5.6256 [2020-11-08 19:22:44,501][root][INFO] - ===> Epoch[906](4537/5): Loss -0.8025, Sem 0.0603, dir -0.9767, norm 0.1140, swav 0.0000 LR: 1.172e-02 Score 97.815 Data time: 0.1992, Forward time: 2.3411, Backward time: 3.2293, DDP time: 0.0037, Total iter time: 5.5943 [2020-11-08 19:22:50,469][root][INFO] - ===> Epoch[906](4538/5): Loss -0.8043, Sem 0.0663, dir -0.9812, norm 0.1107, swav 0.0000 LR: 1.170e-02 Score 97.627 Data time: 0.1930, Forward time: 2.3409, Backward time: 3.2296, DDP time: 0.0037, Total iter time: 5.8780 [2020-11-08 19:22:57,136][root][INFO] - ===> Epoch[906](4539/5): Loss -0.8110, Sem 0.0583, dir -0.9821, norm 0.1128, swav 0.0000 LR: 1.168e-02 Score 97.918 Data time: 0.2297, Forward time: 2.3406, Backward time: 3.2305, DDP time: 0.0037, Total iter time: 6.5577 [2020-11-08 19:23:03,558][root][INFO] - ===> Epoch[906](4540/5): Loss -0.8153, Sem 0.0588, dir -0.9814, norm 0.1073, swav 0.0000 LR: 1.165e-02 Score 97.859 Data time: 0.2489, Forward time: 2.3409, Backward time: 3.2307, DDP time: 0.0037, Total iter time: 6.3162 [2020-11-08 19:23:11,155][root][INFO] - ===> Epoch[907](4541/5): Loss -0.8026, Sem 0.0608, dir -0.9803, norm 0.1169, swav 0.0000 LR: 1.163e-02 Score 97.816 Data time: 0.2266, Forward time: 2.3410, Backward time: 3.2320, DDP time: 0.0037, Total iter time: 7.4746 [2020-11-08 19:23:16,637][root][INFO] - ===> Epoch[907](4542/5): Loss -0.7957, Sem 0.0623, dir -0.9793, norm 0.1213, swav 0.0000 LR: 1.161e-02 Score 97.847 Data time: 0.1542, Forward time: 2.3404, Backward time: 3.2322, DDP time: 0.0037, Total iter time: 5.3611 [2020-11-08 19:23:22,270][root][INFO] - ===> Epoch[907](4543/5): Loss -0.8082, Sem 0.0594, dir -0.9783, norm 0.1107, swav 0.0000 LR: 1.159e-02 Score 97.840 Data time: 0.1578, Forward time: 2.3397, Backward time: 3.2325, DDP time: 0.0037, Total iter time: 5.5122 [2020-11-08 19:23:27,133][root][INFO] - ===> Epoch[907](4544/5): Loss -0.8126, Sem 0.0625, dir -0.9783, norm 0.1032, swav 0.0000 LR: 1.156e-02 Score 97.732 Data time: 0.1430, Forward time: 2.3390, Backward time: 3.2323, DDP time: 0.0037, Total iter time: 4.7699 [2020-11-08 19:23:33,833][root][INFO] - ===> Epoch[907](4545/5): Loss -0.8003, Sem 0.0707, dir -0.9773, norm 0.1062, swav 0.0000 LR: 1.154e-02 Score 97.441 Data time: 0.2302, Forward time: 2.3389, Backward time: 3.2330, DDP time: 0.0037, Total iter time: 6.6259 [2020-11-08 19:23:39,663][root][INFO] - ===> Epoch[908](4546/5): Loss -0.7972, Sem 0.0614, dir -0.9786, norm 0.1201, swav 0.0000 LR: 1.152e-02 Score 97.763 Data time: 0.2693, Forward time: 2.3394, Backward time: 3.2324, DDP time: 0.0037, Total iter time: 5.7152 [2020-11-08 19:23:45,185][root][INFO] - ===> Epoch[908](4547/5): Loss -0.8024, Sem 0.0635, dir -0.9783, norm 0.1124, swav 0.0000 LR: 1.149e-02 Score 97.746 Data time: 0.1796, Forward time: 2.3391, Backward time: 3.2322, DDP time: 0.0037, Total iter time: 5.3863 [2020-11-08 19:23:53,249][root][INFO] - ===> Epoch[908](4548/5): Loss -0.8131, Sem 0.0558, dir -0.9816, norm 0.1128, swav 0.0000 LR: 1.147e-02 Score 98.008 Data time: 0.1929, Forward time: 2.3388, Backward time: 3.2344, DDP time: 0.0037, Total iter time: 7.9740 [2020-11-08 19:23:58,470][root][INFO] - ===> Epoch[908](4549/5): Loss -0.8096, Sem 0.0627, dir -0.9806, norm 0.1083, swav 0.0000 LR: 1.145e-02 Score 97.740 Data time: 0.2412, Forward time: 2.3392, Backward time: 3.2334, DDP time: 0.0037, Total iter time: 5.1166 [2020-11-08 19:24:03,103][root][INFO] - ===> Epoch[908](4550/5): Loss -0.8186, Sem 0.0592, dir -0.9807, norm 0.1029, swav 0.0000 LR: 1.143e-02 Score 97.841 Data time: 0.1445, Forward time: 2.3385, Backward time: 3.2329, DDP time: 0.0037, Total iter time: 4.5059 [2020-11-08 19:24:10,602][root][INFO] - ===> Epoch[909](4551/5): Loss -0.8186, Sem 0.0577, dir -0.9788, norm 0.1025, swav 0.0000 LR: 1.140e-02 Score 97.924 Data time: 0.1971, Forward time: 2.3382, Backward time: 3.2345, DDP time: 0.0037, Total iter time: 7.4039 [2020-11-08 19:24:17,437][root][INFO] - ===> Epoch[909](4552/5): Loss -0.8155, Sem 0.0594, dir -0.9825, norm 0.1075, swav 0.0000 LR: 1.138e-02 Score 97.820 Data time: 0.1914, Forward time: 2.3380, Backward time: 3.2355, DDP time: 0.0037, Total iter time: 6.7326 [2020-11-08 19:24:23,427][root][INFO] - ===> Epoch[909](4553/5): Loss -0.8045, Sem 0.0599, dir -0.9787, norm 0.1143, swav 0.0000 LR: 1.136e-02 Score 97.886 Data time: 0.2468, Forward time: 2.3379, Backward time: 3.2357, DDP time: 0.0037, Total iter time: 5.8874 [2020-11-08 19:24:28,610][root][INFO] - ===> Epoch[909](4554/5): Loss -0.7920, Sem 0.0700, dir -0.9774, norm 0.1155, swav 0.0000 LR: 1.133e-02 Score 97.464 Data time: 0.1446, Forward time: 2.3372, Backward time: 3.2356, DDP time: 0.0037, Total iter time: 5.0739 [2020-11-08 19:24:34,628][root][INFO] - ===> Epoch[909](4555/5): Loss -0.8224, Sem 0.0578, dir -0.9828, norm 0.1026, swav 0.0000 LR: 1.131e-02 Score 97.949 Data time: 0.1799, Forward time: 2.3366, Backward time: 3.2363, DDP time: 0.0037, Total iter time: 5.9263 [2020-11-08 19:24:40,763][root][INFO] - ===> Epoch[910](4556/5): Loss -0.8113, Sem 0.0636, dir -0.9811, norm 0.1063, swav 0.0000 LR: 1.129e-02 Score 97.740 Data time: 0.2172, Forward time: 2.3365, Backward time: 3.2365, DDP time: 0.0037, Total iter time: 6.0331 [2020-11-08 19:24:47,650][root][INFO] - ===> Epoch[910](4557/5): Loss -0.8088, Sem 0.0601, dir -0.9788, norm 0.1099, swav 0.0000 LR: 1.126e-02 Score 97.821 Data time: 0.2989, Forward time: 2.3370, Backward time: 3.2368, DDP time: 0.0037, Total iter time: 6.7648 [2020-11-08 19:24:53,949][root][INFO] - ===> Epoch[910](4558/5): Loss -0.8132, Sem 0.0632, dir -0.9805, norm 0.1041, swav 0.0000 LR: 1.124e-02 Score 97.716 Data time: 0.1438, Forward time: 2.3364, Backward time: 3.2377, DDP time: 0.0037, Total iter time: 6.1715 [2020-11-08 19:24:59,459][root][INFO] - ===> Epoch[910](4559/5): Loss -0.8157, Sem 0.0547, dir -0.9805, norm 0.1101, swav 0.0000 LR: 1.122e-02 Score 98.052 Data time: 0.1595, Forward time: 2.3358, Backward time: 3.2379, DDP time: 0.0037, Total iter time: 5.4067 [2020-11-08 19:25:04,843][root][INFO] - ===> Epoch[910](4560/5): Loss -0.8086, Sem 0.0593, dir -0.9784, norm 0.1105, swav 0.0000 LR: 1.120e-02 Score 97.924 Data time: 0.1578, Forward time: 2.3351, Backward time: 3.2380, DDP time: 0.0037, Total iter time: 5.3109 [2020-11-08 19:25:10,343][root][INFO] - ===> Epoch[911](4561/5): Loss -0.8021, Sem 0.0633, dir -0.9808, norm 0.1154, swav 0.0000 LR: 1.117e-02 Score 97.733 Data time: 0.2369, Forward time: 2.3353, Backward time: 3.2374, DDP time: 0.0037, Total iter time: 5.4400 [2020-11-08 19:25:15,991][root][INFO] - ===> Epoch[911](4562/5): Loss -0.8072, Sem 0.0589, dir -0.9786, norm 0.1125, swav 0.0000 LR: 1.115e-02 Score 97.900 Data time: 0.2186, Forward time: 2.3353, Backward time: 3.2371, DDP time: 0.0037, Total iter time: 5.4992 [2020-11-08 19:25:22,719][root][INFO] - ===> Epoch[911](4563/5): Loss -0.8069, Sem 0.0617, dir -0.9776, norm 0.1090, swav 0.0000 LR: 1.113e-02 Score 97.763 Data time: 0.1428, Forward time: 2.3346, Backward time: 3.2385, DDP time: 0.0037, Total iter time: 6.6204 [2020-11-08 19:25:27,106][root][INFO] - ===> Epoch[911](4564/5): Loss -0.8228, Sem 0.0503, dir -0.9797, norm 0.1065, swav 0.0000 LR: 1.110e-02 Score 98.194 Data time: 0.1611, Forward time: 2.3341, Backward time: 3.2376, DDP time: 0.0037, Total iter time: 4.3140 [2020-11-08 19:25:33,889][root][INFO] - ===> Epoch[911](4565/5): Loss -0.8097, Sem 0.0662, dir -0.9813, norm 0.1055, swav 0.0000 LR: 1.108e-02 Score 97.646 Data time: 0.2076, Forward time: 2.3339, Backward time: 3.2385, DDP time: 0.0037, Total iter time: 6.6742 [2020-11-08 19:25:40,598][root][INFO] - ===> Epoch[912](4566/5): Loss -0.8124, Sem 0.0608, dir -0.9806, norm 0.1074, swav 0.0000 LR: 1.106e-02 Score 97.844 Data time: 0.2612, Forward time: 2.3339, Backward time: 3.2392, DDP time: 0.0037, Total iter time: 6.5797 [2020-11-08 19:25:47,383][root][INFO] - ===> Epoch[912](4567/5): Loss -0.8240, Sem 0.0582, dir -0.9840, norm 0.1018, swav 0.0000 LR: 1.104e-02 Score 97.915 Data time: 0.3273, Forward time: 2.3349, Backward time: 3.2389, DDP time: 0.0037, Total iter time: 6.6318 [2020-11-08 19:25:53,303][root][INFO] - ===> Epoch[912](4568/5): Loss -0.8100, Sem 0.0601, dir -0.9804, norm 0.1104, swav 0.0000 LR: 1.101e-02 Score 97.821 Data time: 0.1938, Forward time: 2.3347, Backward time: 3.2389, DDP time: 0.0037, Total iter time: 5.7732 [2020-11-08 19:25:59,476][root][INFO] - ===> Epoch[912](4569/5): Loss -0.8041, Sem 0.0614, dir -0.9784, norm 0.1129, swav 0.0000 LR: 1.099e-02 Score 97.793 Data time: 0.2725, Forward time: 2.3354, Backward time: 3.2384, DDP time: 0.0037, Total iter time: 6.0562 [2020-11-08 19:26:04,545][root][INFO] - ===> Epoch[912](4570/5): Loss -0.7984, Sem 0.0629, dir -0.9772, norm 0.1160, swav 0.0000 LR: 1.097e-02 Score 97.741 Data time: 0.2280, Forward time: 2.3356, Backward time: 3.2374, DDP time: 0.0037, Total iter time: 4.9394 [2020-11-08 19:26:09,528][root][INFO] - ===> Epoch[913](4571/5): Loss -0.8157, Sem 0.0555, dir -0.9798, norm 0.1086, swav 0.0000 LR: 1.094e-02 Score 97.981 Data time: 0.1934, Forward time: 2.3353, Backward time: 3.2367, DDP time: 0.0037, Total iter time: 4.8612 [2020-11-08 19:26:15,101][root][INFO] - ===> Epoch[913](4572/5): Loss -0.8203, Sem 0.0572, dir -0.9796, norm 0.1021, swav 0.0000 LR: 1.092e-02 Score 97.940 Data time: 0.1544, Forward time: 2.3347, Backward time: 3.2369, DDP time: 0.0037, Total iter time: 5.4662 [2020-11-08 19:26:21,998][root][INFO] - ===> Epoch[913](4573/5): Loss -0.8111, Sem 0.0605, dir -0.9805, norm 0.1089, swav 0.0000 LR: 1.090e-02 Score 97.807 Data time: 0.2406, Forward time: 2.3349, Backward time: 3.2376, DDP time: 0.0037, Total iter time: 6.8003 [2020-11-08 19:26:28,222][root][INFO] - ===> Epoch[913](4574/5): Loss -0.7941, Sem 0.0647, dir -0.9786, norm 0.1198, swav 0.0000 LR: 1.087e-02 Score 97.708 Data time: 0.2266, Forward time: 2.3350, Backward time: 3.2377, DDP time: 0.0037, Total iter time: 6.1008 [2020-11-08 19:26:33,339][root][INFO] - ===> Epoch[913](4575/5): Loss -0.8136, Sem 0.0595, dir -0.9801, norm 0.1069, swav 0.0000 LR: 1.085e-02 Score 97.893 Data time: 0.2218, Forward time: 2.3350, Backward time: 3.2369, DDP time: 0.0037, Total iter time: 4.9946 [2020-11-08 19:26:38,557][root][INFO] - ===> Epoch[914](4576/5): Loss -0.7981, Sem 0.0626, dir -0.9778, norm 0.1171, swav 0.0000 LR: 1.083e-02 Score 97.722 Data time: 0.2403, Forward time: 2.3351, Backward time: 3.2361, DDP time: 0.0037, Total iter time: 5.1000 [2020-11-08 19:26:45,225][root][INFO] - ===> Epoch[914](4577/5): Loss -0.8099, Sem 0.0604, dir -0.9786, norm 0.1083, swav 0.0000 LR: 1.081e-02 Score 97.833 Data time: 0.1748, Forward time: 2.3346, Backward time: 3.2372, DDP time: 0.0037, Total iter time: 6.5688 [2020-11-08 19:26:50,844][root][INFO] - ===> Epoch[914](4578/5): Loss -0.8092, Sem 0.0636, dir -0.9809, norm 0.1081, swav 0.0000 LR: 1.078e-02 Score 97.723 Data time: 0.2887, Forward time: 2.3351, Backward time: 3.2364, DDP time: 0.0037, Total iter time: 5.5192 [2020-11-08 19:26:56,741][root][INFO] - ===> Epoch[914](4579/5): Loss -0.8109, Sem 0.0565, dir -0.9799, norm 0.1126, swav 0.0000 LR: 1.076e-02 Score 97.983 Data time: 0.2295, Forward time: 2.3354, Backward time: 3.2361, DDP time: 0.0037, Total iter time: 5.7820 [2020-11-08 19:27:03,026][root][INFO] - ===> Epoch[914](4580/5): Loss -0.8101, Sem 0.0591, dir -0.9808, norm 0.1116, swav 0.0000 LR: 1.074e-02 Score 97.859 Data time: 0.1782, Forward time: 2.3350, Backward time: 3.2367, DDP time: 0.0037, Total iter time: 6.1604 [2020-11-08 19:27:09,849][root][INFO] - ===> Epoch[915](4581/5): Loss -0.7823, Sem 0.0690, dir -0.9753, norm 0.1240, swav 0.0000 LR: 1.071e-02 Score 97.621 Data time: 0.2817, Forward time: 2.3355, Backward time: 3.2369, DDP time: 0.0037, Total iter time: 6.7054 [2020-11-08 19:27:15,141][root][INFO] - ===> Epoch[915](4582/5): Loss -0.8373, Sem 0.0541, dir -0.9847, norm 0.0933, swav 0.0000 LR: 1.069e-02 Score 98.031 Data time: 0.2369, Forward time: 2.3358, Backward time: 3.2360, DDP time: 0.0037, Total iter time: 5.1628 [2020-11-08 19:27:20,240][root][INFO] - ===> Epoch[915](4583/5): Loss -0.8061, Sem 0.0652, dir -0.9785, norm 0.1072, swav 0.0000 LR: 1.067e-02 Score 97.692 Data time: 0.1833, Forward time: 2.3355, Backward time: 3.2356, DDP time: 0.0037, Total iter time: 4.9763 [2020-11-08 19:27:26,055][root][INFO] - ===> Epoch[915](4584/5): Loss -0.8093, Sem 0.0584, dir -0.9805, norm 0.1128, swav 0.0000 LR: 1.064e-02 Score 97.914 Data time: 0.2018, Forward time: 2.3353, Backward time: 3.2356, DDP time: 0.0037, Total iter time: 5.7074 [2020-11-08 19:27:32,502][root][INFO] - ===> Epoch[915](4585/5): Loss -0.8101, Sem 0.0568, dir -0.9806, norm 0.1137, swav 0.0000 LR: 1.062e-02 Score 97.962 Data time: 0.2132, Forward time: 2.3352, Backward time: 3.2361, DDP time: 0.0037, Total iter time: 6.3130 [2020-11-08 19:27:38,670][root][INFO] - ===> Epoch[916](4586/5): Loss -0.8006, Sem 0.0616, dir -0.9775, norm 0.1152, swav 0.0000 LR: 1.060e-02 Score 97.799 Data time: 0.2277, Forward time: 2.3351, Backward time: 3.2364, DDP time: 0.0037, Total iter time: 6.0521 [2020-11-08 19:27:46,640][root][INFO] - ===> Epoch[916](4587/5): Loss -0.8158, Sem 0.0628, dir -0.9806, norm 0.1020, swav 0.0000 LR: 1.057e-02 Score 97.801 Data time: 0.3636, Forward time: 2.3366, Backward time: 3.2366, DDP time: 0.0037, Total iter time: 7.8584 [2020-11-08 19:27:52,857][root][INFO] - ===> Epoch[916](4588/5): Loss -0.8095, Sem 0.0629, dir -0.9820, norm 0.1096, swav 0.0000 LR: 1.055e-02 Score 97.728 Data time: 0.1705, Forward time: 2.3364, Backward time: 3.2370, DDP time: 0.0037, Total iter time: 6.0995 [2020-11-08 19:27:59,495][root][INFO] - ===> Epoch[916](4589/5): Loss -0.8417, Sem 0.0516, dir -0.9840, norm 0.0907, swav 0.0000 LR: 1.053e-02 Score 98.109 Data time: 0.2143, Forward time: 2.3364, Backward time: 3.2376, DDP time: 0.0037, Total iter time: 6.5152 [2020-11-08 19:28:04,959][root][INFO] - ===> Epoch[916](4590/5): Loss -0.7978, Sem 0.0609, dir -0.9780, norm 0.1193, swav 0.0000 LR: 1.051e-02 Score 97.824 Data time: 0.2159, Forward time: 2.3365, Backward time: 3.2370, DDP time: 0.0037, Total iter time: 5.3415 [2020-11-08 19:28:11,137][root][INFO] - ===> Epoch[917](4591/5): Loss -0.8113, Sem 0.0623, dir -0.9796, norm 0.1061, swav 0.0000 LR: 1.048e-02 Score 97.775 Data time: 0.2217, Forward time: 2.3365, Backward time: 3.2372, DDP time: 0.0037, Total iter time: 6.0641 [2020-11-08 19:28:15,756][root][INFO] - ===> Epoch[917](4592/5): Loss -0.8014, Sem 0.0645, dir -0.9810, norm 0.1152, swav 0.0000 LR: 1.046e-02 Score 97.710 Data time: 0.1772, Forward time: 2.3361, Backward time: 3.2364, DDP time: 0.0037, Total iter time: 4.4901 [2020-11-08 19:28:22,033][root][INFO] - ===> Epoch[917](4593/5): Loss -0.8035, Sem 0.0587, dir -0.9751, norm 0.1129, swav 0.0000 LR: 1.044e-02 Score 97.847 Data time: 0.1976, Forward time: 2.3358, Backward time: 3.2369, DDP time: 0.0037, Total iter time: 6.1658 [2020-11-08 19:28:27,885][root][INFO] - ===> Epoch[917](4594/5): Loss -0.8051, Sem 0.0636, dir -0.9783, norm 0.1095, swav 0.0000 LR: 1.041e-02 Score 97.735 Data time: 0.1868, Forward time: 2.3356, Backward time: 3.2370, DDP time: 0.0037, Total iter time: 5.7421 [2020-11-08 19:28:33,868][root][INFO] - ===> Epoch[917](4595/5): Loss -0.8017, Sem 0.0641, dir -0.9818, norm 0.1159, swav 0.0000 LR: 1.039e-02 Score 97.724 Data time: 0.1643, Forward time: 2.3350, Backward time: 3.2376, DDP time: 0.0037, Total iter time: 5.8552 [2020-11-08 19:28:40,658][root][INFO] - ===> Epoch[918](4596/5): Loss -0.8072, Sem 0.0575, dir -0.9803, norm 0.1156, swav 0.0000 LR: 1.037e-02 Score 98.012 Data time: 0.2297, Forward time: 2.3349, Backward time: 3.2384, DDP time: 0.0037, Total iter time: 6.6931 [2020-11-08 19:28:46,523][root][INFO] - ===> Epoch[918](4597/5): Loss -0.8175, Sem 0.0569, dir -0.9824, norm 0.1080, swav 0.0000 LR: 1.034e-02 Score 97.940 Data time: 0.2663, Forward time: 2.3355, Backward time: 3.2377, DDP time: 0.0037, Total iter time: 5.7280 [2020-11-08 19:28:52,134][root][INFO] - ===> Epoch[918](4598/5): Loss -0.7935, Sem 0.0666, dir -0.9778, norm 0.1177, swav 0.0000 LR: 1.032e-02 Score 97.621 Data time: 0.2046, Forward time: 2.3354, Backward time: 3.2375, DDP time: 0.0037, Total iter time: 5.4733 [2020-11-08 19:28:57,395][root][INFO] - ===> Epoch[918](4599/5): Loss -0.8244, Sem 0.0552, dir -0.9812, norm 0.1017, swav 0.0000 LR: 1.030e-02 Score 97.994 Data time: 0.2417, Forward time: 2.3355, Backward time: 3.2366, DDP time: 0.0037, Total iter time: 5.1464 [2020-11-08 19:29:03,377][root][INFO] - ===> Epoch[918](4600/5): Loss -0.8131, Sem 0.0614, dir -0.9788, norm 0.1043, swav 0.0000 LR: 1.027e-02 Score 97.744 Data time: 0.2209, Forward time: 2.3357, Backward time: 3.2364, DDP time: 0.0037, Total iter time: 5.8636 [2020-11-08 19:29:09,665][root][INFO] - ===> Epoch[919](4601/5): Loss -0.8049, Sem 0.0614, dir -0.9788, norm 0.1125, swav 0.0000 LR: 1.025e-02 Score 97.833 Data time: 0.1866, Forward time: 2.3355, Backward time: 3.2369, DDP time: 0.0037, Total iter time: 6.1527 [2020-11-08 19:29:15,070][root][INFO] - ===> Epoch[919](4602/5): Loss -0.8069, Sem 0.0553, dir -0.9784, norm 0.1161, swav 0.0000 LR: 1.023e-02 Score 98.040 Data time: 0.1998, Forward time: 2.3354, Backward time: 3.2365, DDP time: 0.0037, Total iter time: 5.2841 [2020-11-08 19:29:20,177][root][INFO] - ===> Epoch[919](4603/5): Loss -0.8186, Sem 0.0585, dir -0.9814, norm 0.1042, swav 0.0000 LR: 1.020e-02 Score 97.988 Data time: 0.1787, Forward time: 2.3348, Backward time: 3.2363, DDP time: 0.0037, Total iter time: 4.9889 [2020-11-08 19:29:25,082][root][INFO] - ===> Epoch[919](4604/5): Loss -0.8157, Sem 0.0596, dir -0.9795, norm 0.1042, swav 0.0000 LR: 1.018e-02 Score 97.824 Data time: 0.1762, Forward time: 2.3346, Backward time: 3.2355, DDP time: 0.0037, Total iter time: 4.8095 [2020-11-08 19:29:30,924][root][INFO] - ===> Epoch[919](4605/5): Loss -0.8095, Sem 0.0685, dir -0.9818, norm 0.1038, swav 0.0000 LR: 1.016e-02 Score 97.478 Data time: 0.1476, Forward time: 2.3339, Backward time: 3.2361, DDP time: 0.0037, Total iter time: 5.7408 [2020-11-08 19:29:37,573][root][INFO] - ===> Epoch[920](4606/5): Loss -0.8087, Sem 0.0587, dir -0.9806, norm 0.1132, swav 0.0000 LR: 1.013e-02 Score 97.890 Data time: 0.2287, Forward time: 2.3338, Backward time: 3.2368, DDP time: 0.0037, Total iter time: 6.5748 [2020-11-08 19:29:43,753][root][INFO] - ===> Epoch[920](4607/5): Loss -0.8112, Sem 0.0570, dir -0.9797, norm 0.1115, swav 0.0000 LR: 1.011e-02 Score 97.955 Data time: 0.2806, Forward time: 2.3345, Backward time: 3.2363, DDP time: 0.0037, Total iter time: 6.0569 [2020-11-08 19:29:50,843][root][INFO] - ===> Epoch[920](4608/5): Loss -0.8061, Sem 0.0614, dir -0.9753, norm 0.1078, swav 0.0000 LR: 1.009e-02 Score 97.802 Data time: 0.1602, Forward time: 2.3341, Backward time: 3.2376, DDP time: 0.0037, Total iter time: 6.9557 [2020-11-08 19:29:56,172][root][INFO] - ===> Epoch[920](4609/5): Loss -0.8161, Sem 0.0609, dir -0.9830, norm 0.1060, swav 0.0000 LR: 1.006e-02 Score 97.829 Data time: 0.2143, Forward time: 2.3341, Backward time: 3.2371, DDP time: 0.0037, Total iter time: 5.2124 [2020-11-08 19:30:01,461][root][INFO] - ===> Epoch[920](4610/5): Loss -0.8057, Sem 0.0604, dir -0.9813, norm 0.1152, swav 0.0000 LR: 1.004e-02 Score 97.772 Data time: 0.2367, Forward time: 2.3342, Backward time: 3.2364, DDP time: 0.0037, Total iter time: 5.1492 [2020-11-08 19:30:07,226][root][INFO] - ===> Epoch[921](4611/5): Loss -0.8086, Sem 0.0633, dir -0.9807, norm 0.1088, swav 0.0000 LR: 1.002e-02 Score 97.702 Data time: 0.2814, Forward time: 2.3348, Backward time: 3.2356, DDP time: 0.0037, Total iter time: 5.6518 [2020-11-08 19:30:13,086][root][INFO] - ===> Epoch[921](4612/5): Loss -0.8068, Sem 0.0585, dir -0.9779, norm 0.1126, swav 0.0000 LR: 9.995e-03 Score 97.954 Data time: 0.2582, Forward time: 2.3352, Backward time: 3.2351, DDP time: 0.0037, Total iter time: 5.7495 [2020-11-08 19:30:19,592][root][INFO] - ===> Epoch[921](4613/5): Loss -0.8185, Sem 0.0598, dir -0.9816, norm 0.1032, swav 0.0000 LR: 9.972e-03 Score 97.815 Data time: 0.3304, Forward time: 2.3360, Backward time: 3.2347, DDP time: 0.0037, Total iter time: 6.3807 [2020-11-08 19:30:25,698][root][INFO] - ===> Epoch[921](4614/5): Loss -0.8202, Sem 0.0578, dir -0.9794, norm 0.1014, swav 0.0000 LR: 9.949e-03 Score 97.920 Data time: 0.2172, Forward time: 2.3361, Backward time: 3.2347, DDP time: 0.0037, Total iter time: 5.9684 [2020-11-08 19:30:31,827][root][INFO] - ===> Epoch[921](4615/5): Loss -0.7966, Sem 0.0621, dir -0.9785, norm 0.1198, swav 0.0000 LR: 9.925e-03 Score 97.742 Data time: 0.2917, Forward time: 2.3367, Backward time: 3.2342, DDP time: 0.0037, Total iter time: 6.0180 [2020-11-08 19:30:37,424][root][INFO] - ===> Epoch[922](4616/5): Loss -0.8071, Sem 0.0593, dir -0.9806, norm 0.1141, swav 0.0000 LR: 9.902e-03 Score 97.862 Data time: 0.2545, Forward time: 2.3370, Backward time: 3.2334, DDP time: 0.0037, Total iter time: 5.4605 [2020-11-08 19:30:43,062][root][INFO] - ===> Epoch[922](4617/5): Loss -0.8131, Sem 0.0629, dir -0.9818, norm 0.1059, swav 0.0000 LR: 9.879e-03 Score 97.703 Data time: 0.2606, Forward time: 2.3375, Backward time: 3.2326, DDP time: 0.0037, Total iter time: 5.5104 [2020-11-08 19:30:47,662][root][INFO] - ===> Epoch[922](4618/5): Loss -0.8125, Sem 0.0560, dir -0.9767, norm 0.1082, swav 0.0000 LR: 9.856e-03 Score 97.992 Data time: 0.2236, Forward time: 2.3375, Backward time: 3.2315, DDP time: 0.0037, Total iter time: 4.4770 [2020-11-08 19:30:53,839][root][INFO] - ===> Epoch[922](4619/5): Loss -0.8130, Sem 0.0613, dir -0.9800, norm 0.1057, swav 0.0000 LR: 9.832e-03 Score 97.790 Data time: 0.2409, Forward time: 2.3378, Backward time: 3.2314, DDP time: 0.0037, Total iter time: 6.0826 [2020-11-08 19:30:59,537][root][INFO] - ===> Epoch[922](4620/5): Loss -0.7960, Sem 0.0651, dir -0.9781, norm 0.1169, swav 0.0000 LR: 9.809e-03 Score 97.652 Data time: 0.1497, Forward time: 2.3372, Backward time: 3.2317, DDP time: 0.0037, Total iter time: 5.5890 [2020-11-08 19:31:04,432][root][INFO] - ===> Epoch[923](4621/5): Loss -0.8042, Sem 0.0673, dir -0.9795, norm 0.1081, swav 0.0000 LR: 9.786e-03 Score 97.639 Data time: 0.2091, Forward time: 2.3371, Backward time: 3.2309, DDP time: 0.0037, Total iter time: 4.8045 [2020-11-08 19:31:10,398][root][INFO] - ===> Epoch[923](4622/5): Loss -0.7980, Sem 0.0605, dir -0.9778, norm 0.1193, swav 0.0000 LR: 9.762e-03 Score 97.804 Data time: 0.2121, Forward time: 2.3371, Backward time: 3.2308, DDP time: 0.0037, Total iter time: 5.8721 [2020-11-08 19:31:16,832][root][INFO] - ===> Epoch[923](4623/5): Loss -0.8100, Sem 0.0609, dir -0.9802, norm 0.1092, swav 0.0000 LR: 9.739e-03 Score 97.834 Data time: 0.2002, Forward time: 2.3370, Backward time: 3.2313, DDP time: 0.0037, Total iter time: 6.3017 [2020-11-08 19:31:22,485][root][INFO] - ===> Epoch[923](4624/5): Loss -0.8154, Sem 0.0579, dir -0.9799, norm 0.1066, swav 0.0000 LR: 9.716e-03 Score 97.885 Data time: 0.2062, Forward time: 2.3369, Backward time: 3.2311, DDP time: 0.0037, Total iter time: 5.5198 [2020-11-08 19:31:29,037][root][INFO] - ===> Epoch[923](4625/5): Loss -0.8059, Sem 0.0634, dir -0.9819, norm 0.1126, swav 0.0000 LR: 9.692e-03 Score 97.739 Data time: 0.2085, Forward time: 2.3367, Backward time: 3.2318, DDP time: 0.0037, Total iter time: 6.4286 [2020-11-08 19:31:36,731][root][INFO] - ===> Epoch[924](4626/5): Loss -0.8109, Sem 0.0631, dir -0.9805, norm 0.1065, swav 0.0000 LR: 9.669e-03 Score 97.734 Data time: 0.2330, Forward time: 2.3370, Backward time: 3.2331, DDP time: 0.0037, Total iter time: 7.5706 [2020-11-08 19:31:42,611][root][INFO] - ===> Epoch[924](4627/5): Loss -0.8196, Sem 0.0609, dir -0.9826, norm 0.1021, swav 0.0000 LR: 9.646e-03 Score 97.780 Data time: 0.1783, Forward time: 2.3367, Backward time: 3.2332, DDP time: 0.0037, Total iter time: 5.7410 [2020-11-08 19:31:48,251][root][INFO] - ===> Epoch[924](4628/5): Loss -0.7927, Sem 0.0601, dir -0.9793, norm 0.1266, swav 0.0000 LR: 9.622e-03 Score 97.828 Data time: 0.1873, Forward time: 2.3366, Backward time: 3.2330, DDP time: 0.0037, Total iter time: 5.5447 [2020-11-08 19:31:53,857][root][INFO] - ===> Epoch[924](4629/5): Loss -0.8141, Sem 0.0586, dir -0.9797, norm 0.1069, swav 0.0000 LR: 9.599e-03 Score 97.883 Data time: 0.1587, Forward time: 2.3361, Backward time: 3.2332, DDP time: 0.0037, Total iter time: 5.4931 [2020-11-08 19:31:59,335][root][INFO] - ===> Epoch[924](4630/5): Loss -0.8107, Sem 0.0594, dir -0.9787, norm 0.1086, swav 0.0000 LR: 9.576e-03 Score 97.842 Data time: 0.1654, Forward time: 2.3356, Backward time: 3.2333, DDP time: 0.0037, Total iter time: 5.3730 [2020-11-08 19:32:03,904][root][INFO] - ===> Epoch[925](4631/5): Loss -0.8154, Sem 0.0582, dir -0.9800, norm 0.1064, swav 0.0000 LR: 9.552e-03 Score 97.877 Data time: 0.1716, Forward time: 2.3351, Backward time: 3.2325, DDP time: 0.0037, Total iter time: 4.4472 [2020-11-08 19:32:09,364][root][INFO] - ===> Epoch[925](4632/5): Loss -0.8194, Sem 0.0610, dir -0.9822, norm 0.1018, swav 0.0000 LR: 9.529e-03 Score 97.753 Data time: 0.2327, Forward time: 2.3353, Backward time: 3.2320, DDP time: 0.0037, Total iter time: 5.3690 [2020-11-08 19:32:16,172][root][INFO] - ===> Epoch[925](4633/5): Loss -0.7966, Sem 0.0653, dir -0.9810, norm 0.1191, swav 0.0000 LR: 9.506e-03 Score 97.665 Data time: 0.1767, Forward time: 2.3349, Backward time: 3.2331, DDP time: 0.0037, Total iter time: 6.6751 [2020-11-08 19:32:22,729][root][INFO] - ===> Epoch[925](4634/5): Loss -0.7944, Sem 0.0631, dir -0.9815, norm 0.1241, swav 0.0000 LR: 9.482e-03 Score 97.828 Data time: 0.3160, Forward time: 2.3355, Backward time: 3.2330, DDP time: 0.0037, Total iter time: 6.4392 [2020-11-08 19:32:30,313][root][INFO] - ===> Epoch[925](4635/5): Loss -0.8160, Sem 0.0575, dir -0.9772, norm 0.1037, swav 0.0000 LR: 9.459e-03 Score 97.922 Data time: 0.3748, Forward time: 2.3367, Backward time: 3.2330, DDP time: 0.0037, Total iter time: 7.4496 [2020-11-08 19:32:38,408][root][INFO] - ===> Epoch[926](4636/5): Loss -0.7979, Sem 0.0633, dir -0.9784, norm 0.1172, swav 0.0000 LR: 9.435e-03 Score 97.694 Data time: 0.1852, Forward time: 2.3364, Backward time: 3.2351, DDP time: 0.0037, Total iter time: 7.9533 [2020-11-08 19:32:43,306][root][INFO] - ===> Epoch[926](4637/5): Loss -0.8204, Sem 0.0555, dir -0.9821, norm 0.1062, swav 0.0000 LR: 9.412e-03 Score 98.022 Data time: 0.2132, Forward time: 2.3362, Backward time: 3.2343, DDP time: 0.0037, Total iter time: 4.7697 [2020-11-08 19:32:49,873][root][INFO] - ===> Epoch[926](4638/5): Loss -0.8053, Sem 0.0616, dir -0.9781, norm 0.1112, swav 0.0000 LR: 9.389e-03 Score 97.744 Data time: 0.2682, Forward time: 2.3368, Backward time: 3.2342, DDP time: 0.0037, Total iter time: 6.4746 [2020-11-08 19:32:55,335][root][INFO] - ===> Epoch[926](4639/5): Loss -0.8123, Sem 0.0604, dir -0.9788, norm 0.1062, swav 0.0000 LR: 9.365e-03 Score 97.823 Data time: 0.1579, Forward time: 2.3363, Backward time: 3.2343, DDP time: 0.0037, Total iter time: 5.3358 [2020-11-08 19:33:00,885][root][INFO] - ===> Epoch[926](4640/5): Loss -0.8092, Sem 0.0640, dir -0.9805, norm 0.1074, swav 0.0000 LR: 9.342e-03 Score 97.712 Data time: 0.2113, Forward time: 2.3363, Backward time: 3.2340, DDP time: 0.0037, Total iter time: 5.4575 [2020-11-08 19:33:05,921][root][INFO] - ===> Epoch[927](4641/5): Loss -0.8160, Sem 0.0580, dir -0.9823, norm 0.1083, swav 0.0000 LR: 9.318e-03 Score 97.908 Data time: 0.2362, Forward time: 2.3363, Backward time: 3.2332, DDP time: 0.0037, Total iter time: 4.9086 [2020-11-08 19:33:11,632][root][INFO] - ===> Epoch[927](4642/5): Loss -0.8056, Sem 0.0570, dir -0.9767, norm 0.1142, swav 0.0000 LR: 9.295e-03 Score 97.915 Data time: 0.2131, Forward time: 2.3362, Backward time: 3.2331, DDP time: 0.0037, Total iter time: 5.6102 [2020-11-08 19:33:17,649][root][INFO] - ===> Epoch[927](4643/5): Loss -0.7909, Sem 0.0689, dir -0.9793, norm 0.1196, swav 0.0000 LR: 9.272e-03 Score 97.506 Data time: 0.2876, Forward time: 2.3367, Backward time: 3.2326, DDP time: 0.0037, Total iter time: 5.9101 [2020-11-08 19:33:23,330][root][INFO] - ===> Epoch[927](4644/5): Loss -0.8276, Sem 0.0558, dir -0.9835, norm 0.1001, swav 0.0000 LR: 9.248e-03 Score 98.013 Data time: 0.2784, Forward time: 2.3369, Backward time: 3.2320, DDP time: 0.0037, Total iter time: 5.5421 [2020-11-08 19:33:29,967][root][INFO] - ===> Epoch[927](4645/5): Loss -0.8057, Sem 0.0605, dir -0.9792, norm 0.1130, swav 0.0000 LR: 9.225e-03 Score 97.821 Data time: 0.2234, Forward time: 2.3371, Backward time: 3.2324, DDP time: 0.0037, Total iter time: 6.5143 [2020-11-08 19:33:34,727][root][INFO] - ===> Epoch[928](4646/5): Loss -0.8145, Sem 0.0569, dir -0.9774, norm 0.1060, swav 0.0000 LR: 9.201e-03 Score 97.939 Data time: 0.2066, Forward time: 2.3369, Backward time: 3.2315, DDP time: 0.0037, Total iter time: 4.6128 [2020-11-08 19:33:41,984][root][INFO] - ===> Epoch[928](4647/5): Loss -0.7961, Sem 0.0677, dir -0.9789, norm 0.1151, swav 0.0000 LR: 9.178e-03 Score 97.593 Data time: 0.2477, Forward time: 2.3371, Backward time: 3.2324, DDP time: 0.0037, Total iter time: 7.1536 [2020-11-08 19:33:47,677][root][INFO] - ===> Epoch[928](4648/5): Loss -0.8027, Sem 0.0608, dir -0.9787, norm 0.1151, swav 0.0000 LR: 9.154e-03 Score 97.858 Data time: 0.2128, Forward time: 2.3370, Backward time: 3.2323, DDP time: 0.0037, Total iter time: 5.5687 [2020-11-08 19:33:53,057][root][INFO] - ===> Epoch[928](4649/5): Loss -0.7988, Sem 0.0651, dir -0.9794, norm 0.1155, swav 0.0000 LR: 9.131e-03 Score 97.653 Data time: 0.2435, Forward time: 2.3372, Backward time: 3.2315, DDP time: 0.0037, Total iter time: 5.2669 [2020-11-08 19:33:59,197][root][INFO] - ===> Epoch[928](4650/5): Loss -0.8176, Sem 0.0598, dir -0.9815, norm 0.1041, swav 0.0000 LR: 9.107e-03 Score 97.796 Data time: 0.2244, Forward time: 2.3372, Backward time: 3.2316, DDP time: 0.0037, Total iter time: 6.0136 [2020-11-08 19:34:04,406][root][INFO] - ===> Epoch[929](4651/5): Loss -0.7999, Sem 0.0652, dir -0.9802, norm 0.1151, swav 0.0000 LR: 9.084e-03 Score 97.697 Data time: 0.2814, Forward time: 2.3375, Backward time: 3.2307, DDP time: 0.0037, Total iter time: 5.0838 [2020-11-08 19:34:10,312][root][INFO] - ===> Epoch[929](4652/5): Loss -0.8031, Sem 0.0619, dir -0.9784, norm 0.1134, swav 0.0000 LR: 9.060e-03 Score 97.778 Data time: 0.2897, Forward time: 2.3381, Backward time: 3.2300, DDP time: 0.0037, Total iter time: 5.7925 [2020-11-08 19:34:16,604][root][INFO] - ===> Epoch[929](4653/5): Loss -0.8176, Sem 0.0546, dir -0.9786, norm 0.1064, swav 0.0000 LR: 9.037e-03 Score 98.045 Data time: 0.2526, Forward time: 2.3381, Backward time: 3.2302, DDP time: 0.0037, Total iter time: 6.1388 [2020-11-08 19:34:22,271][root][INFO] - ===> Epoch[929](4654/5): Loss -0.8191, Sem 0.0652, dir -0.9843, norm 0.1000, swav 0.0000 LR: 9.013e-03 Score 97.666 Data time: 0.1865, Forward time: 2.3379, Backward time: 3.2301, DDP time: 0.0037, Total iter time: 5.5514 [2020-11-08 19:34:27,300][root][INFO] - ===> Epoch[929](4655/5): Loss -0.8134, Sem 0.0565, dir -0.9798, norm 0.1099, swav 0.0000 LR: 8.990e-03 Score 97.978 Data time: 0.1701, Forward time: 2.3374, Backward time: 3.2299, DDP time: 0.0037, Total iter time: 4.9260 [2020-11-08 19:34:32,945][root][INFO] - ===> Epoch[930](4656/5): Loss -0.8090, Sem 0.0599, dir -0.9823, norm 0.1133, swav 0.0000 LR: 8.966e-03 Score 97.892 Data time: 0.1989, Forward time: 2.3371, Backward time: 3.2299, DDP time: 0.0037, Total iter time: 5.5520 [2020-11-08 19:34:40,060][root][INFO] - ===> Epoch[930](4657/5): Loss -0.8059, Sem 0.0605, dir -0.9764, norm 0.1101, swav 0.0000 LR: 8.943e-03 Score 97.818 Data time: 0.3088, Forward time: 2.3374, Backward time: 3.2305, DDP time: 0.0037, Total iter time: 7.0083 [2020-11-08 19:34:45,686][root][INFO] - ===> Epoch[930](4658/5): Loss -0.8105, Sem 0.0613, dir -0.9792, norm 0.1074, swav 0.0000 LR: 8.919e-03 Score 97.808 Data time: 0.2552, Forward time: 2.3377, Backward time: 3.2298, DDP time: 0.0037, Total iter time: 5.4752 [2020-11-08 19:34:50,713][root][INFO] - ===> Epoch[930](4659/5): Loss -0.8170, Sem 0.0603, dir -0.9809, norm 0.1036, swav 0.0000 LR: 8.896e-03 Score 97.798 Data time: 0.1936, Forward time: 2.3375, Backward time: 3.2293, DDP time: 0.0037, Total iter time: 4.9079 [2020-11-08 19:34:56,059][root][INFO] - ===> Epoch[930](4660/5): Loss -0.7879, Sem 0.0653, dir -0.9787, norm 0.1255, swav 0.0000 LR: 8.872e-03 Score 97.687 Data time: 0.1923, Forward time: 2.3371, Backward time: 3.2291, DDP time: 0.0037, Total iter time: 5.2414 [2020-11-08 19:35:02,540][root][INFO] - ===> Epoch[931](4661/5): Loss -0.8048, Sem 0.0593, dir -0.9807, norm 0.1166, swav 0.0000 LR: 8.849e-03 Score 97.866 Data time: 0.3076, Forward time: 2.3379, Backward time: 3.2287, DDP time: 0.0037, Total iter time: 6.3690 [2020-11-08 19:35:07,518][root][INFO] - ===> Epoch[931](4662/5): Loss -0.8112, Sem 0.0587, dir -0.9793, norm 0.1094, swav 0.0000 LR: 8.825e-03 Score 97.881 Data time: 0.2410, Forward time: 2.3381, Backward time: 3.2277, DDP time: 0.0037, Total iter time: 4.8633 [2020-11-08 19:35:13,335][root][INFO] - ===> Epoch[931](4663/5): Loss -0.8108, Sem 0.0573, dir -0.9803, norm 0.1123, swav 0.0000 LR: 8.801e-03 Score 97.920 Data time: 0.2207, Forward time: 2.3379, Backward time: 3.2277, DDP time: 0.0037, Total iter time: 5.6969 [2020-11-08 19:35:19,229][root][INFO] - ===> Epoch[931](4664/5): Loss -0.7994, Sem 0.0672, dir -0.9797, norm 0.1130, swav 0.0000 LR: 8.778e-03 Score 97.608 Data time: 0.2241, Forward time: 2.3380, Backward time: 3.2276, DDP time: 0.0037, Total iter time: 5.7979 [2020-11-08 19:35:25,104][root][INFO] - ===> Epoch[931](4665/5): Loss -0.8003, Sem 0.0622, dir -0.9794, norm 0.1168, swav 0.0000 LR: 8.754e-03 Score 97.755 Data time: 0.2379, Forward time: 2.3381, Backward time: 3.2273, DDP time: 0.0037, Total iter time: 5.7285 [2020-11-08 19:35:29,858][root][INFO] - ===> Epoch[932](4666/5): Loss -0.8093, Sem 0.0653, dir -0.9808, norm 0.1063, swav 0.0000 LR: 8.731e-03 Score 97.644 Data time: 0.2217, Forward time: 2.3381, Backward time: 3.2263, DDP time: 0.0037, Total iter time: 4.6107 [2020-11-08 19:35:35,223][root][INFO] - ===> Epoch[932](4667/5): Loss -0.8021, Sem 0.0591, dir -0.9808, norm 0.1196, swav 0.0000 LR: 8.707e-03 Score 97.871 Data time: 0.2268, Forward time: 2.3382, Backward time: 3.2258, DDP time: 0.0037, Total iter time: 5.2475 [2020-11-08 19:35:40,568][root][INFO] - ===> Epoch[932](4668/5): Loss -0.8142, Sem 0.0572, dir -0.9810, norm 0.1096, swav 0.0000 LR: 8.683e-03 Score 97.918 Data time: 0.1877, Forward time: 2.3378, Backward time: 3.2256, DDP time: 0.0037, Total iter time: 5.2103 [2020-11-08 19:35:45,953][root][INFO] - ===> Epoch[932](4669/5): Loss -0.8161, Sem 0.0577, dir -0.9781, norm 0.1043, swav 0.0000 LR: 8.660e-03 Score 97.912 Data time: 0.2534, Forward time: 2.3381, Backward time: 3.2249, DDP time: 0.0037, Total iter time: 5.2964 [2020-11-08 19:35:52,766][root][INFO] - ===> Epoch[932](4670/5): Loss -0.8088, Sem 0.0584, dir -0.9778, norm 0.1106, swav 0.0000 LR: 8.636e-03 Score 97.876 Data time: 0.2432, Forward time: 2.3382, Backward time: 3.2254, DDP time: 0.0037, Total iter time: 6.6936 [2020-11-08 19:35:58,296][root][INFO] - ===> Epoch[933](4671/5): Loss -0.8217, Sem 0.0559, dir -0.9813, norm 0.1037, swav 0.0000 LR: 8.613e-03 Score 97.956 Data time: 0.2423, Forward time: 2.3384, Backward time: 3.2249, DDP time: 0.0037, Total iter time: 5.4204 [2020-11-08 19:36:04,228][root][INFO] - ===> Epoch[933](4672/5): Loss -0.7917, Sem 0.0683, dir -0.9797, norm 0.1197, swav 0.0000 LR: 8.589e-03 Score 97.558 Data time: 0.2250, Forward time: 2.3384, Backward time: 3.2248, DDP time: 0.0037, Total iter time: 5.8107 [2020-11-08 19:36:10,147][root][INFO] - ===> Epoch[933](4673/5): Loss -0.8089, Sem 0.0617, dir -0.9789, norm 0.1082, swav 0.0000 LR: 8.565e-03 Score 97.756 Data time: 0.2516, Forward time: 2.3387, Backward time: 3.2245, DDP time: 0.0037, Total iter time: 5.8149 [2020-11-08 19:36:16,354][root][INFO] - ===> Epoch[933](4674/5): Loss -0.8154, Sem 0.0599, dir -0.9811, norm 0.1059, swav 0.0000 LR: 8.542e-03 Score 97.821 Data time: 0.2259, Forward time: 2.3388, Backward time: 3.2245, DDP time: 0.0037, Total iter time: 6.0616 [2020-11-08 19:36:22,091][root][INFO] - ===> Epoch[933](4675/5): Loss -0.7973, Sem 0.0751, dir -0.9793, norm 0.1070, swav 0.0000 LR: 8.518e-03 Score 97.590 Data time: 0.1394, Forward time: 2.3380, Backward time: 3.2253, DDP time: 0.0037, Total iter time: 5.5961 [2020-11-08 19:36:27,255][root][INFO] - ===> Epoch[934](4676/5): Loss -0.8137, Sem 0.0588, dir -0.9814, norm 0.1088, swav 0.0000 LR: 8.494e-03 Score 97.871 Data time: 0.1953, Forward time: 2.3378, Backward time: 3.2249, DDP time: 0.0037, Total iter time: 5.1142 [2020-11-08 19:36:35,486][root][INFO] - ===> Epoch[934](4677/5): Loss -0.8020, Sem 0.0695, dir -0.9806, norm 0.1091, swav 0.0000 LR: 8.471e-03 Score 97.574 Data time: 0.1205, Forward time: 2.3369, Backward time: 3.2278, DDP time: 0.0037, Total iter time: 8.1248 [2020-11-08 19:36:42,283][root][INFO] - ===> Epoch[934](4678/5): Loss -0.8092, Sem 0.0595, dir -0.9785, norm 0.1098, swav 0.0000 LR: 8.447e-03 Score 97.884 Data time: 0.2043, Forward time: 2.3367, Backward time: 3.2287, DDP time: 0.0037, Total iter time: 6.7370 [2020-11-08 19:36:47,320][root][INFO] - ===> Epoch[934](4679/5): Loss -0.8111, Sem 0.0568, dir -0.9804, norm 0.1125, swav 0.0000 LR: 8.423e-03 Score 97.950 Data time: 0.1979, Forward time: 2.3365, Backward time: 3.2281, DDP time: 0.0037, Total iter time: 4.9310 [2020-11-08 19:36:52,745][root][INFO] - ===> Epoch[934](4680/5): Loss -0.8283, Sem 0.0562, dir -0.9807, norm 0.0963, swav 0.0000 LR: 8.400e-03 Score 97.950 Data time: 0.2136, Forward time: 2.3364, Backward time: 3.2278, DDP time: 0.0037, Total iter time: 5.3239 [2020-11-08 19:36:58,477][root][INFO] - ===> Epoch[935](4681/5): Loss -0.8180, Sem 0.0602, dir -0.9826, norm 0.1044, swav 0.0000 LR: 8.376e-03 Score 97.831 Data time: 0.2381, Forward time: 2.3366, Backward time: 3.2274, DDP time: 0.0037, Total iter time: 5.6013 [2020-11-08 19:37:04,148][root][INFO] - ===> Epoch[935](4682/5): Loss -0.7884, Sem 0.0673, dir -0.9764, norm 0.1207, swav 0.0000 LR: 8.352e-03 Score 97.628 Data time: 0.1649, Forward time: 2.3362, Backward time: 3.2276, DDP time: 0.0037, Total iter time: 5.5525 [2020-11-08 19:37:10,032][root][INFO] - ===> Epoch[935](4683/5): Loss -0.7978, Sem 0.0620, dir -0.9808, norm 0.1210, swav 0.0000 LR: 8.329e-03 Score 97.754 Data time: 0.2501, Forward time: 2.3365, Backward time: 3.2271, DDP time: 0.0037, Total iter time: 5.7977 [2020-11-08 19:37:15,075][root][INFO] - ===> Epoch[935](4684/5): Loss -0.8140, Sem 0.0576, dir -0.9800, norm 0.1084, swav 0.0000 LR: 8.305e-03 Score 97.918 Data time: 0.1855, Forward time: 2.3361, Backward time: 3.2268, DDP time: 0.0037, Total iter time: 4.9167 [2020-11-08 19:37:23,810][root][INFO] - ===> Epoch[935](4685/5): Loss -0.8088, Sem 0.0602, dir -0.9794, norm 0.1104, swav 0.0000 LR: 8.281e-03 Score 97.827 Data time: 0.2579, Forward time: 2.3364, Backward time: 3.2288, DDP time: 0.0037, Total iter time: 8.6679 [2020-11-08 19:37:28,887][root][INFO] - ===> Epoch[936](4686/5): Loss -0.8042, Sem 0.0590, dir -0.9802, norm 0.1169, swav 0.0000 LR: 8.257e-03 Score 97.876 Data time: 0.2263, Forward time: 2.3366, Backward time: 3.2279, DDP time: 0.0037, Total iter time: 4.9495 [2020-11-08 19:37:33,736][root][INFO] - ===> Epoch[936](4687/5): Loss -0.7888, Sem 0.0653, dir -0.9746, norm 0.1204, swav 0.0000 LR: 8.234e-03 Score 97.718 Data time: 0.1979, Forward time: 2.3365, Backward time: 3.2271, DDP time: 0.0037, Total iter time: 4.7566 [2020-11-08 19:37:39,352][root][INFO] - ===> Epoch[936](4688/5): Loss -0.8082, Sem 0.0639, dir -0.9779, norm 0.1059, swav 0.0000 LR: 8.210e-03 Score 97.664 Data time: 0.2219, Forward time: 2.3366, Backward time: 3.2267, DDP time: 0.0037, Total iter time: 5.5124 [2020-11-08 19:37:44,550][root][INFO] - ===> Epoch[936](4689/5): Loss -0.8125, Sem 0.0646, dir -0.9816, norm 0.1046, swav 0.0000 LR: 8.186e-03 Score 97.707 Data time: 0.1820, Forward time: 2.3362, Backward time: 3.2265, DDP time: 0.0037, Total iter time: 5.0820 [2020-11-08 19:37:50,303][root][INFO] - ===> Epoch[936](4690/5): Loss -0.8076, Sem 0.0597, dir -0.9812, norm 0.1139, swav 0.0000 LR: 8.162e-03 Score 97.831 Data time: 0.2439, Forward time: 2.3366, Backward time: 3.2259, DDP time: 0.0037, Total iter time: 5.6800 [2020-11-08 19:37:55,980][root][INFO] - ===> Epoch[937](4691/5): Loss -0.8058, Sem 0.0601, dir -0.9741, norm 0.1082, swav 0.0000 LR: 8.139e-03 Score 97.832 Data time: 0.1576, Forward time: 2.3361, Backward time: 3.2261, DDP time: 0.0037, Total iter time: 5.5561 [2020-11-08 19:38:01,498][root][INFO] - ===> Epoch[937](4692/5): Loss -0.8143, Sem 0.0576, dir -0.9813, norm 0.1093, swav 0.0000 LR: 8.115e-03 Score 97.903 Data time: 0.2252, Forward time: 2.3361, Backward time: 3.2258, DDP time: 0.0037, Total iter time: 5.4548 [2020-11-08 19:38:06,999][root][INFO] - ===> Epoch[937](4693/5): Loss -0.7900, Sem 0.0669, dir -0.9786, norm 0.1217, swav 0.0000 LR: 8.091e-03 Score 97.578 Data time: 0.2462, Forward time: 2.3365, Backward time: 3.2251, DDP time: 0.0037, Total iter time: 5.4064 [2020-11-08 19:38:14,171][root][INFO] - ===> Epoch[937](4694/5): Loss -0.8034, Sem 0.0628, dir -0.9797, norm 0.1135, swav 0.0000 LR: 8.067e-03 Score 97.840 Data time: 0.1885, Forward time: 2.3363, Backward time: 3.2263, DDP time: 0.0037, Total iter time: 7.0408 [2020-11-08 19:38:21,148][root][INFO] - ===> Epoch[937](4695/5): Loss -0.8164, Sem 0.0608, dir -0.9817, norm 0.1044, swav 0.0000 LR: 8.043e-03 Score 97.879 Data time: 0.2340, Forward time: 2.3364, Backward time: 3.2269, DDP time: 0.0037, Total iter time: 6.8662 [2020-11-08 19:38:26,885][root][INFO] - ===> Epoch[938](4696/5): Loss -0.8148, Sem 0.0606, dir -0.9807, norm 0.1053, swav 0.0000 LR: 8.019e-03 Score 97.836 Data time: 0.2433, Forward time: 2.3368, Backward time: 3.2263, DDP time: 0.0037, Total iter time: 5.6155 [2020-11-08 19:38:33,440][root][INFO] - ===> Epoch[938](4697/5): Loss -0.8041, Sem 0.0589, dir -0.9787, norm 0.1157, swav 0.0000 LR: 7.996e-03 Score 97.888 Data time: 0.1630, Forward time: 2.3364, Backward time: 3.2273, DDP time: 0.0037, Total iter time: 6.4353 [2020-11-08 19:38:38,887][root][INFO] - ===> Epoch[938](4698/5): Loss -0.8097, Sem 0.0632, dir -0.9813, norm 0.1085, swav 0.0000 LR: 7.972e-03 Score 97.743 Data time: 0.2320, Forward time: 2.3367, Backward time: 3.2266, DDP time: 0.0037, Total iter time: 5.3736 [2020-11-08 19:38:43,584][root][INFO] - ===> Epoch[938](4699/5): Loss -0.8056, Sem 0.0664, dir -0.9776, norm 0.1056, swav 0.0000 LR: 7.948e-03 Score 97.585 Data time: 0.1935, Forward time: 2.3366, Backward time: 3.2257, DDP time: 0.0037, Total iter time: 4.5819 [2020-11-08 19:38:49,521][root][INFO] - ===> Epoch[938](4700/5): Loss -0.8081, Sem 0.0593, dir -0.9796, norm 0.1122, swav 0.0000 LR: 7.924e-03 Score 97.855 Data time: 0.2504, Forward time: 2.3369, Backward time: 3.2253, DDP time: 0.0037, Total iter time: 5.8200 [2020-11-08 19:38:55,535][root][INFO] - ===> Epoch[939](4701/5): Loss -0.7952, Sem 0.0686, dir -0.9780, norm 0.1142, swav 0.0000 LR: 7.900e-03 Score 97.513 Data time: 0.2453, Forward time: 2.3372, Backward time: 3.2251, DDP time: 0.0037, Total iter time: 5.8959 [2020-11-08 19:39:01,730][root][INFO] - ===> Epoch[939](4702/5): Loss -0.8185, Sem 0.0564, dir -0.9795, norm 0.1045, swav 0.0000 LR: 7.876e-03 Score 97.991 Data time: 0.2880, Forward time: 2.3379, Backward time: 3.2245, DDP time: 0.0037, Total iter time: 6.0682 [2020-11-08 19:39:07,581][root][INFO] - ===> Epoch[939](4703/5): Loss -0.8167, Sem 0.0565, dir -0.9773, norm 0.1041, swav 0.0000 LR: 7.853e-03 Score 97.936 Data time: 0.2084, Forward time: 2.3377, Backward time: 3.2245, DDP time: 0.0037, Total iter time: 5.7281 [2020-11-08 19:39:14,710][root][INFO] - ===> Epoch[939](4704/5): Loss -0.8103, Sem 0.0637, dir -0.9825, norm 0.1084, swav 0.0000 LR: 7.829e-03 Score 97.800 Data time: 0.2784, Forward time: 2.3383, Backward time: 3.2249, DDP time: 0.0037, Total iter time: 7.0342 [2020-11-08 19:39:19,570][root][INFO] - ===> Epoch[939](4705/5): Loss -0.8048, Sem 0.0608, dir -0.9820, norm 0.1164, swav 0.0000 LR: 7.805e-03 Score 97.806 Data time: 0.2003, Forward time: 2.3382, Backward time: 3.2240, DDP time: 0.0037, Total iter time: 4.7267 [2020-11-08 19:39:25,749][root][INFO] - ===> Epoch[940](4706/5): Loss -0.8092, Sem 0.0600, dir -0.9803, norm 0.1112, swav 0.0000 LR: 7.781e-03 Score 97.808 Data time: 0.2124, Forward time: 2.3383, Backward time: 3.2241, DDP time: 0.0037, Total iter time: 6.0537 [2020-11-08 19:39:31,219][root][INFO] - ===> Epoch[940](4707/5): Loss -0.8024, Sem 0.0582, dir -0.9757, norm 0.1152, swav 0.0000 LR: 7.757e-03 Score 97.944 Data time: 0.1943, Forward time: 2.3380, Backward time: 3.2240, DDP time: 0.0037, Total iter time: 5.3057 [2020-11-08 19:39:36,949][root][INFO] - ===> Epoch[940](4708/5): Loss -0.8237, Sem 0.0567, dir -0.9816, norm 0.1012, swav 0.0000 LR: 7.733e-03 Score 97.902 Data time: 0.1986, Forward time: 2.3380, Backward time: 3.2238, DDP time: 0.0037, Total iter time: 5.6327 [2020-11-08 19:39:43,427][root][INFO] - ===> Epoch[940](4709/5): Loss -0.8144, Sem 0.0578, dir -0.9829, norm 0.1107, swav 0.0000 LR: 7.709e-03 Score 97.923 Data time: 0.2141, Forward time: 2.3380, Backward time: 3.2243, DDP time: 0.0037, Total iter time: 6.3541 [2020-11-08 19:39:49,660][root][INFO] - ===> Epoch[940](4710/5): Loss -0.7986, Sem 0.0678, dir -0.9795, norm 0.1131, swav 0.0000 LR: 7.685e-03 Score 97.570 Data time: 0.2252, Forward time: 2.3381, Backward time: 3.2243, DDP time: 0.0037, Total iter time: 6.1139 [2020-11-08 19:39:56,151][root][INFO] - ===> Epoch[941](4711/5): Loss -0.8105, Sem 0.0564, dir -0.9775, norm 0.1106, swav 0.0000 LR: 7.661e-03 Score 97.975 Data time: 0.1894, Forward time: 2.3379, Backward time: 3.2249, DDP time: 0.0037, Total iter time: 6.3638 [2020-11-08 19:40:03,243][root][INFO] - ===> Epoch[941](4712/5): Loss -0.7973, Sem 0.0620, dir -0.9803, norm 0.1210, swav 0.0000 LR: 7.637e-03 Score 97.805 Data time: 0.2526, Forward time: 2.3383, Backward time: 3.2254, DDP time: 0.0037, Total iter time: 6.9995 [2020-11-08 19:40:09,005][root][INFO] - ===> Epoch[941](4713/5): Loss -0.8271, Sem 0.0580, dir -0.9815, norm 0.0965, swav 0.0000 LR: 7.613e-03 Score 97.880 Data time: 0.2022, Forward time: 2.3381, Backward time: 3.2254, DDP time: 0.0037, Total iter time: 5.6171 [2020-11-08 19:40:14,723][root][INFO] - ===> Epoch[941](4714/5): Loss -0.8040, Sem 0.0622, dir -0.9804, norm 0.1142, swav 0.0000 LR: 7.589e-03 Score 97.776 Data time: 0.1845, Forward time: 2.3379, Backward time: 3.2255, DDP time: 0.0037, Total iter time: 5.6132 [2020-11-08 19:40:20,348][root][INFO] - ===> Epoch[941](4715/5): Loss -0.8091, Sem 0.0591, dir -0.9800, norm 0.1118, swav 0.0000 LR: 7.565e-03 Score 97.870 Data time: 0.2439, Forward time: 2.3380, Backward time: 3.2250, DDP time: 0.0037, Total iter time: 5.5149 [2020-11-08 19:40:27,370][root][INFO] - ===> Epoch[942](4716/5): Loss -0.8002, Sem 0.0627, dir -0.9787, norm 0.1158, swav 0.0000 LR: 7.541e-03 Score 97.728 Data time: 0.1989, Forward time: 2.3380, Backward time: 3.2259, DDP time: 0.0037, Total iter time: 6.9016 [2020-11-08 19:40:32,942][root][INFO] - ===> Epoch[942](4717/5): Loss -0.8015, Sem 0.0646, dir -0.9791, norm 0.1131, swav 0.0000 LR: 7.517e-03 Score 97.650 Data time: 0.1318, Forward time: 2.3373, Backward time: 3.2263, DDP time: 0.0037, Total iter time: 5.4475 [2020-11-08 19:40:38,373][root][INFO] - ===> Epoch[942](4718/5): Loss -0.8090, Sem 0.0595, dir -0.9812, norm 0.1127, swav 0.0000 LR: 7.493e-03 Score 97.884 Data time: 0.2443, Forward time: 2.3372, Backward time: 3.2260, DDP time: 0.0037, Total iter time: 5.3373 [2020-11-08 19:40:43,360][root][INFO] - ===> Epoch[942](4719/5): Loss -0.8127, Sem 0.0619, dir -0.9792, norm 0.1046, swav 0.0000 LR: 7.469e-03 Score 97.766 Data time: 0.2364, Forward time: 2.3370, Backward time: 3.2253, DDP time: 0.0037, Total iter time: 4.8589 [2020-11-08 19:40:48,373][root][INFO] - ===> Epoch[942](4720/5): Loss -0.8173, Sem 0.0573, dir -0.9774, norm 0.1027, swav 0.0000 LR: 7.445e-03 Score 97.937 Data time: 0.2208, Forward time: 2.3370, Backward time: 3.2247, DDP time: 0.0037, Total iter time: 4.9148 [2020-11-08 19:40:54,570][root][INFO] - ===> Epoch[943](4721/5): Loss -0.8044, Sem 0.0606, dir -0.9751, norm 0.1101, swav 0.0000 LR: 7.421e-03 Score 97.772 Data time: 0.2891, Forward time: 2.3376, Backward time: 3.2242, DDP time: 0.0037, Total iter time: 6.0785 [2020-11-08 19:40:59,949][root][INFO] - ===> Epoch[943](4722/5): Loss -0.7857, Sem 0.0627, dir -0.9777, norm 0.1293, swav 0.0000 LR: 7.397e-03 Score 97.771 Data time: 0.2588, Forward time: 2.3379, Backward time: 3.2234, DDP time: 0.0037, Total iter time: 5.2290 [2020-11-08 19:41:06,154][root][INFO] - ===> Epoch[943](4723/5): Loss -0.8210, Sem 0.0563, dir -0.9827, norm 0.1054, swav 0.0000 LR: 7.373e-03 Score 98.019 Data time: 0.2742, Forward time: 2.3385, Backward time: 3.2230, DDP time: 0.0037, Total iter time: 6.0983 [2020-11-08 19:41:12,622][root][INFO] - ===> Epoch[943](4724/5): Loss -0.8185, Sem 0.0609, dir -0.9827, norm 0.1033, swav 0.0000 LR: 7.349e-03 Score 97.803 Data time: 0.1776, Forward time: 2.3381, Backward time: 3.2237, DDP time: 0.0037, Total iter time: 6.3515 [2020-11-08 19:41:18,985][root][INFO] - ===> Epoch[943](4725/5): Loss -0.8152, Sem 0.0586, dir -0.9805, norm 0.1067, swav 0.0000 LR: 7.325e-03 Score 97.896 Data time: 0.1948, Forward time: 2.3379, Backward time: 3.2243, DDP time: 0.0037, Total iter time: 6.2405 [2020-11-08 19:41:23,932][root][INFO] - ===> Epoch[944](4726/5): Loss -0.8006, Sem 0.0649, dir -0.9758, norm 0.1104, swav 0.0000 LR: 7.301e-03 Score 97.694 Data time: 0.2469, Forward time: 2.3378, Backward time: 3.2235, DDP time: 0.0038, Total iter time: 4.8216 [2020-11-08 19:41:30,467][root][INFO] - ===> Epoch[944](4727/5): Loss -0.7970, Sem 0.0607, dir -0.9774, norm 0.1197, swav 0.0000 LR: 7.277e-03 Score 97.756 Data time: 0.1916, Forward time: 2.3376, Backward time: 3.2242, DDP time: 0.0038, Total iter time: 6.4352 [2020-11-08 19:41:36,615][root][INFO] - ===> Epoch[944](4728/5): Loss -0.8094, Sem 0.0583, dir -0.9809, norm 0.1132, swav 0.0000 LR: 7.253e-03 Score 97.907 Data time: 0.2363, Forward time: 2.3376, Backward time: 3.2243, DDP time: 0.0038, Total iter time: 6.0421 [2020-11-08 19:41:43,263][root][INFO] - ===> Epoch[944](4729/5): Loss -0.8037, Sem 0.0595, dir -0.9801, norm 0.1169, swav 0.0000 LR: 7.229e-03 Score 97.885 Data time: 0.2170, Forward time: 2.3377, Backward time: 3.2247, DDP time: 0.0038, Total iter time: 6.5237 [2020-11-08 19:41:49,931][root][INFO] - ===> Epoch[944](4730/5): Loss -0.8261, Sem 0.0581, dir -0.9819, norm 0.0977, swav 0.0000 LR: 7.205e-03 Score 97.888 Data time: 0.2019, Forward time: 2.3375, Backward time: 3.2254, DDP time: 0.0038, Total iter time: 6.5379 [2020-11-08 19:41:56,912][root][INFO] - ===> Epoch[945](4731/5): Loss -0.8098, Sem 0.0598, dir -0.9808, norm 0.1112, swav 0.0000 LR: 7.181e-03 Score 97.864 Data time: 0.2330, Forward time: 2.3377, Backward time: 3.2260, DDP time: 0.0038, Total iter time: 6.8703 [2020-11-08 19:42:02,478][root][INFO] - ===> Epoch[945](4732/5): Loss -0.8005, Sem 0.0606, dir -0.9775, norm 0.1164, swav 0.0000 LR: 7.157e-03 Score 97.820 Data time: 0.2026, Forward time: 2.3375, Backward time: 3.2259, DDP time: 0.0038, Total iter time: 5.4525 [2020-11-08 19:42:08,081][root][INFO] - ===> Epoch[945](4733/5): Loss -0.8002, Sem 0.0593, dir -0.9782, norm 0.1187, swav 0.0000 LR: 7.133e-03 Score 97.882 Data time: 0.1894, Forward time: 2.3374, Backward time: 3.2257, DDP time: 0.0038, Total iter time: 5.4994 [2020-11-08 19:42:17,233][root][INFO] - ===> Epoch[945](4734/5): Loss -0.8036, Sem 0.0626, dir -0.9804, norm 0.1142, swav 0.0000 LR: 7.108e-03 Score 97.716 Data time: 0.1573, Forward time: 2.3369, Backward time: 3.2287, DDP time: 0.0038, Total iter time: 9.0252 [2020-11-08 19:42:23,486][root][INFO] - ===> Epoch[945](4735/5): Loss -0.8243, Sem 0.0606, dir -0.9815, norm 0.0965, swav 0.0000 LR: 7.084e-03 Score 97.848 Data time: 0.2361, Forward time: 2.3371, Backward time: 3.2287, DDP time: 0.0038, Total iter time: 6.1451 [2020-11-08 19:42:28,622][root][INFO] - ===> Epoch[946](4736/5): Loss -0.8140, Sem 0.0580, dir -0.9809, norm 0.1088, swav 0.0000 LR: 7.060e-03 Score 97.845 Data time: 0.1981, Forward time: 2.3371, Backward time: 3.2281, DDP time: 0.0038, Total iter time: 4.9878 [2020-11-08 19:42:34,174][root][INFO] - ===> Epoch[946](4737/5): Loss -0.8089, Sem 0.0631, dir -0.9806, norm 0.1086, swav 0.0000 LR: 7.036e-03 Score 97.734 Data time: 0.2031, Forward time: 2.3368, Backward time: 3.2280, DDP time: 0.0038, Total iter time: 5.4206 [2020-11-08 19:42:40,078][root][INFO] - ===> Epoch[946](4738/5): Loss -0.8095, Sem 0.0623, dir -0.9793, norm 0.1075, swav 0.0000 LR: 7.012e-03 Score 97.742 Data time: 0.2395, Forward time: 2.3372, Backward time: 3.2276, DDP time: 0.0038, Total iter time: 5.7921 [2020-11-08 19:42:45,788][root][INFO] - ===> Epoch[946](4739/5): Loss -0.8135, Sem 0.0553, dir -0.9772, norm 0.1085, swav 0.0000 LR: 6.988e-03 Score 97.986 Data time: 0.2680, Forward time: 2.3375, Backward time: 3.2270, DDP time: 0.0038, Total iter time: 5.5699 [2020-11-08 19:42:51,808][root][INFO] - ===> Epoch[946](4740/5): Loss -0.8016, Sem 0.0617, dir -0.9800, norm 0.1167, swav 0.0000 LR: 6.963e-03 Score 97.817 Data time: 0.3025, Forward time: 2.3380, Backward time: 3.2265, DDP time: 0.0038, Total iter time: 5.9157 [2020-11-08 19:42:57,840][root][INFO] - ===> Epoch[947](4741/5): Loss -0.8036, Sem 0.0650, dir -0.9791, norm 0.1105, swav 0.0000 LR: 6.939e-03 Score 97.613 Data time: 0.2372, Forward time: 2.3385, Backward time: 3.2262, DDP time: 0.0038, Total iter time: 5.9192 [2020-11-08 19:43:03,838][root][INFO] - ===> Epoch[947](4742/5): Loss -0.8134, Sem 0.0582, dir -0.9807, norm 0.1091, swav 0.0000 LR: 6.915e-03 Score 97.952 Data time: 0.1668, Forward time: 2.3380, Backward time: 3.2266, DDP time: 0.0038, Total iter time: 5.8686 [2020-11-08 19:43:09,959][root][INFO] - ===> Epoch[947](4743/5): Loss -0.8176, Sem 0.0574, dir -0.9823, norm 0.1074, swav 0.0000 LR: 6.891e-03 Score 97.943 Data time: 0.2243, Forward time: 2.3382, Backward time: 3.2266, DDP time: 0.0038, Total iter time: 6.0279 [2020-11-08 19:43:15,072][root][INFO] - ===> Epoch[947](4744/5): Loss -0.8025, Sem 0.0632, dir -0.9808, norm 0.1151, swav 0.0000 LR: 6.866e-03 Score 97.732 Data time: 0.1552, Forward time: 2.3377, Backward time: 3.2264, DDP time: 0.0038, Total iter time: 4.9806 [2020-11-08 19:43:21,227][root][INFO] - ===> Epoch[947](4745/5): Loss -0.8270, Sem 0.0547, dir -0.9795, norm 0.0979, swav 0.0000 LR: 6.842e-03 Score 97.990 Data time: 0.2072, Forward time: 2.3376, Backward time: 3.2267, DDP time: 0.0038, Total iter time: 6.1052 [2020-11-08 19:43:27,093][root][INFO] - ===> Epoch[948](4746/5): Loss -0.8170, Sem 0.0588, dir -0.9794, norm 0.1036, swav 0.0000 LR: 6.818e-03 Score 97.859 Data time: 0.2074, Forward time: 2.3376, Backward time: 3.2267, DDP time: 0.0038, Total iter time: 5.7438 [2020-11-08 19:43:33,129][root][INFO] - ===> Epoch[948](4747/5): Loss -0.8110, Sem 0.0620, dir -0.9782, norm 0.1052, swav 0.0000 LR: 6.794e-03 Score 97.731 Data time: 0.2196, Forward time: 2.3375, Backward time: 3.2268, DDP time: 0.0038, Total iter time: 5.9338 [2020-11-08 19:43:39,488][root][INFO] - ===> Epoch[948](4748/5): Loss -0.8193, Sem 0.0554, dir -0.9796, norm 0.1049, swav 0.0000 LR: 6.769e-03 Score 98.000 Data time: 0.3293, Forward time: 2.3382, Backward time: 3.2264, DDP time: 0.0038, Total iter time: 6.2242 [2020-11-08 19:43:44,971][root][INFO] - ===> Epoch[948](4749/5): Loss -0.8157, Sem 0.0604, dir -0.9830, norm 0.1070, swav 0.0000 LR: 6.745e-03 Score 97.842 Data time: 0.2269, Forward time: 2.3383, Backward time: 3.2258, DDP time: 0.0038, Total iter time: 5.3700 [2020-11-08 19:43:50,385][root][INFO] - ===> Epoch[948](4750/5): Loss -0.7897, Sem 0.0648, dir -0.9784, norm 0.1239, swav 0.0000 LR: 6.721e-03 Score 97.714 Data time: 0.1969, Forward time: 2.3382, Backward time: 3.2254, DDP time: 0.0038, Total iter time: 5.2940 [2020-11-08 19:43:56,042][root][INFO] - ===> Epoch[949](4751/5): Loss -0.8161, Sem 0.0591, dir -0.9811, norm 0.1059, swav 0.0000 LR: 6.697e-03 Score 97.880 Data time: 0.1740, Forward time: 2.3378, Backward time: 3.2256, DDP time: 0.0038, Total iter time: 5.5634 [2020-11-08 19:44:03,492][root][INFO] - ===> Epoch[949](4752/5): Loss -0.8221, Sem 0.0568, dir -0.9802, norm 0.1013, swav 0.0000 LR: 6.672e-03 Score 97.908 Data time: 0.2105, Forward time: 2.3378, Backward time: 3.2268, DDP time: 0.0038, Total iter time: 7.3711 [2020-11-08 19:44:09,529][root][INFO] - ===> Epoch[949](4753/5): Loss -0.8147, Sem 0.0625, dir -0.9821, norm 0.1049, swav 0.0000 LR: 6.648e-03 Score 97.745 Data time: 0.1463, Forward time: 2.3372, Backward time: 3.2274, DDP time: 0.0038, Total iter time: 5.9190 [2020-11-08 19:44:15,385][root][INFO] - ===> Epoch[949](4754/5): Loss -0.7974, Sem 0.0640, dir -0.9796, norm 0.1183, swav 0.0000 LR: 6.624e-03 Score 97.751 Data time: 0.2477, Forward time: 2.3375, Backward time: 3.2271, DDP time: 0.0038, Total iter time: 5.7897 [2020-11-08 19:44:21,641][root][INFO] - ===> Epoch[949](4755/5): Loss -0.8023, Sem 0.0586, dir -0.9784, norm 0.1175, swav 0.0000 LR: 6.599e-03 Score 97.890 Data time: 0.2066, Forward time: 2.3376, Backward time: 3.2273, DDP time: 0.0038, Total iter time: 6.1506 [2020-11-08 19:44:28,609][root][INFO] - ===> Epoch[950](4756/5): Loss -0.7850, Sem 0.0647, dir -0.9763, norm 0.1266, swav 0.0000 LR: 6.575e-03 Score 97.661 Data time: 0.2253, Forward time: 2.3376, Backward time: 3.2280, DDP time: 0.0038, Total iter time: 6.8518 [2020-11-08 19:44:34,231][root][INFO] - ===> Epoch[950](4757/5): Loss -0.8253, Sem 0.0584, dir -0.9826, norm 0.0989, swav 0.0000 LR: 6.551e-03 Score 97.927 Data time: 0.2336, Forward time: 2.3377, Backward time: 3.2276, DDP time: 0.0038, Total iter time: 5.4856 [2020-11-08 19:44:39,206][root][INFO] - ===> Epoch[950](4758/5): Loss -0.8319, Sem 0.0537, dir -0.9822, norm 0.0965, swav 0.0000 LR: 6.526e-03 Score 98.072 Data time: 0.1970, Forward time: 2.3376, Backward time: 3.2270, DDP time: 0.0038, Total iter time: 4.8687 [2020-11-08 19:44:44,080][root][INFO] - ===> Epoch[950](4759/5): Loss -0.8195, Sem 0.0600, dir -0.9795, norm 0.1001, swav 0.0000 LR: 6.502e-03 Score 97.834 Data time: 0.1529, Forward time: 2.3369, Backward time: 3.2268, DDP time: 0.0038, Total iter time: 4.7616 [2020-11-08 19:44:49,550][root][INFO] - ===> Epoch[950](4760/5): Loss -0.8007, Sem 0.0611, dir -0.9807, norm 0.1189, swav 0.0000 LR: 6.477e-03 Score 97.801 Data time: 0.1989, Forward time: 2.3370, Backward time: 3.2265, DDP time: 0.0038, Total iter time: 5.3942 [2020-11-08 19:44:55,605][root][INFO] - ===> Epoch[951](4761/5): Loss -0.7990, Sem 0.0595, dir -0.9783, norm 0.1198, swav 0.0000 LR: 6.453e-03 Score 97.865 Data time: 0.2055, Forward time: 2.3369, Backward time: 3.2266, DDP time: 0.0038, Total iter time: 5.9240 [2020-11-08 19:45:01,009][root][INFO] - ===> Epoch[951](4762/5): Loss -0.8070, Sem 0.0623, dir -0.9764, norm 0.1071, swav 0.0000 LR: 6.429e-03 Score 97.710 Data time: 0.1653, Forward time: 2.3365, Backward time: 3.2266, DDP time: 0.0038, Total iter time: 5.2740 [2020-11-08 19:45:07,020][root][INFO] - ===> Epoch[951](4763/5): Loss -0.8113, Sem 0.0582, dir -0.9800, norm 0.1105, swav 0.0000 LR: 6.404e-03 Score 97.916 Data time: 0.1782, Forward time: 2.3361, Backward time: 3.2270, DDP time: 0.0038, Total iter time: 5.9165 [2020-11-08 19:45:12,566][root][INFO] - ===> Epoch[951](4764/5): Loss -0.8221, Sem 0.0577, dir -0.9821, norm 0.1023, swav 0.0000 LR: 6.380e-03 Score 97.951 Data time: 0.2086, Forward time: 2.3361, Backward time: 3.2267, DDP time: 0.0038, Total iter time: 5.4150 [2020-11-08 19:45:18,227][root][INFO] - ===> Epoch[951](4765/5): Loss -0.8057, Sem 0.0647, dir -0.9818, norm 0.1114, swav 0.0000 LR: 6.355e-03 Score 97.712 Data time: 0.1702, Forward time: 2.3356, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 5.5397 [2020-11-08 19:45:23,790][root][INFO] - ===> Epoch[952](4766/5): Loss -0.8239, Sem 0.0522, dir -0.9847, norm 0.1085, swav 0.0000 LR: 6.331e-03 Score 98.117 Data time: 0.2094, Forward time: 2.3357, Backward time: 3.2265, DDP time: 0.0038, Total iter time: 5.4727 [2020-11-08 19:45:30,314][root][INFO] - ===> Epoch[952](4767/5): Loss -0.8102, Sem 0.0674, dir -0.9800, norm 0.1024, swav 0.0000 LR: 6.306e-03 Score 97.534 Data time: 0.1299, Forward time: 2.3350, Backward time: 3.2277, DDP time: 0.0038, Total iter time: 6.3968 [2020-11-08 19:45:35,895][root][INFO] - ===> Epoch[952](4768/5): Loss -0.8189, Sem 0.0572, dir -0.9807, norm 0.1046, swav 0.0000 LR: 6.282e-03 Score 97.897 Data time: 0.1872, Forward time: 2.3347, Backward time: 3.2277, DDP time: 0.0038, Total iter time: 5.4646 [2020-11-08 19:45:42,433][root][INFO] - ===> Epoch[952](4769/5): Loss -0.8188, Sem 0.0584, dir -0.9805, norm 0.1033, swav 0.0000 LR: 6.258e-03 Score 97.914 Data time: 0.2023, Forward time: 2.3345, Backward time: 3.2283, DDP time: 0.0038, Total iter time: 6.4158 [2020-11-08 19:45:48,731][root][INFO] - ===> Epoch[952](4770/5): Loss -0.8061, Sem 0.0607, dir -0.9776, norm 0.1108, swav 0.0000 LR: 6.233e-03 Score 97.821 Data time: 0.1910, Forward time: 2.3343, Backward time: 3.2288, DDP time: 0.0038, Total iter time: 6.1722 [2020-11-08 19:45:53,928][root][INFO] - ===> Epoch[953](4771/5): Loss -0.8217, Sem 0.0580, dir -0.9827, norm 0.1031, swav 0.0000 LR: 6.209e-03 Score 97.888 Data time: 0.1821, Forward time: 2.3340, Backward time: 3.2284, DDP time: 0.0038, Total iter time: 5.0795 [2020-11-08 19:45:59,806][root][INFO] - ===> Epoch[953](4772/5): Loss -0.8018, Sem 0.0576, dir -0.9773, norm 0.1178, swav 0.0000 LR: 6.184e-03 Score 97.924 Data time: 0.1738, Forward time: 2.3336, Backward time: 3.2288, DDP time: 0.0038, Total iter time: 5.7706 [2020-11-08 19:46:06,217][root][INFO] - ===> Epoch[953](4773/5): Loss -0.8157, Sem 0.0611, dir -0.9796, norm 0.1028, swav 0.0000 LR: 6.160e-03 Score 97.836 Data time: 0.2604, Forward time: 2.3337, Backward time: 3.2289, DDP time: 0.0038, Total iter time: 6.2985 [2020-11-08 19:46:12,621][root][INFO] - ===> Epoch[953](4774/5): Loss -0.8158, Sem 0.0591, dir -0.9823, norm 0.1073, swav 0.0000 LR: 6.135e-03 Score 97.868 Data time: 0.2568, Forward time: 2.3343, Backward time: 3.2288, DDP time: 0.0038, Total iter time: 6.2887 [2020-11-08 19:46:18,737][root][INFO] - ===> Epoch[953](4775/5): Loss -0.7973, Sem 0.0642, dir -0.9793, norm 0.1179, swav 0.0000 LR: 6.110e-03 Score 97.679 Data time: 0.1959, Forward time: 2.3341, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 5.9663 [2020-11-08 19:46:24,824][root][INFO] - ===> Epoch[954](4776/5): Loss -0.8188, Sem 0.0636, dir -0.9815, norm 0.0990, swav 0.0000 LR: 6.086e-03 Score 97.687 Data time: 0.2145, Forward time: 2.3341, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 5.9730 [2020-11-08 19:46:30,742][root][INFO] - ===> Epoch[954](4777/5): Loss -0.8186, Sem 0.0606, dir -0.9810, norm 0.1018, swav 0.0000 LR: 6.061e-03 Score 97.824 Data time: 0.2011, Forward time: 2.3340, Backward time: 3.2291, DDP time: 0.0038, Total iter time: 5.8003 [2020-11-08 19:46:36,507][root][INFO] - ===> Epoch[954](4778/5): Loss -0.8078, Sem 0.0614, dir -0.9806, norm 0.1113, swav 0.0000 LR: 6.037e-03 Score 97.742 Data time: 0.2266, Forward time: 2.3341, Backward time: 3.2288, DDP time: 0.0038, Total iter time: 5.6676 [2020-11-08 19:46:42,308][root][INFO] - ===> Epoch[954](4779/5): Loss -0.7998, Sem 0.0594, dir -0.9774, norm 0.1182, swav 0.0000 LR: 6.012e-03 Score 97.911 Data time: 0.1736, Forward time: 2.3338, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 5.6799 [2020-11-08 19:46:48,206][root][INFO] - ===> Epoch[954](4780/5): Loss -0.8227, Sem 0.0549, dir -0.9819, norm 0.1042, swav 0.0000 LR: 5.988e-03 Score 98.028 Data time: 0.2033, Forward time: 2.3338, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 5.8043 [2020-11-08 19:46:53,744][root][INFO] - ===> Epoch[955](4781/5): Loss -0.8268, Sem 0.0582, dir -0.9828, norm 0.0977, swav 0.0000 LR: 5.963e-03 Score 97.863 Data time: 0.2054, Forward time: 2.3336, Backward time: 3.2288, DDP time: 0.0038, Total iter time: 5.4385 [2020-11-08 19:47:00,128][root][INFO] - ===> Epoch[955](4782/5): Loss -0.7965, Sem 0.0640, dir -0.9800, norm 0.1195, swav 0.0000 LR: 5.938e-03 Score 97.736 Data time: 0.2068, Forward time: 2.3336, Backward time: 3.2292, DDP time: 0.0038, Total iter time: 6.2657 [2020-11-08 19:47:04,966][root][INFO] - ===> Epoch[955](4783/5): Loss -0.8249, Sem 0.0558, dir -0.9798, norm 0.0991, swav 0.0000 LR: 5.914e-03 Score 97.986 Data time: 0.2041, Forward time: 2.3334, Backward time: 3.2285, DDP time: 0.0038, Total iter time: 4.7133 [2020-11-08 19:47:10,634][root][INFO] - ===> Epoch[955](4784/5): Loss -0.8107, Sem 0.0586, dir -0.9788, norm 0.1095, swav 0.0000 LR: 5.889e-03 Score 97.891 Data time: 0.2778, Forward time: 2.3339, Backward time: 3.2278, DDP time: 0.0038, Total iter time: 5.5657 [2020-11-08 19:47:17,060][root][INFO] - ===> Epoch[955](4785/5): Loss -0.8080, Sem 0.0589, dir -0.9800, norm 0.1130, swav 0.0000 LR: 5.864e-03 Score 97.855 Data time: 0.2088, Forward time: 2.3336, Backward time: 3.2284, DDP time: 0.0038, Total iter time: 6.2870 [2020-11-08 19:47:23,161][root][INFO] - ===> Epoch[956](4786/5): Loss -0.8020, Sem 0.0594, dir -0.9788, norm 0.1174, swav 0.0000 LR: 5.840e-03 Score 97.872 Data time: 0.2189, Forward time: 2.3336, Backward time: 3.2285, DDP time: 0.0038, Total iter time: 5.9927 [2020-11-08 19:47:28,407][root][INFO] - ===> Epoch[956](4787/5): Loss -0.8122, Sem 0.0659, dir -0.9825, norm 0.1045, swav 0.0000 LR: 5.815e-03 Score 97.629 Data time: 0.2399, Forward time: 2.3337, Backward time: 3.2278, DDP time: 0.0038, Total iter time: 5.1363 [2020-11-08 19:47:33,136][root][INFO] - ===> Epoch[956](4788/5): Loss -0.8179, Sem 0.0559, dir -0.9775, norm 0.1036, swav 0.0000 LR: 5.790e-03 Score 98.023 Data time: 0.1781, Forward time: 2.3333, Backward time: 3.2274, DDP time: 0.0038, Total iter time: 4.6123 [2020-11-08 19:47:39,441][root][INFO] - ===> Epoch[956](4789/5): Loss -0.8185, Sem 0.0581, dir -0.9813, norm 0.1048, swav 0.0000 LR: 5.766e-03 Score 97.901 Data time: 0.3445, Forward time: 2.3339, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 6.2047 [2020-11-08 19:47:45,977][root][INFO] - ===> Epoch[956](4790/5): Loss -0.8093, Sem 0.0623, dir -0.9803, norm 0.1087, swav 0.0000 LR: 5.741e-03 Score 97.727 Data time: 0.2694, Forward time: 2.3343, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 6.4030 [2020-11-08 19:47:52,548][root][INFO] - ===> Epoch[957](4791/5): Loss -0.7986, Sem 0.0673, dir -0.9790, norm 0.1131, swav 0.0000 LR: 5.716e-03 Score 97.578 Data time: 0.1863, Forward time: 2.3341, Backward time: 3.2277, DDP time: 0.0038, Total iter time: 6.4493 [2020-11-08 19:47:57,796][root][INFO] - ===> Epoch[957](4792/5): Loss -0.8160, Sem 0.0573, dir -0.9824, norm 0.1091, swav 0.0000 LR: 5.691e-03 Score 97.953 Data time: 0.1972, Forward time: 2.3341, Backward time: 3.2272, DDP time: 0.0038, Total iter time: 5.1401 [2020-11-08 19:48:03,203][root][INFO] - ===> Epoch[957](4793/5): Loss -0.8125, Sem 0.0607, dir -0.9762, norm 0.1030, swav 0.0000 LR: 5.667e-03 Score 97.706 Data time: 0.1876, Forward time: 2.3339, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 5.2814 [2020-11-08 19:48:09,897][root][INFO] - ===> Epoch[957](4794/5): Loss -0.8062, Sem 0.0614, dir -0.9803, norm 0.1128, swav 0.0000 LR: 5.642e-03 Score 97.821 Data time: 0.1674, Forward time: 2.3334, Backward time: 3.2279, DDP time: 0.0038, Total iter time: 6.5775 [2020-11-08 19:48:15,011][root][INFO] - ===> Epoch[957](4795/5): Loss -0.8134, Sem 0.0588, dir -0.9820, norm 0.1099, swav 0.0000 LR: 5.617e-03 Score 97.908 Data time: 0.2498, Forward time: 2.3336, Backward time: 3.2271, DDP time: 0.0038, Total iter time: 5.0360 [2020-11-08 19:48:20,720][root][INFO] - ===> Epoch[958](4796/5): Loss -0.8115, Sem 0.0653, dir -0.9798, norm 0.1030, swav 0.0000 LR: 5.592e-03 Score 97.588 Data time: 0.2609, Forward time: 2.3337, Backward time: 3.2267, DDP time: 0.0038, Total iter time: 5.5590 [2020-11-08 19:48:25,780][root][INFO] - ===> Epoch[958](4797/5): Loss -0.8070, Sem 0.0620, dir -0.9824, norm 0.1135, swav 0.0000 LR: 5.568e-03 Score 97.808 Data time: 0.1936, Forward time: 2.3336, Backward time: 3.2262, DDP time: 0.0038, Total iter time: 4.9530 [2020-11-08 19:48:31,928][root][INFO] - ===> Epoch[958](4798/5): Loss -0.7992, Sem 0.0583, dir -0.9765, norm 0.1190, swav 0.0000 LR: 5.543e-03 Score 97.900 Data time: 0.2041, Forward time: 2.3336, Backward time: 3.2264, DDP time: 0.0038, Total iter time: 6.0385 [2020-11-08 19:48:37,166][root][INFO] - ===> Epoch[958](4799/5): Loss -0.8168, Sem 0.0610, dir -0.9819, norm 0.1041, swav 0.0000 LR: 5.518e-03 Score 97.797 Data time: 0.2128, Forward time: 2.3336, Backward time: 3.2258, DDP time: 0.0038, Total iter time: 5.1252 [2020-11-08 19:48:44,459][root][INFO] - ===> Epoch[958](4800/5): Loss -0.8203, Sem 0.0569, dir -0.9788, norm 0.1016, swav 0.0000 LR: 5.493e-03 Score 97.919 Data time: 0.2973, Forward time: 2.3341, Backward time: 3.2263, DDP time: 0.0038, Total iter time: 7.1704 [2020-11-08 19:48:49,641][root][INFO] - ===> Epoch[959](4801/5): Loss -0.8136, Sem 0.0583, dir -0.9815, norm 0.1096, swav 0.0000 LR: 5.468e-03 Score 97.916 Data time: 0.2613, Forward time: 2.3344, Backward time: 3.2254, DDP time: 0.0038, Total iter time: 5.0542 [2020-11-08 19:48:56,000][root][INFO] - ===> Epoch[959](4802/5): Loss -0.8025, Sem 0.0649, dir -0.9816, norm 0.1142, swav 0.0000 LR: 5.443e-03 Score 97.685 Data time: 0.2895, Forward time: 2.3349, Backward time: 3.2251, DDP time: 0.0038, Total iter time: 6.2366 [2020-11-08 19:49:02,617][root][INFO] - ===> Epoch[959](4803/5): Loss -0.8114, Sem 0.0629, dir -0.9793, norm 0.1051, swav 0.0000 LR: 5.419e-03 Score 97.724 Data time: 0.2041, Forward time: 2.3349, Backward time: 3.2256, DDP time: 0.0038, Total iter time: 6.5077 [2020-11-08 19:49:07,896][root][INFO] - ===> Epoch[959](4804/5): Loss -0.8118, Sem 0.0545, dir -0.9764, norm 0.1100, swav 0.0000 LR: 5.394e-03 Score 98.015 Data time: 0.1975, Forward time: 2.3347, Backward time: 3.2253, DDP time: 0.0038, Total iter time: 5.1749 [2020-11-08 19:49:12,988][root][INFO] - ===> Epoch[959](4805/5): Loss -0.8204, Sem 0.0569, dir -0.9811, norm 0.1038, swav 0.0000 LR: 5.369e-03 Score 97.930 Data time: 0.1841, Forward time: 2.3345, Backward time: 3.2249, DDP time: 0.0038, Total iter time: 5.0129 [2020-11-08 19:49:18,594][root][INFO] - ===> Epoch[960](4806/5): Loss -0.7819, Sem 0.0661, dir -0.9771, norm 0.1291, swav 0.0000 LR: 5.344e-03 Score 97.599 Data time: 0.1842, Forward time: 2.3343, Backward time: 3.2249, DDP time: 0.0038, Total iter time: 5.5232 [2020-11-08 19:49:24,613][root][INFO] - ===> Epoch[960](4807/5): Loss -0.8174, Sem 0.0535, dir -0.9803, norm 0.1095, swav 0.0000 LR: 5.319e-03 Score 98.076 Data time: 0.1932, Forward time: 2.3342, Backward time: 3.2250, DDP time: 0.0038, Total iter time: 5.9352 [2020-11-08 19:49:29,433][root][INFO] - ===> Epoch[960](4808/5): Loss -0.8258, Sem 0.0599, dir -0.9839, norm 0.0982, swav 0.0000 LR: 5.294e-03 Score 97.830 Data time: 0.1490, Forward time: 2.3338, Backward time: 3.2246, DDP time: 0.0038, Total iter time: 4.6995 [2020-11-08 19:49:35,935][root][INFO] - ===> Epoch[960](4809/5): Loss -0.8222, Sem 0.0573, dir -0.9819, norm 0.1023, swav 0.0000 LR: 5.269e-03 Score 97.924 Data time: 0.1730, Forward time: 2.3332, Backward time: 3.2256, DDP time: 0.0038, Total iter time: 6.4245 [2020-11-08 19:49:42,396][root][INFO] - ===> Epoch[960](4810/5): Loss -0.8144, Sem 0.0593, dir -0.9807, norm 0.1070, swav 0.0000 LR: 5.244e-03 Score 97.836 Data time: 0.3132, Forward time: 2.3339, Backward time: 3.2253, DDP time: 0.0038, Total iter time: 6.3501 [2020-11-08 19:49:47,646][root][INFO] - ===> Epoch[961](4811/5): Loss -0.8115, Sem 0.0567, dir -0.9779, norm 0.1097, swav 0.0000 LR: 5.219e-03 Score 97.971 Data time: 0.2435, Forward time: 2.3342, Backward time: 3.2244, DDP time: 0.0038, Total iter time: 5.1206 [2020-11-08 19:49:53,068][root][INFO] - ===> Epoch[961](4812/5): Loss -0.8221, Sem 0.0575, dir -0.9824, norm 0.1029, swav 0.0000 LR: 5.194e-03 Score 97.918 Data time: 0.2325, Forward time: 2.3343, Backward time: 3.2239, DDP time: 0.0038, Total iter time: 5.2930 [2020-11-08 19:49:59,850][root][INFO] - ===> Epoch[961](4813/5): Loss -0.8170, Sem 0.0611, dir -0.9793, norm 0.1013, swav 0.0000 LR: 5.169e-03 Score 97.757 Data time: 0.2337, Forward time: 2.3346, Backward time: 3.2242, DDP time: 0.0038, Total iter time: 6.6818 [2020-11-08 19:50:04,841][root][INFO] - ===> Epoch[961](4814/5): Loss -0.8251, Sem 0.0566, dir -0.9835, norm 0.1019, swav 0.0000 LR: 5.144e-03 Score 97.960 Data time: 0.2214, Forward time: 2.3346, Backward time: 3.2235, DDP time: 0.0038, Total iter time: 4.8645 [2020-11-08 19:50:11,683][root][INFO] - ===> Epoch[961](4815/5): Loss -0.8011, Sem 0.0634, dir -0.9799, norm 0.1154, swav 0.0000 LR: 5.119e-03 Score 97.744 Data time: 0.2282, Forward time: 2.3347, Backward time: 3.2240, DDP time: 0.0038, Total iter time: 6.7445 [2020-11-08 19:50:19,473][root][INFO] - ===> Epoch[962](4816/5): Loss -0.8017, Sem 0.0620, dir -0.9786, norm 0.1150, swav 0.0000 LR: 5.094e-03 Score 97.779 Data time: 0.1898, Forward time: 2.3345, Backward time: 3.2256, DDP time: 0.0038, Total iter time: 7.6633 [2020-11-08 19:50:26,895][root][INFO] - ===> Epoch[962](4817/5): Loss -0.7932, Sem 0.0589, dir -0.9763, norm 0.1242, swav 0.0000 LR: 5.069e-03 Score 97.888 Data time: 0.3398, Forward time: 2.3355, Backward time: 3.2256, DDP time: 0.0038, Total iter time: 7.3113 [2020-11-08 19:50:32,178][root][INFO] - ===> Epoch[962](4818/5): Loss -0.8168, Sem 0.0630, dir -0.9805, norm 0.1006, swav 0.0000 LR: 5.044e-03 Score 97.702 Data time: 0.1488, Forward time: 2.3350, Backward time: 3.2257, DDP time: 0.0038, Total iter time: 5.1441 [2020-11-08 19:50:38,409][root][INFO] - ===> Epoch[962](4819/5): Loss -0.8229, Sem 0.0542, dir -0.9812, norm 0.1041, swav 0.0000 LR: 5.019e-03 Score 98.050 Data time: 0.3430, Forward time: 2.3355, Backward time: 3.2254, DDP time: 0.0038, Total iter time: 6.1300 [2020-11-08 19:50:44,454][root][INFO] - ===> Epoch[962](4820/5): Loss -0.8054, Sem 0.0587, dir -0.9808, norm 0.1167, swav 0.0000 LR: 4.994e-03 Score 97.918 Data time: 0.2021, Forward time: 2.3355, Backward time: 3.2254, DDP time: 0.0038, Total iter time: 5.9315 [2020-11-08 19:50:50,306][root][INFO] - ===> Epoch[963](4821/5): Loss -0.8306, Sem 0.0565, dir -0.9821, norm 0.0950, swav 0.0000 LR: 4.969e-03 Score 97.915 Data time: 0.1743, Forward time: 2.3351, Backward time: 3.2258, DDP time: 0.0038, Total iter time: 5.7475 [2020-11-08 19:50:55,709][root][INFO] - ===> Epoch[963](4822/5): Loss -0.8198, Sem 0.0605, dir -0.9827, norm 0.1024, swav 0.0000 LR: 4.943e-03 Score 97.823 Data time: 0.2362, Forward time: 2.3352, Backward time: 3.2252, DDP time: 0.0038, Total iter time: 5.3002 [2020-11-08 19:51:01,594][root][INFO] - ===> Epoch[963](4823/5): Loss -0.8055, Sem 0.0559, dir -0.9781, norm 0.1167, swav 0.0000 LR: 4.918e-03 Score 98.001 Data time: 0.2629, Forward time: 2.3357, Backward time: 3.2246, DDP time: 0.0038, Total iter time: 5.7727 [2020-11-08 19:51:07,062][root][INFO] - ===> Epoch[963](4824/5): Loss -0.8266, Sem 0.0589, dir -0.9829, norm 0.0974, swav 0.0000 LR: 4.893e-03 Score 97.862 Data time: 0.1511, Forward time: 2.3353, Backward time: 3.2247, DDP time: 0.0038, Total iter time: 5.3392 [2020-11-08 19:51:14,429][root][INFO] - ===> Epoch[963](4825/5): Loss -0.8095, Sem 0.0611, dir -0.9797, norm 0.1092, swav 0.0000 LR: 4.868e-03 Score 97.797 Data time: 0.1894, Forward time: 2.3350, Backward time: 3.2260, DDP time: 0.0038, Total iter time: 7.2812 [2020-11-08 19:51:20,272][root][INFO] - ===> Epoch[964](4826/5): Loss -0.8134, Sem 0.0562, dir -0.9764, norm 0.1068, swav 0.0000 LR: 4.843e-03 Score 97.994 Data time: 0.2581, Forward time: 2.3353, Backward time: 3.2256, DDP time: 0.0038, Total iter time: 5.7293 [2020-11-08 19:51:25,096][root][INFO] - ===> Epoch[964](4827/5): Loss -0.8083, Sem 0.0638, dir -0.9811, norm 0.1091, swav 0.0000 LR: 4.818e-03 Score 97.718 Data time: 0.1856, Forward time: 2.3350, Backward time: 3.2250, DDP time: 0.0038, Total iter time: 4.6911 [2020-11-08 19:51:30,228][root][INFO] - ===> Epoch[964](4828/5): Loss -0.8251, Sem 0.0525, dir -0.9806, norm 0.1030, swav 0.0000 LR: 4.792e-03 Score 98.091 Data time: 0.2558, Forward time: 2.3353, Backward time: 3.2242, DDP time: 0.0038, Total iter time: 5.0387 [2020-11-08 19:51:37,198][root][INFO] - ===> Epoch[964](4829/5): Loss -0.8138, Sem 0.0650, dir -0.9826, norm 0.1037, swav 0.0000 LR: 4.767e-03 Score 97.608 Data time: 0.2275, Forward time: 2.3354, Backward time: 3.2248, DDP time: 0.0038, Total iter time: 6.8549 [2020-11-08 19:51:44,419][root][INFO] - ===> Epoch[964](4830/5): Loss -0.7959, Sem 0.0603, dir -0.9778, norm 0.1216, swav 0.0000 LR: 4.742e-03 Score 97.840 Data time: 0.2041, Forward time: 2.3352, Backward time: 3.2259, DDP time: 0.0038, Total iter time: 7.0911 [2020-11-08 19:51:49,084][root][INFO] - ===> Epoch[965](4831/5): Loss -0.8314, Sem 0.0543, dir -0.9820, norm 0.0962, swav 0.0000 LR: 4.717e-03 Score 98.010 Data time: 0.2156, Forward time: 2.3352, Backward time: 3.2249, DDP time: 0.0038, Total iter time: 4.5450 [2020-11-08 19:51:54,024][root][INFO] - ===> Epoch[965](4832/5): Loss -0.8120, Sem 0.0589, dir -0.9813, norm 0.1105, swav 0.0000 LR: 4.691e-03 Score 97.873 Data time: 0.2271, Forward time: 2.3353, Backward time: 3.2241, DDP time: 0.0038, Total iter time: 4.8380 [2020-11-08 19:51:59,019][root][INFO] - ===> Epoch[965](4833/5): Loss -0.7868, Sem 0.0662, dir -0.9795, norm 0.1264, swav 0.0000 LR: 4.666e-03 Score 97.615 Data time: 0.2010, Forward time: 2.3353, Backward time: 3.2234, DDP time: 0.0038, Total iter time: 4.8815 [2020-11-08 19:52:04,549][root][INFO] - ===> Epoch[965](4834/5): Loss -0.7998, Sem 0.0639, dir -0.9778, norm 0.1141, swav 0.0000 LR: 4.641e-03 Score 97.712 Data time: 0.1682, Forward time: 2.3349, Backward time: 3.2235, DDP time: 0.0038, Total iter time: 5.4109 [2020-11-08 19:52:10,647][root][INFO] - ===> Epoch[965](4835/5): Loss -0.8167, Sem 0.0613, dir -0.9814, norm 0.1033, swav 0.0000 LR: 4.615e-03 Score 97.794 Data time: 0.1698, Forward time: 2.3345, Backward time: 3.2240, DDP time: 0.0038, Total iter time: 5.9881 [2020-11-08 19:52:17,009][root][INFO] - ===> Epoch[966](4836/5): Loss -0.8275, Sem 0.0552, dir -0.9828, norm 0.1001, swav 0.0000 LR: 4.590e-03 Score 98.002 Data time: 0.2149, Forward time: 2.3344, Backward time: 3.2243, DDP time: 0.0038, Total iter time: 6.2478 [2020-11-08 19:52:24,868][root][INFO] - ===> Epoch[966](4837/5): Loss -0.8240, Sem 0.0532, dir -0.9820, norm 0.1048, swav 0.0000 LR: 4.565e-03 Score 98.074 Data time: 0.3871, Forward time: 2.3356, Backward time: 3.2245, DDP time: 0.0038, Total iter time: 7.7194 [2020-11-08 19:52:29,861][root][INFO] - ===> Epoch[966](4838/5): Loss -0.8103, Sem 0.0592, dir -0.9770, norm 0.1075, swav 0.0000 LR: 4.539e-03 Score 97.872 Data time: 0.1970, Forward time: 2.3356, Backward time: 3.2238, DDP time: 0.0038, Total iter time: 4.8529 [2020-11-08 19:52:36,257][root][INFO] - ===> Epoch[966](4839/5): Loss -0.8123, Sem 0.0657, dir -0.9819, norm 0.1039, swav 0.0000 LR: 4.514e-03 Score 97.610 Data time: 0.1910, Forward time: 2.3354, Backward time: 3.2243, DDP time: 0.0038, Total iter time: 6.2794 [2020-11-08 19:52:42,021][root][INFO] - ===> Epoch[966](4840/5): Loss -0.8054, Sem 0.0563, dir -0.9787, norm 0.1171, swav 0.0000 LR: 4.489e-03 Score 97.979 Data time: 0.1891, Forward time: 2.3352, Backward time: 3.2244, DDP time: 0.0038, Total iter time: 5.6558 [2020-11-08 19:52:47,929][root][INFO] - ===> Epoch[967](4841/5): Loss -0.8134, Sem 0.0603, dir -0.9829, norm 0.1092, swav 0.0000 LR: 4.463e-03 Score 97.812 Data time: 0.2191, Forward time: 2.3353, Backward time: 3.2242, DDP time: 0.0038, Total iter time: 5.8072 [2020-11-08 19:52:54,604][root][INFO] - ===> Epoch[967](4842/5): Loss -0.8137, Sem 0.0630, dir -0.9805, norm 0.1039, swav 0.0000 LR: 4.438e-03 Score 97.735 Data time: 0.1516, Forward time: 2.3349, Backward time: 3.2252, DDP time: 0.0038, Total iter time: 6.5481 [2020-11-08 19:53:01,318][root][INFO] - ===> Epoch[967](4843/5): Loss -0.8139, Sem 0.0576, dir -0.9795, norm 0.1080, swav 0.0000 LR: 4.412e-03 Score 97.914 Data time: 0.2333, Forward time: 2.3349, Backward time: 3.2257, DDP time: 0.0038, Total iter time: 6.6061 [2020-11-08 19:53:07,105][root][INFO] - ===> Epoch[967](4844/5): Loss -0.8093, Sem 0.0615, dir -0.9807, norm 0.1099, swav 0.0000 LR: 4.387e-03 Score 97.809 Data time: 0.1966, Forward time: 2.3347, Backward time: 3.2257, DDP time: 0.0038, Total iter time: 5.6563 [2020-11-08 19:53:12,523][root][INFO] - ===> Epoch[967](4845/5): Loss -0.8170, Sem 0.0572, dir -0.9794, norm 0.1053, swav 0.0000 LR: 4.361e-03 Score 97.936 Data time: 0.2150, Forward time: 2.3345, Backward time: 3.2255, DDP time: 0.0038, Total iter time: 5.3249 [2020-11-08 19:53:17,968][root][INFO] - ===> Epoch[968](4846/5): Loss -0.8229, Sem 0.0569, dir -0.9814, norm 0.1017, swav 0.0000 LR: 4.336e-03 Score 97.928 Data time: 0.2613, Forward time: 2.3349, Backward time: 3.2248, DDP time: 0.0038, Total iter time: 5.3253 [2020-11-08 19:53:24,227][root][INFO] - ===> Epoch[968](4847/5): Loss -0.8170, Sem 0.0553, dir -0.9808, norm 0.1086, swav 0.0000 LR: 4.310e-03 Score 97.979 Data time: 0.2026, Forward time: 2.3348, Backward time: 3.2250, DDP time: 0.0038, Total iter time: 6.1133 [2020-11-08 19:53:30,400][root][INFO] - ===> Epoch[968](4848/5): Loss -0.8081, Sem 0.0630, dir -0.9801, norm 0.1090, swav 0.0000 LR: 4.285e-03 Score 97.718 Data time: 0.2124, Forward time: 2.3348, Backward time: 3.2252, DDP time: 0.0038, Total iter time: 6.0417 [2020-11-08 19:53:35,992][root][INFO] - ===> Epoch[968](4849/5): Loss -0.8212, Sem 0.0570, dir -0.9814, norm 0.1032, swav 0.0000 LR: 4.259e-03 Score 97.924 Data time: 0.2578, Forward time: 2.3351, Backward time: 3.2246, DDP time: 0.0038, Total iter time: 5.4989 [2020-11-08 19:53:43,027][root][INFO] - ===> Epoch[968](4850/5): Loss -0.7956, Sem 0.0602, dir -0.9785, norm 0.1227, swav 0.0000 LR: 4.234e-03 Score 97.809 Data time: 0.2756, Forward time: 2.3354, Backward time: 3.2250, DDP time: 0.0038, Total iter time: 6.8913 [2020-11-08 19:53:48,724][root][INFO] - ===> Epoch[969](4851/5): Loss -0.8077, Sem 0.0575, dir -0.9773, norm 0.1121, swav 0.0000 LR: 4.208e-03 Score 97.921 Data time: 0.2548, Forward time: 2.3358, Backward time: 3.2244, DDP time: 0.0038, Total iter time: 5.5580 [2020-11-08 19:53:54,490][root][INFO] - ===> Epoch[969](4852/5): Loss -0.8188, Sem 0.0578, dir -0.9806, norm 0.1041, swav 0.0000 LR: 4.182e-03 Score 97.906 Data time: 0.1936, Forward time: 2.3358, Backward time: 3.2243, DDP time: 0.0038, Total iter time: 5.6336 [2020-11-08 19:54:00,605][root][INFO] - ===> Epoch[969](4853/5): Loss -0.8138, Sem 0.0593, dir -0.9805, norm 0.1074, swav 0.0000 LR: 4.157e-03 Score 97.900 Data time: 0.2105, Forward time: 2.3358, Backward time: 3.2244, DDP time: 0.0038, Total iter time: 5.9956 [2020-11-08 19:54:06,649][root][INFO] - ===> Epoch[969](4854/5): Loss -0.8186, Sem 0.0591, dir -0.9799, norm 0.1022, swav 0.0000 LR: 4.131e-03 Score 97.862 Data time: 0.1881, Forward time: 2.3355, Backward time: 3.2247, DDP time: 0.0038, Total iter time: 5.9263 [2020-11-08 19:54:13,297][root][INFO] - ===> Epoch[969](4855/5): Loss -0.8171, Sem 0.0632, dir -0.9834, norm 0.1031, swav 0.0000 LR: 4.106e-03 Score 97.713 Data time: 0.2284, Forward time: 2.3355, Backward time: 3.2252, DDP time: 0.0038, Total iter time: 6.5483 [2020-11-08 19:54:18,805][root][INFO] - ===> Epoch[970](4856/5): Loss -0.8008, Sem 0.0653, dir -0.9762, norm 0.1101, swav 0.0000 LR: 4.080e-03 Score 97.628 Data time: 0.2299, Forward time: 2.3356, Backward time: 3.2248, DDP time: 0.0038, Total iter time: 5.4105 [2020-11-08 19:54:23,782][root][INFO] - ===> Epoch[970](4857/5): Loss -0.8261, Sem 0.0583, dir -0.9830, norm 0.0986, swav 0.0000 LR: 4.054e-03 Score 97.862 Data time: 0.2183, Forward time: 2.3357, Backward time: 3.2240, DDP time: 0.0038, Total iter time: 4.8894 [2020-11-08 19:54:29,423][root][INFO] - ===> Epoch[970](4858/5): Loss -0.8217, Sem 0.0536, dir -0.9796, norm 0.1043, swav 0.0000 LR: 4.029e-03 Score 98.084 Data time: 0.2090, Forward time: 2.3356, Backward time: 3.2238, DDP time: 0.0038, Total iter time: 5.5220 [2020-11-08 19:54:34,760][root][INFO] - ===> Epoch[970](4859/5): Loss -0.8089, Sem 0.0609, dir -0.9794, norm 0.1095, swav 0.0000 LR: 4.003e-03 Score 97.775 Data time: 0.1879, Forward time: 2.3354, Backward time: 3.2236, DDP time: 0.0038, Total iter time: 5.2573 [2020-11-08 19:54:40,520][root][INFO] - ===> Epoch[970](4860/5): Loss -0.8015, Sem 0.0606, dir -0.9812, norm 0.1192, swav 0.0000 LR: 3.977e-03 Score 97.856 Data time: 0.2342, Forward time: 2.3356, Backward time: 3.2233, DDP time: 0.0038, Total iter time: 5.6679 [2020-11-08 19:54:45,765][root][INFO] - ===> Epoch[971](4861/5): Loss -0.8168, Sem 0.0566, dir -0.9825, norm 0.1091, swav 0.0000 LR: 3.951e-03 Score 97.970 Data time: 0.1925, Forward time: 2.3355, Backward time: 3.2229, DDP time: 0.0038, Total iter time: 5.1147 [2020-11-08 19:54:51,887][root][INFO] - ===> Epoch[971](4862/5): Loss -0.8079, Sem 0.0611, dir -0.9801, norm 0.1112, swav 0.0000 LR: 3.926e-03 Score 97.765 Data time: 0.1785, Forward time: 2.3351, Backward time: 3.2234, DDP time: 0.0038, Total iter time: 6.0136 [2020-11-08 19:54:57,711][root][INFO] - ===> Epoch[971](4863/5): Loss -0.8117, Sem 0.0648, dir -0.9808, norm 0.1042, swav 0.0000 LR: 3.900e-03 Score 97.591 Data time: 0.1778, Forward time: 2.3349, Backward time: 3.2235, DDP time: 0.0038, Total iter time: 5.7643 [2020-11-08 19:55:03,175][root][INFO] - ===> Epoch[971](4864/5): Loss -0.8024, Sem 0.0615, dir -0.9799, norm 0.1161, swav 0.0000 LR: 3.874e-03 Score 97.932 Data time: 0.1454, Forward time: 2.3343, Backward time: 3.2238, DDP time: 0.0038, Total iter time: 5.3688 [2020-11-08 19:55:08,487][root][INFO] - ===> Epoch[971](4865/5): Loss -0.8143, Sem 0.0618, dir -0.9790, norm 0.1029, swav 0.0000 LR: 3.848e-03 Score 97.807 Data time: 0.2321, Forward time: 2.3345, Backward time: 3.2232, DDP time: 0.0038, Total iter time: 5.2552 [2020-11-08 19:55:15,201][root][INFO] - ===> Epoch[972](4866/5): Loss -0.8138, Sem 0.0598, dir -0.9802, norm 0.1066, swav 0.0000 LR: 3.822e-03 Score 97.879 Data time: 0.2207, Forward time: 2.3345, Backward time: 3.2237, DDP time: 0.0038, Total iter time: 6.5992 [2020-11-08 19:55:22,124][root][INFO] - ===> Epoch[972](4867/5): Loss -0.8126, Sem 0.0603, dir -0.9787, norm 0.1057, swav 0.0000 LR: 3.796e-03 Score 97.806 Data time: 0.1710, Forward time: 2.3342, Backward time: 3.2247, DDP time: 0.0038, Total iter time: 6.8055 [2020-11-08 19:55:28,419][root][INFO] - ===> Epoch[972](4868/5): Loss -0.8016, Sem 0.0662, dir -0.9811, norm 0.1134, swav 0.0000 LR: 3.770e-03 Score 97.655 Data time: 0.2049, Forward time: 2.3339, Backward time: 3.2252, DDP time: 0.0038, Total iter time: 6.1977 [2020-11-08 19:55:33,756][root][INFO] - ===> Epoch[972](4869/5): Loss -0.8235, Sem 0.0536, dir -0.9799, norm 0.1027, swav 0.0000 LR: 3.745e-03 Score 98.026 Data time: 0.2450, Forward time: 2.3338, Backward time: 3.2248, DDP time: 0.0038, Total iter time: 5.2207 [2020-11-08 19:55:39,562][root][INFO] - ===> Epoch[972](4870/5): Loss -0.8177, Sem 0.0567, dir -0.9829, norm 0.1084, swav 0.0000 LR: 3.719e-03 Score 97.990 Data time: 0.1818, Forward time: 2.3335, Backward time: 3.2250, DDP time: 0.0038, Total iter time: 5.7032 [2020-11-08 19:55:45,196][root][INFO] - ===> Epoch[973](4871/5): Loss -0.8063, Sem 0.0641, dir -0.9813, norm 0.1109, swav 0.0000 LR: 3.693e-03 Score 97.693 Data time: 0.2234, Forward time: 2.3336, Backward time: 3.2247, DDP time: 0.0038, Total iter time: 5.5399 [2020-11-08 19:55:50,372][root][INFO] - ===> Epoch[973](4872/5): Loss -0.8232, Sem 0.0549, dir -0.9819, norm 0.1038, swav 0.0000 LR: 3.667e-03 Score 98.009 Data time: 0.1564, Forward time: 2.3331, Backward time: 3.2246, DDP time: 0.0038, Total iter time: 5.0631 [2020-11-08 19:55:55,924][root][INFO] - ===> Epoch[973](4873/5): Loss -0.8104, Sem 0.0624, dir -0.9786, norm 0.1058, swav 0.0000 LR: 3.641e-03 Score 97.721 Data time: 0.2423, Forward time: 2.3332, Backward time: 3.2242, DDP time: 0.0038, Total iter time: 5.4158 [2020-11-08 19:56:01,511][root][INFO] - ===> Epoch[973](4874/5): Loss -0.8261, Sem 0.0549, dir -0.9802, norm 0.0992, swav 0.0000 LR: 3.615e-03 Score 98.040 Data time: 0.1445, Forward time: 2.3327, Backward time: 3.2244, DDP time: 0.0038, Total iter time: 5.4860 [2020-11-08 19:56:09,145][root][INFO] - ===> Epoch[973](4875/5): Loss -0.8144, Sem 0.0606, dir -0.9791, norm 0.1041, swav 0.0000 LR: 3.589e-03 Score 97.804 Data time: 0.1559, Forward time: 2.3322, Backward time: 3.2261, DDP time: 0.0038, Total iter time: 7.5429 [2020-11-08 19:56:16,929][root][INFO] - ===> Epoch[974](4876/5): Loss -0.8067, Sem 0.0631, dir -0.9802, norm 0.1104, swav 0.0000 LR: 3.563e-03 Score 97.736 Data time: 0.2118, Forward time: 2.3321, Backward time: 3.2275, DDP time: 0.0038, Total iter time: 7.6864 [2020-11-08 19:56:22,117][root][INFO] - ===> Epoch[974](4877/5): Loss -0.8302, Sem 0.0553, dir -0.9808, norm 0.0954, swav 0.0000 LR: 3.536e-03 Score 97.976 Data time: 0.2557, Forward time: 2.3322, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 5.0569 [2020-11-08 19:56:27,791][root][INFO] - ===> Epoch[974](4878/5): Loss -0.8193, Sem 0.0615, dir -0.9827, norm 0.1018, swav 0.0000 LR: 3.510e-03 Score 97.773 Data time: 0.1896, Forward time: 2.3319, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 5.5385 [2020-11-08 19:56:34,101][root][INFO] - ===> Epoch[974](4879/5): Loss -0.8129, Sem 0.0582, dir -0.9794, norm 0.1083, swav 0.0000 LR: 3.484e-03 Score 97.926 Data time: 0.2127, Forward time: 2.3318, Backward time: 3.2272, DDP time: 0.0038, Total iter time: 6.1902 [2020-11-08 19:56:40,426][root][INFO] - ===> Epoch[974](4880/5): Loss -0.8037, Sem 0.0583, dir -0.9803, norm 0.1184, swav 0.0000 LR: 3.458e-03 Score 97.881 Data time: 0.2790, Forward time: 2.3318, Backward time: 3.2274, DDP time: 0.0038, Total iter time: 6.1915 [2020-11-08 19:56:47,291][root][INFO] - ===> Epoch[975](4881/5): Loss -0.8225, Sem 0.0539, dir -0.9797, norm 0.1034, swav 0.0000 LR: 3.432e-03 Score 98.039 Data time: 0.3522, Forward time: 2.3326, Backward time: 3.2272, DDP time: 0.0038, Total iter time: 6.7455 [2020-11-08 19:56:54,447][root][INFO] - ===> Epoch[975](4882/5): Loss -0.8079, Sem 0.0631, dir -0.9826, norm 0.1115, swav 0.0000 LR: 3.406e-03 Score 97.756 Data time: 0.1973, Forward time: 2.3326, Backward time: 3.2280, DDP time: 0.0038, Total iter time: 7.0251 [2020-11-08 19:57:00,697][root][INFO] - ===> Epoch[975](4883/5): Loss -0.8177, Sem 0.0594, dir -0.9807, norm 0.1037, swav 0.0000 LR: 3.380e-03 Score 97.811 Data time: 0.2125, Forward time: 2.3326, Backward time: 3.2283, DDP time: 0.0038, Total iter time: 6.1322 [2020-11-08 19:57:07,207][root][INFO] - ===> Epoch[975](4884/5): Loss -0.8135, Sem 0.0572, dir -0.9797, norm 0.1090, swav 0.0000 LR: 3.353e-03 Score 97.955 Data time: 0.1852, Forward time: 2.3324, Backward time: 3.2289, DDP time: 0.0038, Total iter time: 6.3898 [2020-11-08 19:57:13,095][root][INFO] - ===> Epoch[975](4885/5): Loss -0.8153, Sem 0.0605, dir -0.9804, norm 0.1046, swav 0.0000 LR: 3.327e-03 Score 97.848 Data time: 0.2185, Forward time: 2.3324, Backward time: 3.2288, DDP time: 0.0038, Total iter time: 5.7948 [2020-11-08 19:57:18,927][root][INFO] - ===> Epoch[976](4886/5): Loss -0.8051, Sem 0.0601, dir -0.9780, norm 0.1129, swav 0.0000 LR: 3.301e-03 Score 97.862 Data time: 0.2629, Forward time: 2.3326, Backward time: 3.2284, DDP time: 0.0038, Total iter time: 5.7224 [2020-11-08 19:57:23,876][root][INFO] - ===> Epoch[976](4887/5): Loss -0.8221, Sem 0.0623, dir -0.9827, norm 0.0983, swav 0.0000 LR: 3.275e-03 Score 97.715 Data time: 0.2441, Forward time: 2.3328, Backward time: 3.2276, DDP time: 0.0038, Total iter time: 4.8144 [2020-11-08 19:57:28,794][root][INFO] - ===> Epoch[976](4888/5): Loss -0.8175, Sem 0.0584, dir -0.9806, norm 0.1048, swav 0.0000 LR: 3.248e-03 Score 97.880 Data time: 0.1948, Forward time: 2.3326, Backward time: 3.2270, DDP time: 0.0038, Total iter time: 4.8102 [2020-11-08 19:57:34,098][root][INFO] - ===> Epoch[976](4889/5): Loss -0.7950, Sem 0.0641, dir -0.9782, norm 0.1191, swav 0.0000 LR: 3.222e-03 Score 97.771 Data time: 0.2441, Forward time: 2.3328, Backward time: 3.2264, DDP time: 0.0038, Total iter time: 5.1938 [2020-11-08 19:57:39,442][root][INFO] - ===> Epoch[976](4890/5): Loss -0.8152, Sem 0.0569, dir -0.9800, norm 0.1079, swav 0.0000 LR: 3.195e-03 Score 97.950 Data time: 0.1984, Forward time: 2.3328, Backward time: 3.2260, DDP time: 0.0038, Total iter time: 5.1971 [2020-11-08 19:57:46,892][root][INFO] - ===> Epoch[977](4891/5): Loss -0.8033, Sem 0.0624, dir -0.9758, norm 0.1101, swav 0.0000 LR: 3.169e-03 Score 97.741 Data time: 0.1790, Forward time: 2.3324, Backward time: 3.2273, DDP time: 0.0038, Total iter time: 7.3377 [2020-11-08 19:57:52,005][root][INFO] - ===> Epoch[977](4892/5): Loss -0.8048, Sem 0.0620, dir -0.9796, norm 0.1129, swav 0.0000 LR: 3.143e-03 Score 97.759 Data time: 0.2537, Forward time: 2.3324, Backward time: 3.2268, DDP time: 0.0038, Total iter time: 4.9981 [2020-11-08 19:57:56,760][root][INFO] - ===> Epoch[977](4893/5): Loss -0.8204, Sem 0.0594, dir -0.9806, norm 0.1007, swav 0.0000 LR: 3.116e-03 Score 97.875 Data time: 0.2046, Forward time: 2.3323, Backward time: 3.2260, DDP time: 0.0038, Total iter time: 4.6245 [2020-11-08 19:58:02,624][root][INFO] - ===> Epoch[977](4894/5): Loss -0.8172, Sem 0.0604, dir -0.9822, norm 0.1046, swav 0.0000 LR: 3.090e-03 Score 97.809 Data time: 0.1711, Forward time: 2.3319, Backward time: 3.2263, DDP time: 0.0038, Total iter time: 5.7513 [2020-11-08 19:58:07,472][root][INFO] - ===> Epoch[977](4895/5): Loss -0.8163, Sem 0.0559, dir -0.9819, norm 0.1096, swav 0.0000 LR: 3.063e-03 Score 97.983 Data time: 0.1365, Forward time: 2.3313, Backward time: 3.2261, DDP time: 0.0038, Total iter time: 4.7368 [2020-11-08 19:58:14,017][root][INFO] - ===> Epoch[978](4896/5): Loss -0.8222, Sem 0.0568, dir -0.9805, norm 0.1015, swav 0.0000 LR: 3.037e-03 Score 97.933 Data time: 0.1917, Forward time: 2.3309, Backward time: 3.2270, DDP time: 0.0038, Total iter time: 6.4759 [2020-11-08 19:58:19,706][root][INFO] - ===> Epoch[978](4897/5): Loss -0.7983, Sem 0.0689, dir -0.9798, norm 0.1126, swav 0.0000 LR: 3.010e-03 Score 97.523 Data time: 0.1552, Forward time: 2.3305, Backward time: 3.2272, DDP time: 0.0038, Total iter time: 5.5740 [2020-11-08 19:58:26,186][root][INFO] - ===> Epoch[978](4898/5): Loss -0.8127, Sem 0.0572, dir -0.9803, norm 0.1105, swav 0.0000 LR: 2.984e-03 Score 97.940 Data time: 0.1769, Forward time: 2.3301, Backward time: 3.2279, DDP time: 0.0038, Total iter time: 6.3940 [2020-11-08 19:58:31,237][root][INFO] - ===> Epoch[978](4899/5): Loss -0.8027, Sem 0.0614, dir -0.9787, norm 0.1147, swav 0.0000 LR: 2.957e-03 Score 97.809 Data time: 0.2123, Forward time: 2.3301, Backward time: 3.2273, DDP time: 0.0038, Total iter time: 4.9545 [2020-11-08 19:58:37,010][root][INFO] - ===> Epoch[978](4900/5): Loss -0.8261, Sem 0.0564, dir -0.9826, norm 0.1002, swav 0.0000 LR: 2.930e-03 Score 97.964 Data time: 0.1740, Forward time: 2.3298, Backward time: 3.2275, DDP time: 0.0038, Total iter time: 5.6576 [2020-11-08 19:58:42,607][root][INFO] - ===> Epoch[979](4901/5): Loss -0.8101, Sem 0.0616, dir -0.9806, norm 0.1089, swav 0.0000 LR: 2.904e-03 Score 97.779 Data time: 0.2001, Forward time: 2.3297, Backward time: 3.2273, DDP time: 0.0038, Total iter time: 5.4817 [2020-11-08 19:58:48,003][root][INFO] - ===> Epoch[979](4902/5): Loss -0.8240, Sem 0.0523, dir -0.9821, norm 0.1058, swav 0.0000 LR: 2.877e-03 Score 98.111 Data time: 0.2210, Forward time: 2.3297, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 5.2839 [2020-11-08 19:58:53,252][root][INFO] - ===> Epoch[979](4903/5): Loss -0.8308, Sem 0.0517, dir -0.9829, norm 0.1004, swav 0.0000 LR: 2.850e-03 Score 98.165 Data time: 0.2377, Forward time: 2.3299, Backward time: 3.2262, DDP time: 0.0038, Total iter time: 5.1231 [2020-11-08 19:58:59,677][root][INFO] - ===> Epoch[979](4904/5): Loss -0.8072, Sem 0.0635, dir -0.9795, norm 0.1088, swav 0.0000 LR: 2.824e-03 Score 97.684 Data time: 0.2373, Forward time: 2.3300, Backward time: 3.2264, DDP time: 0.0038, Total iter time: 6.3100 [2020-11-08 19:59:05,792][root][INFO] - ===> Epoch[979](4905/5): Loss -0.7985, Sem 0.0620, dir -0.9751, norm 0.1146, swav 0.0000 LR: 2.797e-03 Score 97.739 Data time: 0.2457, Forward time: 2.3304, Backward time: 3.2262, DDP time: 0.0038, Total iter time: 5.9820 [2020-11-08 19:59:12,234][root][INFO] - ===> Epoch[980](4906/5): Loss -0.8072, Sem 0.0640, dir -0.9829, norm 0.1117, swav 0.0000 LR: 2.770e-03 Score 97.690 Data time: 0.1919, Forward time: 2.3303, Backward time: 3.2266, DDP time: 0.0038, Total iter time: 6.3133 [2020-11-08 19:59:18,146][root][INFO] - ===> Epoch[980](4907/5): Loss -0.8287, Sem 0.0563, dir -0.9813, norm 0.0963, swav 0.0000 LR: 2.743e-03 Score 97.964 Data time: 0.1974, Forward time: 2.3301, Backward time: 3.2267, DDP time: 0.0038, Total iter time: 5.8016 [2020-11-08 19:59:24,078][root][INFO] - ===> Epoch[980](4908/5): Loss -0.8032, Sem 0.0588, dir -0.9776, norm 0.1155, swav 0.0000 LR: 2.716e-03 Score 97.867 Data time: 0.1926, Forward time: 2.3299, Backward time: 3.2270, DDP time: 0.0038, Total iter time: 5.8182 [2020-11-08 19:59:29,614][root][INFO] - ===> Epoch[980](4909/5): Loss -0.8146, Sem 0.0537, dir -0.9766, norm 0.1083, swav 0.0000 LR: 2.689e-03 Score 98.056 Data time: 0.2645, Forward time: 2.3302, Backward time: 3.2264, DDP time: 0.0038, Total iter time: 5.4114 [2020-11-08 19:59:35,415][root][INFO] - ===> Epoch[980](4910/5): Loss -0.8094, Sem 0.0618, dir -0.9805, norm 0.1093, swav 0.0000 LR: 2.663e-03 Score 97.777 Data time: 0.1864, Forward time: 2.3301, Backward time: 3.2264, DDP time: 0.0038, Total iter time: 5.6694 [2020-11-08 19:59:41,705][root][INFO] - ===> Epoch[981](4911/5): Loss -0.8073, Sem 0.0633, dir -0.9771, norm 0.1065, swav 0.0000 LR: 2.636e-03 Score 97.726 Data time: 0.2093, Forward time: 2.3300, Backward time: 3.2266, DDP time: 0.0038, Total iter time: 6.1929 [2020-11-08 19:59:48,337][root][INFO] - ===> Epoch[981](4912/5): Loss -0.8190, Sem 0.0595, dir -0.9819, norm 0.1034, swav 0.0000 LR: 2.609e-03 Score 97.843 Data time: 0.1812, Forward time: 2.3297, Backward time: 3.2274, DDP time: 0.0038, Total iter time: 6.5136 [2020-11-08 19:59:53,721][root][INFO] - ===> Epoch[981](4913/5): Loss -0.8157, Sem 0.0543, dir -0.9798, norm 0.1097, swav 0.0000 LR: 2.582e-03 Score 98.093 Data time: 0.1601, Forward time: 2.3292, Backward time: 3.2275, DDP time: 0.0038, Total iter time: 5.3105 [2020-11-08 19:59:59,194][root][INFO] - ===> Epoch[981](4914/5): Loss -0.8205, Sem 0.0582, dir -0.9823, norm 0.1035, swav 0.0000 LR: 2.555e-03 Score 97.929 Data time: 0.2355, Forward time: 2.3292, Backward time: 3.2272, DDP time: 0.0038, Total iter time: 5.3994 [2020-11-08 20:00:05,224][root][INFO] - ===> Epoch[981](4915/5): Loss -0.8151, Sem 0.0599, dir -0.9810, norm 0.1059, swav 0.0000 LR: 2.528e-03 Score 97.768 Data time: 0.2339, Forward time: 2.3294, Backward time: 3.2271, DDP time: 0.0038, Total iter time: 5.9125 [2020-11-08 20:00:11,168][root][INFO] - ===> Epoch[982](4916/5): Loss -0.7906, Sem 0.0657, dir -0.9762, norm 0.1199, swav 0.0000 LR: 2.500e-03 Score 97.613 Data time: 0.2434, Forward time: 2.3296, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 5.8047 [2020-11-08 20:00:18,034][root][INFO] - ===> Epoch[982](4917/5): Loss -0.8144, Sem 0.0560, dir -0.9797, norm 0.1093, swav 0.0000 LR: 2.473e-03 Score 98.013 Data time: 0.1718, Forward time: 2.3293, Backward time: 3.2278, DDP time: 0.0038, Total iter time: 6.7347 [2020-11-08 20:00:23,441][root][INFO] - ===> Epoch[982](4918/5): Loss -0.8275, Sem 0.0571, dir -0.9827, norm 0.0980, swav 0.0000 LR: 2.446e-03 Score 97.926 Data time: 0.1995, Forward time: 2.3291, Backward time: 3.2276, DDP time: 0.0038, Total iter time: 5.3132 [2020-11-08 20:00:29,348][root][INFO] - ===> Epoch[982](4919/5): Loss -0.8159, Sem 0.0601, dir -0.9808, norm 0.1048, swav 0.0000 LR: 2.419e-03 Score 97.841 Data time: 0.2233, Forward time: 2.3292, Backward time: 3.2274, DDP time: 0.0038, Total iter time: 5.8190 [2020-11-08 20:00:34,673][root][INFO] - ===> Epoch[982](4920/5): Loss -0.8190, Sem 0.0594, dir -0.9819, norm 0.1035, swav 0.0000 LR: 2.392e-03 Score 97.879 Data time: 0.2221, Forward time: 2.3292, Backward time: 3.2271, DDP time: 0.0038, Total iter time: 5.2209 [2020-11-08 20:00:39,712][root][INFO] - ===> Epoch[983](4921/5): Loss -0.8038, Sem 0.0630, dir -0.9780, norm 0.1112, swav 0.0000 LR: 2.364e-03 Score 97.723 Data time: 0.2344, Forward time: 2.3292, Backward time: 3.2264, DDP time: 0.0038, Total iter time: 4.9358 [2020-11-08 20:00:47,053][root][INFO] - ===> Epoch[983](4922/5): Loss -0.8098, Sem 0.0607, dir -0.9810, norm 0.1105, swav 0.0000 LR: 2.337e-03 Score 97.799 Data time: 0.2536, Forward time: 2.3295, Backward time: 3.2271, DDP time: 0.0038, Total iter time: 7.2341 [2020-11-08 20:00:52,149][root][INFO] - ===> Epoch[983](4923/5): Loss -0.8334, Sem 0.0530, dir -0.9824, norm 0.0959, swav 0.0000 LR: 2.310e-03 Score 98.068 Data time: 0.2297, Forward time: 2.3296, Backward time: 3.2264, DDP time: 0.0038, Total iter time: 4.9771 [2020-11-08 20:00:57,443][root][INFO] - ===> Epoch[983](4924/5): Loss -0.8148, Sem 0.0653, dir -0.9803, norm 0.1002, swav 0.0000 LR: 2.282e-03 Score 97.636 Data time: 0.2147, Forward time: 2.3298, Backward time: 3.2258, DDP time: 0.0038, Total iter time: 5.2123 [2020-11-08 20:01:02,539][root][INFO] - ===> Epoch[983](4925/5): Loss -0.8026, Sem 0.0565, dir -0.9798, norm 0.1207, swav 0.0000 LR: 2.255e-03 Score 97.990 Data time: 0.1429, Forward time: 2.3292, Backward time: 3.2258, DDP time: 0.0038, Total iter time: 4.9818 [2020-11-08 20:01:09,293][root][INFO] - ===> Epoch[984](4926/5): Loss -0.8199, Sem 0.0584, dir -0.9808, norm 0.1025, swav 0.0000 LR: 2.228e-03 Score 97.862 Data time: 0.1957, Forward time: 2.3290, Backward time: 3.2266, DDP time: 0.0038, Total iter time: 6.6712 [2020-11-08 20:01:15,407][root][INFO] - ===> Epoch[984](4927/5): Loss -0.8163, Sem 0.0583, dir -0.9805, norm 0.1060, swav 0.0000 LR: 2.200e-03 Score 97.881 Data time: 0.2043, Forward time: 2.3288, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 5.9919 [2020-11-08 20:01:21,062][root][INFO] - ===> Epoch[984](4928/5): Loss -0.8111, Sem 0.0674, dir -0.9827, norm 0.1043, swav 0.0000 LR: 2.173e-03 Score 97.551 Data time: 0.2677, Forward time: 2.3291, Backward time: 3.2263, DDP time: 0.0038, Total iter time: 5.5292 [2020-11-08 20:01:26,573][root][INFO] - ===> Epoch[984](4929/5): Loss -0.8009, Sem 0.0580, dir -0.9780, norm 0.1191, swav 0.0000 LR: 2.145e-03 Score 97.994 Data time: 0.1591, Forward time: 2.3287, Backward time: 3.2264, DDP time: 0.0038, Total iter time: 5.3875 [2020-11-08 20:01:31,970][root][INFO] - ===> Epoch[984](4930/5): Loss -0.7972, Sem 0.0616, dir -0.9765, norm 0.1176, swav 0.0000 LR: 2.117e-03 Score 97.777 Data time: 0.2392, Forward time: 2.3290, Backward time: 3.2258, DDP time: 0.0038, Total iter time: 5.2971 [2020-11-08 20:01:38,410][root][INFO] - ===> Epoch[985](4931/5): Loss -0.8221, Sem 0.0590, dir -0.9813, norm 0.1002, swav 0.0000 LR: 2.090e-03 Score 97.853 Data time: 0.1812, Forward time: 2.3288, Backward time: 3.2262, DDP time: 0.0038, Total iter time: 6.3155 [2020-11-08 20:01:44,787][root][INFO] - ===> Epoch[985](4932/5): Loss -0.8166, Sem 0.0603, dir -0.9789, norm 0.1020, swav 0.0000 LR: 2.062e-03 Score 97.782 Data time: 0.1598, Forward time: 2.3284, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 6.2598 [2020-11-08 20:01:50,025][root][INFO] - ===> Epoch[985](4933/5): Loss -0.8158, Sem 0.0566, dir -0.9822, norm 0.1098, swav 0.0000 LR: 2.034e-03 Score 97.961 Data time: 0.1747, Forward time: 2.3281, Backward time: 3.2267, DDP time: 0.0038, Total iter time: 5.1268 [2020-11-08 20:01:55,082][root][INFO] - ===> Epoch[985](4934/5): Loss -0.8144, Sem 0.0549, dir -0.9766, norm 0.1073, swav 0.0000 LR: 2.007e-03 Score 98.054 Data time: 0.1520, Forward time: 2.3276, Backward time: 3.2267, DDP time: 0.0038, Total iter time: 4.9451 [2020-11-08 20:02:01,645][root][INFO] - ===> Epoch[985](4935/5): Loss -0.8043, Sem 0.0612, dir -0.9809, norm 0.1154, swav 0.0000 LR: 1.979e-03 Score 97.799 Data time: 0.2147, Forward time: 2.3275, Backward time: 3.2272, DDP time: 0.0038, Total iter time: 6.5007 [2020-11-08 20:02:07,569][root][INFO] - ===> Epoch[986](4936/5): Loss -0.8098, Sem 0.0602, dir -0.9791, norm 0.1091, swav 0.0000 LR: 1.951e-03 Score 97.829 Data time: 0.2754, Forward time: 2.3277, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 5.7773 [2020-11-08 20:02:15,268][root][INFO] - ===> Epoch[986](4937/5): Loss -0.8192, Sem 0.0586, dir -0.9823, norm 0.1044, swav 0.0000 LR: 1.923e-03 Score 97.925 Data time: 0.2077, Forward time: 2.3277, Backward time: 3.2281, DDP time: 0.0038, Total iter time: 7.5656 [2020-11-08 20:02:21,288][root][INFO] - ===> Epoch[986](4938/5): Loss -0.8101, Sem 0.0614, dir -0.9810, norm 0.1095, swav 0.0000 LR: 1.895e-03 Score 97.768 Data time: 0.2016, Forward time: 2.3277, Backward time: 3.2281, DDP time: 0.0038, Total iter time: 5.8863 [2020-11-08 20:02:26,380][root][INFO] - ===> Epoch[986](4939/5): Loss -0.8163, Sem 0.0543, dir -0.9800, norm 0.1094, swav 0.0000 LR: 1.867e-03 Score 98.031 Data time: 0.2208, Forward time: 2.3277, Backward time: 3.2275, DDP time: 0.0038, Total iter time: 4.9756 [2020-11-08 20:02:32,369][root][INFO] - ===> Epoch[986](4940/5): Loss -0.8199, Sem 0.0603, dir -0.9804, norm 0.1003, swav 0.0000 LR: 1.839e-03 Score 97.842 Data time: 0.1995, Forward time: 2.3276, Backward time: 3.2277, DDP time: 0.0038, Total iter time: 5.8672 [2020-11-08 20:02:38,032][root][INFO] - ===> Epoch[987](4941/5): Loss -0.8067, Sem 0.0598, dir -0.9795, norm 0.1129, swav 0.0000 LR: 1.811e-03 Score 97.843 Data time: 0.1936, Forward time: 2.3275, Backward time: 3.2276, DDP time: 0.0038, Total iter time: 5.5464 [2020-11-08 20:02:44,927][root][INFO] - ===> Epoch[987](4942/5): Loss -0.8039, Sem 0.0654, dir -0.9795, norm 0.1102, swav 0.0000 LR: 1.783e-03 Score 97.635 Data time: 0.1716, Forward time: 2.3272, Backward time: 3.2285, DDP time: 0.0038, Total iter time: 6.7627 [2020-11-08 20:02:50,946][root][INFO] - ===> Epoch[987](4943/5): Loss -0.8256, Sem 0.0612, dir -0.9832, norm 0.0965, swav 0.0000 LR: 1.755e-03 Score 97.755 Data time: 0.1613, Forward time: 2.3268, Backward time: 3.2289, DDP time: 0.0038, Total iter time: 5.8985 [2020-11-08 20:02:57,052][root][INFO] - ===> Epoch[987](4944/5): Loss -0.8118, Sem 0.0580, dir -0.9797, norm 0.1099, swav 0.0000 LR: 1.727e-03 Score 97.920 Data time: 0.2256, Forward time: 2.3269, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 5.9889 [2020-11-08 20:03:03,031][root][INFO] - ===> Epoch[987](4945/5): Loss -0.8135, Sem 0.0547, dir -0.9805, norm 0.1123, swav 0.0000 LR: 1.698e-03 Score 98.018 Data time: 0.2665, Forward time: 2.3272, Backward time: 3.2286, DDP time: 0.0038, Total iter time: 5.8425 [2020-11-08 20:03:09,400][root][INFO] - ===> Epoch[988](4946/5): Loss -0.8068, Sem 0.0596, dir -0.9798, norm 0.1134, swav 0.0000 LR: 1.670e-03 Score 97.855 Data time: 0.2856, Forward time: 2.3274, Backward time: 3.2286, DDP time: 0.0038, Total iter time: 6.2232 [2020-11-08 20:03:15,076][root][INFO] - ===> Epoch[988](4947/5): Loss -0.8177, Sem 0.0645, dir -0.9818, norm 0.0996, swav 0.0000 LR: 1.642e-03 Score 97.644 Data time: 0.1805, Forward time: 2.3272, Backward time: 3.2286, DDP time: 0.0038, Total iter time: 5.5286 [2020-11-08 20:03:20,338][root][INFO] - ===> Epoch[988](4948/5): Loss -0.8296, Sem 0.0542, dir -0.9827, norm 0.0989, swav 0.0000 LR: 1.613e-03 Score 98.062 Data time: 0.1294, Forward time: 2.3266, Backward time: 3.2288, DDP time: 0.0038, Total iter time: 5.1607 [2020-11-08 20:03:26,300][root][INFO] - ===> Epoch[988](4949/5): Loss -0.8106, Sem 0.0599, dir -0.9780, norm 0.1075, swav 0.0000 LR: 1.585e-03 Score 97.832 Data time: 0.1672, Forward time: 2.3261, Backward time: 3.2292, DDP time: 0.0038, Total iter time: 5.8715 [2020-11-08 20:03:31,801][root][INFO] - ===> Epoch[988](4950/5): Loss -0.8202, Sem 0.0580, dir -0.9811, norm 0.1029, swav 0.0000 LR: 1.556e-03 Score 97.909 Data time: 0.2061, Forward time: 2.3260, Backward time: 3.2291, DDP time: 0.0038, Total iter time: 5.3793 [2020-11-08 20:03:37,759][root][INFO] - ===> Epoch[989](4951/5): Loss -0.8302, Sem 0.0576, dir -0.9831, norm 0.0953, swav 0.0000 LR: 1.527e-03 Score 97.894 Data time: 0.2462, Forward time: 2.3262, Backward time: 3.2289, DDP time: 0.0038, Total iter time: 5.8360 [2020-11-08 20:03:44,018][root][INFO] - ===> Epoch[989](4952/5): Loss -0.8273, Sem 0.0525, dir -0.9830, norm 0.1032, swav 0.0000 LR: 1.499e-03 Score 98.100 Data time: 0.2236, Forward time: 2.3262, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 6.1346 [2020-11-08 20:03:49,232][root][INFO] - ===> Epoch[989](4953/5): Loss -0.8024, Sem 0.0667, dir -0.9801, norm 0.1110, swav 0.0000 LR: 1.470e-03 Score 97.594 Data time: 0.2205, Forward time: 2.3264, Backward time: 3.2284, DDP time: 0.0038, Total iter time: 5.0839 [2020-11-08 20:03:55,490][root][INFO] - ===> Epoch[989](4954/5): Loss -0.7963, Sem 0.0632, dir -0.9774, norm 0.1179, swav 0.0000 LR: 1.441e-03 Score 97.786 Data time: 0.2212, Forward time: 2.3263, Backward time: 3.2287, DDP time: 0.0038, Total iter time: 6.1611 [2020-11-08 20:04:01,395][root][INFO] - ===> Epoch[989](4955/5): Loss -0.8151, Sem 0.0593, dir -0.9788, norm 0.1043, swav 0.0000 LR: 1.412e-03 Score 97.825 Data time: 0.2632, Forward time: 2.3266, Backward time: 3.2283, DDP time: 0.0038, Total iter time: 5.7847 [2020-11-08 20:04:06,783][root][INFO] - ===> Epoch[990](4956/5): Loss -0.8157, Sem 0.0624, dir -0.9825, norm 0.1044, swav 0.0000 LR: 1.383e-03 Score 97.735 Data time: 0.2377, Forward time: 2.3267, Backward time: 3.2278, DDP time: 0.0038, Total iter time: 5.2607 [2020-11-08 20:04:12,868][root][INFO] - ===> Epoch[990](4957/5): Loss -0.8172, Sem 0.0554, dir -0.9823, norm 0.1098, swav 0.0000 LR: 1.354e-03 Score 98.003 Data time: 0.2827, Forward time: 2.3271, Backward time: 3.2274, DDP time: 0.0038, Total iter time: 5.9554 [2020-11-08 20:04:18,148][root][INFO] - ===> Epoch[990](4958/5): Loss -0.8046, Sem 0.0620, dir -0.9785, norm 0.1119, swav 0.0000 LR: 1.325e-03 Score 97.777 Data time: 0.2695, Forward time: 2.3273, Backward time: 3.2268, DDP time: 0.0038, Total iter time: 5.1420 [2020-11-08 20:04:23,846][root][INFO] - ===> Epoch[990](4959/5): Loss -0.8259, Sem 0.0531, dir -0.9795, norm 0.1005, swav 0.0000 LR: 1.296e-03 Score 98.092 Data time: 0.2354, Forward time: 2.3274, Backward time: 3.2265, DDP time: 0.0038, Total iter time: 5.5698 [2020-11-08 20:04:29,732][root][INFO] - ===> Epoch[990](4960/5): Loss -0.8224, Sem 0.0572, dir -0.9808, norm 0.1012, swav 0.0000 LR: 1.267e-03 Score 97.900 Data time: 0.2822, Forward time: 2.3278, Backward time: 3.2260, DDP time: 0.0038, Total iter time: 5.7903 [2020-11-08 20:04:35,250][root][INFO] - ===> Epoch[991](4961/5): Loss -0.8007, Sem 0.0595, dir -0.9799, norm 0.1197, swav 0.0000 LR: 1.238e-03 Score 97.911 Data time: 0.1952, Forward time: 2.3278, Backward time: 3.2257, DDP time: 0.0038, Total iter time: 5.3914 [2020-11-08 20:04:42,346][root][INFO] - ===> Epoch[991](4962/5): Loss -0.8214, Sem 0.0580, dir -0.9809, norm 0.1015, swav 0.0000 LR: 1.208e-03 Score 97.917 Data time: 0.1518, Forward time: 2.3273, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 6.9818 [2020-11-08 20:04:48,002][root][INFO] - ===> Epoch[991](4963/5): Loss -0.8155, Sem 0.0595, dir -0.9773, norm 0.1023, swav 0.0000 LR: 1.179e-03 Score 97.833 Data time: 0.1684, Forward time: 2.3270, Backward time: 3.2271, DDP time: 0.0038, Total iter time: 5.6052 [2020-11-08 20:04:53,340][root][INFO] - ===> Epoch[991](4964/5): Loss -0.8172, Sem 0.0610, dir -0.9819, norm 0.1037, swav 0.0000 LR: 1.150e-03 Score 97.756 Data time: 0.1920, Forward time: 2.3268, Backward time: 3.2269, DDP time: 0.0038, Total iter time: 5.2319 [2020-11-08 20:04:58,894][root][INFO] - ===> Epoch[991](4965/5): Loss -0.8160, Sem 0.0586, dir -0.9819, norm 0.1072, swav 0.0000 LR: 1.120e-03 Score 97.882 Data time: 0.2049, Forward time: 2.3268, Backward time: 3.2266, DDP time: 0.0038, Total iter time: 5.4360 [2020-11-08 20:05:04,678][root][INFO] - ===> Epoch[992](4966/5): Loss -0.8168, Sem 0.0561, dir -0.9827, norm 0.1098, swav 0.0000 LR: 1.090e-03 Score 97.981 Data time: 0.1240, Forward time: 2.3261, Backward time: 3.2273, DDP time: 0.0038, Total iter time: 5.6523 [2020-11-08 20:05:11,145][root][INFO] - ===> Epoch[992](4967/5): Loss -0.8161, Sem 0.0576, dir -0.9811, norm 0.1074, swav 0.0000 LR: 1.060e-03 Score 97.902 Data time: 0.2096, Forward time: 2.3262, Backward time: 3.2275, DDP time: 0.0038, Total iter time: 6.3575 [2020-11-08 20:05:15,843][root][INFO] - ===> Epoch[992](4968/5): Loss -0.8320, Sem 0.0579, dir -0.9837, norm 0.0937, swav 0.0000 LR: 1.031e-03 Score 97.883 Data time: 0.1714, Forward time: 2.3259, Backward time: 3.2270, DDP time: 0.0038, Total iter time: 4.5686 [2020-11-08 20:05:20,897][root][INFO] - ===> Epoch[992](4969/5): Loss -0.8276, Sem 0.0542, dir -0.9791, norm 0.0974, swav 0.0000 LR: 1.001e-03 Score 98.030 Data time: 0.1962, Forward time: 2.3258, Backward time: 3.2266, DDP time: 0.0038, Total iter time: 4.9581 [2020-11-08 20:05:28,695][root][INFO] - ===> Epoch[992](4970/5): Loss -0.8082, Sem 0.0655, dir -0.9800, norm 0.1063, swav 0.0000 LR: 9.705e-04 Score 97.621 Data time: 0.1975, Forward time: 2.3257, Backward time: 3.2279, DDP time: 0.0038, Total iter time: 7.6867 [2020-11-08 20:05:35,615][root][INFO] - ===> Epoch[993](4971/5): Loss -0.8110, Sem 0.0581, dir -0.9780, norm 0.1088, swav 0.0000 LR: 9.404e-04 Score 97.963 Data time: 0.2507, Forward time: 2.3259, Backward time: 3.2283, DDP time: 0.0038, Total iter time: 6.7910 [2020-11-08 20:05:43,439][root][INFO] - ===> Epoch[993](4972/5): Loss -0.8207, Sem 0.0502, dir -0.9793, norm 0.1084, swav 0.0000 LR: 9.101e-04 Score 98.225 Data time: 0.2635, Forward time: 2.3262, Backward time: 3.2291, DDP time: 0.0038, Total iter time: 7.6844 [2020-11-08 20:05:49,475][root][INFO] - ===> Epoch[993](4973/5): Loss -0.8003, Sem 0.0702, dir -0.9799, norm 0.1095, swav 0.0000 LR: 8.797e-04 Score 97.400 Data time: 0.2735, Forward time: 2.3267, Backward time: 3.2287, DDP time: 0.0038, Total iter time: 5.9026 [2020-11-08 20:05:55,448][root][INFO] - ===> Epoch[993](4974/5): Loss -0.8072, Sem 0.0648, dir -0.9815, norm 0.1095, swav 0.0000 LR: 8.492e-04 Score 97.628 Data time: 0.1889, Forward time: 2.3266, Backward time: 3.2288, DDP time: 0.0038, Total iter time: 5.8431 [2020-11-08 20:06:01,771][root][INFO] - ===> Epoch[993](4975/5): Loss -0.8182, Sem 0.0593, dir -0.9809, norm 0.1034, swav 0.0000 LR: 8.185e-04 Score 97.925 Data time: 0.2073, Forward time: 2.3266, Backward time: 3.2291, DDP time: 0.0038, Total iter time: 6.2131 [2020-11-08 20:06:07,225][root][INFO] - ===> Epoch[994](4976/5): Loss -0.8241, Sem 0.0557, dir -0.9831, norm 0.1034, swav 0.0000 LR: 7.878e-04 Score 98.008 Data time: 0.1980, Forward time: 2.3265, Backward time: 3.2288, DDP time: 0.0038, Total iter time: 5.3466 [2020-11-08 20:06:13,171][root][INFO] - ===> Epoch[994](4977/5): Loss -0.8060, Sem 0.0632, dir -0.9817, norm 0.1124, swav 0.0000 LR: 7.569e-04 Score 97.663 Data time: 0.1925, Forward time: 2.3263, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 5.8324 [2020-11-08 20:06:18,586][root][INFO] - ===> Epoch[994](4978/5): Loss -0.8097, Sem 0.0644, dir -0.9799, norm 0.1058, swav 0.0000 LR: 7.258e-04 Score 97.705 Data time: 0.1799, Forward time: 2.3259, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 5.3157 [2020-11-08 20:06:25,629][root][INFO] - ===> Epoch[994](4979/5): Loss -0.8205, Sem 0.0557, dir -0.9804, norm 0.1042, swav 0.0000 LR: 6.947e-04 Score 98.036 Data time: 0.3359, Forward time: 2.3267, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 6.9344 [2020-11-08 20:06:32,516][root][INFO] - ===> Epoch[994](4980/5): Loss -0.8062, Sem 0.0622, dir -0.9759, norm 0.1075, swav 0.0000 LR: 6.633e-04 Score 97.749 Data time: 0.1789, Forward time: 2.3265, Backward time: 3.2297, DDP time: 0.0038, Total iter time: 6.7511 [2020-11-08 20:06:38,786][root][INFO] - ===> Epoch[995](4981/5): Loss -0.8208, Sem 0.0582, dir -0.9830, norm 0.1039, swav 0.0000 LR: 6.318e-04 Score 97.868 Data time: 0.2456, Forward time: 2.3267, Backward time: 3.2298, DDP time: 0.0038, Total iter time: 6.1460 [2020-11-08 20:06:46,356][root][INFO] - ===> Epoch[995](4982/5): Loss -0.7898, Sem 0.0633, dir -0.9766, norm 0.1234, swav 0.0000 LR: 6.001e-04 Score 97.705 Data time: 0.1809, Forward time: 2.3266, Backward time: 3.2309, DDP time: 0.0038, Total iter time: 7.4500 [2020-11-08 20:06:51,213][root][INFO] - ===> Epoch[995](4983/5): Loss -0.8189, Sem 0.0573, dir -0.9810, norm 0.1049, swav 0.0000 LR: 5.683e-04 Score 97.940 Data time: 0.1616, Forward time: 2.3263, Backward time: 3.2305, DDP time: 0.0038, Total iter time: 4.7332 [2020-11-08 20:06:56,539][root][INFO] - ===> Epoch[995](4984/5): Loss -0.8126, Sem 0.0623, dir -0.9806, norm 0.1056, swav 0.0000 LR: 5.362e-04 Score 97.755 Data time: 0.2393, Forward time: 2.3263, Backward time: 3.2301, DDP time: 0.0038, Total iter time: 5.2318 [2020-11-08 20:07:02,972][root][INFO] - ===> Epoch[995](4985/5): Loss -0.8333, Sem 0.0547, dir -0.9822, norm 0.0941, swav 0.0000 LR: 5.039e-04 Score 98.013 Data time: 0.2092, Forward time: 2.3262, Backward time: 3.2305, DDP time: 0.0038, Total iter time: 6.3033 [2020-11-08 20:07:07,761][root][INFO] - ===> Epoch[996](4986/5): Loss -0.8190, Sem 0.0598, dir -0.9795, norm 0.1007, swav 0.0000 LR: 4.714e-04 Score 97.838 Data time: 0.2113, Forward time: 2.3262, Backward time: 3.2297, DDP time: 0.0038, Total iter time: 4.6750 [2020-11-08 20:07:13,302][root][INFO] - ===> Epoch[996](4987/5): Loss -0.8264, Sem 0.0573, dir -0.9830, norm 0.0994, swav 0.0000 LR: 4.386e-04 Score 97.905 Data time: 0.2093, Forward time: 2.3262, Backward time: 3.2294, DDP time: 0.0038, Total iter time: 5.4290 [2020-11-08 20:07:18,503][root][INFO] - ===> Epoch[996](4988/5): Loss -0.8288, Sem 0.0573, dir -0.9829, norm 0.0969, swav 0.0000 LR: 4.056e-04 Score 97.927 Data time: 0.2472, Forward time: 2.3263, Backward time: 3.2289, DDP time: 0.0038, Total iter time: 5.0836 [2020-11-08 20:07:24,605][root][INFO] - ===> Epoch[996](4989/5): Loss -0.8147, Sem 0.0572, dir -0.9795, norm 0.1076, swav 0.0000 LR: 3.723e-04 Score 97.973 Data time: 0.3049, Forward time: 2.3268, Backward time: 3.2284, DDP time: 0.0038, Total iter time: 5.9706 [2020-11-08 20:07:31,336][root][INFO] - ===> Epoch[996](4990/5): Loss -0.8158, Sem 0.0590, dir -0.9814, norm 0.1066, swav 0.0000 LR: 3.386e-04 Score 97.837 Data time: 0.2039, Forward time: 2.3267, Backward time: 3.2290, DDP time: 0.0038, Total iter time: 6.6041 [2020-11-08 20:07:37,917][root][INFO] - ===> Epoch[997](4991/5): Loss -0.8005, Sem 0.0576, dir -0.9786, norm 0.1206, swav 0.0000 LR: 3.045e-04 Score 97.938 Data time: 0.3229, Forward time: 2.3274, Backward time: 3.2287, DDP time: 0.0038, Total iter time: 6.4711 [2020-11-08 20:07:43,012][root][INFO] - ===> Epoch[997](4992/5): Loss -0.8325, Sem 0.0567, dir -0.9827, norm 0.0936, swav 0.0000 LR: 2.700e-04 Score 97.916 Data time: 0.1949, Forward time: 2.3274, Backward time: 3.2281, DDP time: 0.0038, Total iter time: 4.9664 [2020-11-08 20:07:48,915][root][INFO] - ===> Epoch[997](4993/5): Loss -0.8099, Sem 0.0606, dir -0.9802, norm 0.1097, swav 0.0000 LR: 2.351e-04 Score 97.814 Data time: 0.1696, Forward time: 2.3272, Backward time: 3.2284, DDP time: 0.0038, Total iter time: 5.7941 [2020-11-08 20:07:56,125][root][INFO] - ===> Epoch[997](4994/5): Loss -0.8082, Sem 0.0618, dir -0.9784, norm 0.1084, swav 0.0000 LR: 1.995e-04 Score 97.792 Data time: 0.1467, Forward time: 2.3266, Backward time: 3.2297, DDP time: 0.0038, Total iter time: 7.1046 [2020-11-08 20:08:01,351][root][INFO] - ===> Epoch[997](4995/5): Loss -0.8269, Sem 0.0584, dir -0.9818, norm 0.0965, swav 0.0000 LR: 1.632e-04 Score 97.869 Data time: 0.1176, Forward time: 2.3259, Backward time: 3.2300, DDP time: 0.0038, Total iter time: 5.1613 [2020-11-08 20:08:07,330][root][INFO] - ===> Epoch[998](4996/5): Loss -0.8072, Sem 0.0583, dir -0.9762, norm 0.1107, swav 0.0000 LR: 1.260e-04 Score 97.937 Data time: 0.1576, Forward time: 2.3255, Backward time: 3.2305, DDP time: 0.0038, Total iter time: 5.9120 [2020-11-08 20:08:13,119][root][INFO] - ===> Epoch[998](4997/5): Loss -0.8286, Sem 0.0534, dir -0.9831, norm 0.1012, swav 0.0000 LR: 8.745e-05 Score 98.066 Data time: 0.1872, Forward time: 2.3250, Backward time: 3.2309, DDP time: 0.0038, Total iter time: 5.7175 [2020-11-08 20:08:18,068][root][INFO] - ===> Epoch[998](4998/5): Loss -0.8017, Sem 0.0615, dir -0.9786, norm 0.1153, swav 0.0000 LR: 4.687e-05 Score 97.810 Data time: 0.1455, Forward time: 2.3245, Backward time: 3.2307, DDP time: 0.0038, Total iter time: 4.9065 [2020-11-08 20:08:24,152][root][INFO] - ===> Epoch[998](4999/5): Loss -0.8138, Sem 0.0601, dir -0.9801, norm 0.1062, swav 0.0000 LR: 0.000e+00 Score 97.802 Data time: 0.2895, Forward time: 2.3248, Backward time: 3.2306, DDP time: 0.0038, Total iter time: 6.0257 [2020-11-08 20:08:31,445][submitit][INFO] - Job completed successfully [2020-11-08 20:08:31,458][submitit][INFO] - Job completed successfully [2020-11-08 20:08:31,484][submitit][INFO] - Job completed successfully [2020-11-08 20:08:31,531][submitit][INFO] - Job completed successfully [2020-11-08 20:08:31,549][submitit][INFO] - Job completed successfully [2020-11-08 20:08:31,574][submitit][INFO] - Job completed successfully [2020-11-08 20:08:31,587][submitit][INFO] - Job completed successfully [2020-11-08 20:08:31,993][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 20:08:32,194][root][INFO] - ===> Start testing [2020-11-08 20:10:05,343][root][INFO] - 101/312: Data time: 0.0049, Iter time: 0.1495 Loss 0.152 (AVG: 0.911) Score 95.847 (AVG: 86.113) mIOU 61.899 mAP 70.716 mAcc 71.496 IOU: 79.904 96.214 58.369 57.189 91.238 78.920 72.466 55.492 50.096 64.817 30.639 60.620 42.632 45.839 37.701 51.769 94.674 58.350 85.668 25.375 mAP: 79.778 95.807 65.423 58.715 89.786 80.136 72.108 67.828 59.890 70.518 37.859 59.643 65.605 57.075 56.260 80.802 98.470 80.234 84.224 54.152 mAcc: 95.538 98.843 72.316 71.663 96.466 84.906 85.786 66.257 63.631 71.740 37.957 78.613 75.619 50.015 41.366 56.140 96.401 67.263 91.494 27.914 [2020-11-08 20:11:22,332][root][INFO] - 201/312: Data time: 0.0090, Iter time: 0.1295 Loss 0.241 (AVG: 0.949) Score 96.208 (AVG: 85.591) mIOU 62.255 mAP 70.152 mAcc 71.737 IOU: 80.176 96.053 54.889 68.774 88.788 76.173 65.799 54.016 55.837 62.359 30.997 55.541 47.597 52.737 36.135 50.347 94.187 58.890 88.230 27.570 mAP: 79.801 95.646 62.920 69.895 88.505 78.400 70.023 65.459 58.691 68.004 43.443 51.857 64.005 54.559 52.873 84.170 97.720 80.637 80.254 56.181 mAcc: 95.280 98.885 70.713 77.932 94.802 85.862 80.535 65.771 67.041 73.802 37.990 71.148 76.488 57.006 38.300 56.253 96.701 67.179 92.645 30.409 [2020-11-08 20:12:51,446][root][INFO] - 301/312: Data time: 0.0069, Iter time: 0.3680 Loss 0.135 (AVG: 0.887) Score 97.049 (AVG: 86.199) mIOU 64.080 mAP 70.492 mAcc 73.128 IOU: 81.021 96.013 52.906 75.032 88.592 80.151 67.237 53.366 57.256 67.693 30.313 58.445 52.110 55.930 33.910 57.293 93.811 62.752 88.743 29.015 mAP: 78.957 95.430 63.346 73.079 88.457 77.201 70.366 65.635 59.810 65.316 45.804 54.604 63.567 62.577 45.697 84.162 97.240 82.073 81.844 54.676 mAcc: 95.192 98.874 68.842 81.585 94.554 89.098 81.734 65.465 68.678 77.625 36.328 73.754 75.989 63.969 36.212 63.071 95.887 70.447 92.969 32.287 [2020-11-08 20:13:01,904][root][INFO] - 312/312: Data time: 0.0026, Iter time: 0.1939 Loss 0.138 (AVG: 0.883) Score 96.425 (AVG: 86.260) mIOU 64.286 mAP 70.509 mAcc 73.343 IOU: 81.156 95.957 53.381 74.917 88.659 80.851 67.336 53.991 57.071 66.917 30.419 58.584 52.076 55.999 37.192 57.285 92.909 63.326 88.741 28.955 mAP: 79.050 95.314 62.462 72.153 88.586 77.679 70.104 65.376 59.635 64.957 46.767 54.976 64.141 62.857 45.937 84.162 97.139 82.368 81.844 54.680 mAcc: 95.207 98.854 69.164 81.151 94.625 89.586 81.495 65.679 68.677 76.879 36.906 74.103 76.545 63.982 39.600 63.071 94.965 71.031 92.969 32.364 [2020-11-08 20:13:01,905][root][INFO] - Finished test. Elapsed time: 269.7097 [2020-11-08 20:13:08,770][submitit][WARNING] - Caught signal 10 on learnfair1697: this job is timed-out. [2020-11-08 20:13:08,771][submitit][INFO] - Calling checkpoint method. [2020-11-08 20:13:09,069][submitit][INFO] - Requeued job 32568794_30 (1 remaining timeouts) [2020-11-08 20:13:09,069][submitit][INFO] - Exiting gracefully after preemption/timeout. [2020-11-08 20:13:09,070][submitit][WARNING] - Bypassing signal 15 [2020-11-08 20:36:45,486][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:45,490][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:45,500][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:45,504][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:45,510][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:45,511][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:45,514][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:45,516][root][INFO] - ===> Loading exsiting config file [2020-11-08 20:36:45,527][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:45,528][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:45,536][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:45,541][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:45,545][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:45,546][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:45,550][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:45,553][root][INFO] - ===> Loaded exsiting config file [2020-11-08 20:36:55,520][root][INFO] - ===> Configurations [2020-11-08 20:36:55,532][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth 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: 5000 step_size: 20000.0 step_gamma: 0.1 poly_power: 0.9 exp_gamma: 0.95 exp_step_size: 445 data: dataset: ScannetVoxelization2cmDataset train_file: data_efficient_by_scenes/20/0.txt voxel_size: 0.05 data_dir: data sampled_inds: null 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: /checkpoint/jihou/data/scannet/pointcloud/ stanford3d_path: /home/chrischoy/datasets/Stanford3D train: is_train: true stat_freq: 1 save_freq: 500 val_freq: 500 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://learnfair2358:10100 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: 0.1 data_aug_color_jitter_std: 0.05 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 save_features: false save_feat_dir: outputs/feat save_prediction: false save_pred_dir: outputs/pred test_temporal_average: false visualize_path: outputs/visualize 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: /checkpoint/jihou/insseglessscenes_ load_bn: all_bn resume_config: null instance: true swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-08 20:36:55,533][root][INFO] - ===> Initializing dataloader [2020-11-08 20:36:55,537][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 20:36:55,539][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 20:36:55,539][root][INFO] - ===> Building model [2020-11-08 20:36:55,839][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 20:36:55,839][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=20, 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]) ) [2020-11-08 20:36:55,842][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 20:36:56,825][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, block2.0.norm1.bn.bias, block2.0.norm1.bn.running_mean, block2.0.norm1.bn.running_var, block2.0.norm1.bn.num_batches_tracked, block2.0.conv2.kernel, block2.0.norm2.bn.weight, block2.0.norm2.bn.bias, block2.0.norm2.bn.running_mean, block2.0.norm2.bn.running_var, block2.0.norm2.bn.num_batches_tracked, block2.0.downsample.0.kernel, block2.0.downsample.1.bn.weight, block2.0.downsample.1.bn.bias, block2.0.downsample.1.bn.running_mean, block2.0.downsample.1.bn.running_var, block2.0.downsample.1.bn.num_batches_tracked, block2.1.conv1.kernel, block2.1.norm1.bn.weight, block2.1.norm1.bn.bias, 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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 [2020-11-08 20:36:57,027][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 20:36:57,027][root][INFO] - => loading checkpoint 'weights/weights.pth' [2020-11-08 20:36:57,846][root][INFO] - => loaded checkpoint 'weights/weights.pth' (epoch 999) [2020-11-08 20:37:09,407][submitit][ERROR] - Submitted job triggered an exception [2020-11-08 20:37:09,410][submitit][ERROR] - Submitted job triggered an exception [2020-11-08 20:37:09,427][submitit][ERROR] - Submitted job triggered an exception [2020-11-08 20:37:09,431][submitit][ERROR] - Submitted job triggered an exception [2020-11-08 20:37:09,443][submitit][ERROR] - Submitted job triggered an exception [2020-11-08 20:37:09,446][submitit][ERROR] - Submitted job triggered an exception [2020-11-08 20:37:09,449][submitit][ERROR] - Submitted job triggered an exception [2020-11-08 20:37:09,458][submitit][ERROR] - Submitted job triggered an exception