[2020-11-08 04:36:26,658][root][INFO] - ===> Configurations [2020-11-08 04:36:26,673][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/1/1.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://learnfair0796:10100 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 04:36:26,674][root][INFO] - ===> Initializing dataloader [2020-11-08 04:36:26,688][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 04:36:26,692][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 04:36:26,692][root][INFO] - ===> Building model [2020-11-08 04:36:27,002][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 04:36:27,002][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 04:36:27,005][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 04:36:28,692][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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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, 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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 04:36:28,882][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 04:36:28,882][root][INFO] - => no weights.pth [2020-11-08 04:36:37,606][root][INFO] - ===> Epoch[1](1/1): Loss 4.3957, Sem 3.0963, dir -0.0061, norm 1.3055, swav 0.0000 LR: 9.998e-02 Score 4.695 Data time: 2.1744, Forward time: 2.3218, Backward time: 4.0528, DDP time: 0.0041, Total iter time: 8.6661 [2020-11-08 04:36:42,594][root][INFO] - ===> Epoch[2](2/1): Loss 4.4939, Sem 2.9869, dir -0.2065, norm 1.7136, swav 0.0000 LR: 9.996e-02 Score 4.190 Data time: 0.2064, Forward time: 2.2773, Backward time: 3.1872, DDP time: 0.0040, Total iter time: 4.8075 [2020-11-08 04:36:47,709][root][INFO] - ===> Epoch[3](3/1): Loss 3.8605, Sem 2.8568, dir -0.0849, norm 1.0886, swav 0.0000 LR: 9.995e-02 Score 35.877 Data time: 0.2545, Forward time: 2.2790, Backward time: 2.8503, DDP time: 0.0039, Total iter time: 4.7511 [2020-11-08 04:36:53,383][root][INFO] - ===> Epoch[4](4/1): Loss 3.5906, Sem 2.6920, dir -0.1826, norm 1.0812, swav 0.0000 LR: 9.993e-02 Score 49.999 Data time: 0.2813, Forward time: 2.4220, Backward time: 2.6779, DDP time: 0.0041, Total iter time: 5.3088 [2020-11-08 04:36:58,122][root][INFO] - ===> Epoch[5](5/1): Loss 3.3445, Sem 2.4881, dir -0.2217, norm 1.0782, swav 0.0000 LR: 9.991e-02 Score 50.050 Data time: 0.2080, Forward time: 2.3644, Backward time: 2.5527, DDP time: 0.0041, Total iter time: 4.4381 [2020-11-08 04:37:03,110][root][INFO] - ===> Epoch[6](6/1): Loss 2.9143, Sem 2.2139, dir -0.3088, norm 1.0093, swav 0.0000 LR: 9.989e-02 Score 53.324 Data time: 0.2455, Forward time: 2.3960, Backward time: 2.4478, DDP time: 0.0037, Total iter time: 4.7362 [2020-11-08 04:37:08,437][root][INFO] - ===> Epoch[7](7/1): Loss 2.6729, Sem 1.9313, dir -0.2179, norm 0.9595, swav 0.0000 LR: 9.987e-02 Score 56.515 Data time: 0.2169, Forward time: 2.3930, Backward time: 2.4465, DDP time: 0.0037, Total iter time: 5.0775 [2020-11-08 04:37:14,341][root][INFO] - ===> Epoch[8](8/1): Loss 2.8767, Sem 1.8170, dir -0.1862, norm 1.2458, swav 0.0000 LR: 9.986e-02 Score 55.859 Data time: 0.2523, Forward time: 2.3854, Backward time: 2.5191, DDP time: 0.0038, Total iter time: 5.6855 [2020-11-08 04:37:19,826][root][INFO] - ===> Epoch[9](9/1): Loss 2.4180, Sem 1.7165, dir -0.3405, norm 1.0420, swav 0.0000 LR: 9.984e-02 Score 57.806 Data time: 0.1952, Forward time: 2.3417, Backward time: 2.5764, DDP time: 0.0038, Total iter time: 5.3081 [2020-11-08 04:37:24,773][root][INFO] - ===> Epoch[10](10/1): Loss 2.5318, Sem 1.7463, dir -0.2269, norm 1.0123, swav 0.0000 LR: 9.982e-02 Score 57.471 Data time: 0.2144, Forward time: 2.3286, Backward time: 2.5502, DDP time: 0.0037, Total iter time: 4.7769 [2020-11-08 04:37:29,882][root][INFO] - ===> Epoch[11](11/1): Loss 2.4788, Sem 1.6619, dir -0.1615, norm 0.9784, swav 0.0000 LR: 9.980e-02 Score 59.349 Data time: 0.1948, Forward time: 2.3001, Backward time: 2.5615, DDP time: 0.0037, Total iter time: 4.9463 [2020-11-08 04:37:35,077][root][INFO] - ===> Epoch[12](12/1): Loss 2.3144, Sem 1.7376, dir -0.3436, norm 0.9204, swav 0.0000 LR: 9.978e-02 Score 57.109 Data time: 0.2063, Forward time: 2.2835, Backward time: 2.5708, DDP time: 0.0038, Total iter time: 5.0519 [2020-11-08 04:37:40,661][root][INFO] - ===> Epoch[13](13/1): Loss 2.1829, Sem 1.6905, dir -0.4039, norm 0.8962, swav 0.0000 LR: 9.977e-02 Score 56.902 Data time: 0.2590, Forward time: 2.2894, Backward time: 2.5860, DDP time: 0.0038, Total iter time: 5.4476 [2020-11-08 04:37:45,852][root][INFO] - ===> Epoch[14](14/1): Loss 2.0386, Sem 1.6528, dir -0.4711, norm 0.8569, swav 0.0000 LR: 9.975e-02 Score 56.615 Data time: 0.2474, Forward time: 2.3074, Backward time: 2.5600, DDP time: 0.0038, Total iter time: 5.0383 [2020-11-08 04:37:51,080][root][INFO] - ===> Epoch[15](15/1): Loss 1.8229, Sem 1.5078, dir -0.5274, norm 0.8425, swav 0.0000 LR: 9.973e-02 Score 59.315 Data time: 0.2335, Forward time: 2.3278, Backward time: 2.5358, DDP time: 0.0038, Total iter time: 5.0661 [2020-11-08 04:37:56,098][root][INFO] - ===> Epoch[16](16/1): Loss 1.8282, Sem 1.5890, dir -0.5636, norm 0.8028, swav 0.0000 LR: 9.971e-02 Score 57.262 Data time: 0.2114, Forward time: 2.3366, Backward time: 2.5127, DDP time: 0.0038, Total iter time: 4.8721 [2020-11-08 04:38:01,581][root][INFO] - ===> Epoch[17](17/1): Loss 1.7340, Sem 1.4990, dir -0.5581, norm 0.7931, swav 0.0000 LR: 9.969e-02 Score 59.416 Data time: 0.2282, Forward time: 2.3232, Backward time: 2.5370, DDP time: 0.0038, Total iter time: 5.3435 [2020-11-08 04:38:06,687][root][INFO] - ===> Epoch[18](18/1): Loss 1.5912, Sem 1.4563, dir -0.6189, norm 0.7539, swav 0.0000 LR: 9.968e-02 Score 58.175 Data time: 0.2468, Forward time: 2.3312, Backward time: 2.5204, DDP time: 0.0038, Total iter time: 4.9882 [2020-11-08 04:38:11,773][root][INFO] - ===> Epoch[19](19/1): Loss 1.6776, Sem 1.4994, dir -0.6186, norm 0.7968, swav 0.0000 LR: 9.966e-02 Score 57.300 Data time: 0.2276, Forward time: 2.3408, Backward time: 2.5015, DDP time: 0.0038, Total iter time: 4.9396 [2020-11-08 04:38:16,790][root][INFO] - ===> Epoch[20](20/1): Loss 1.5953, Sem 1.4803, dir -0.6463, norm 0.7614, swav 0.0000 LR: 9.964e-02 Score 57.819 Data time: 0.2577, Forward time: 2.3551, Backward time: 2.4747, DDP time: 0.0037, Total iter time: 4.8628 [2020-11-08 04:38:22,322][root][INFO] - ===> Epoch[21](21/1): Loss 1.5390, Sem 1.4103, dir -0.6482, norm 0.7769, swav 0.0000 LR: 9.962e-02 Score 59.039 Data time: 0.2107, Forward time: 2.3515, Backward time: 2.4921, DDP time: 0.0037, Total iter time: 5.3982 [2020-11-08 04:38:27,244][root][INFO] - ===> Epoch[22](22/1): Loss 1.4627, Sem 1.4083, dir -0.6789, norm 0.7334, swav 0.0000 LR: 9.960e-02 Score 58.743 Data time: 0.2325, Forward time: 2.3573, Backward time: 2.4724, DDP time: 0.0036, Total iter time: 4.7816 [2020-11-08 04:38:32,249][root][INFO] - ===> Epoch[23](23/1): Loss 1.4853, Sem 1.4495, dir -0.6852, norm 0.7210, swav 0.0000 LR: 9.959e-02 Score 57.244 Data time: 0.2456, Forward time: 2.3696, Backward time: 2.4511, DDP time: 0.0035, Total iter time: 4.8800 [2020-11-08 04:38:37,571][root][INFO] - ===> Epoch[24](24/1): Loss 1.3886, Sem 1.4201, dir -0.7158, norm 0.6843, swav 0.0000 LR: 9.957e-02 Score 58.212 Data time: 0.1725, Forward time: 2.3508, Backward time: 2.4743, DDP time: 0.0036, Total iter time: 5.1911 [2020-11-08 04:38:42,159][root][INFO] - ===> Epoch[25](25/1): Loss 1.2613, Sem 1.3622, dir -0.7398, norm 0.6388, swav 0.0000 LR: 9.955e-02 Score 58.758 Data time: 0.2207, Forward time: 2.3513, Backward time: 2.4520, DDP time: 0.0035, Total iter time: 4.5144 [2020-11-08 04:38:46,950][root][INFO] - ===> Epoch[26](26/1): Loss 1.2718, Sem 1.3459, dir -0.7310, norm 0.6569, swav 0.0000 LR: 9.953e-02 Score 59.689 Data time: 0.2428, Forward time: 2.3589, Backward time: 2.4301, DDP time: 0.0034, Total iter time: 4.6857 [2020-11-08 04:38:52,452][root][INFO] - ===> Epoch[27](27/1): Loss 1.3093, Sem 1.3554, dir -0.7452, norm 0.6990, swav 0.0000 LR: 9.951e-02 Score 59.642 Data time: 0.2221, Forward time: 2.3581, Backward time: 2.4421, DDP time: 0.0035, Total iter time: 5.3771 [2020-11-08 04:38:57,564][root][INFO] - ===> Epoch[28](28/1): Loss 1.2345, Sem 1.3427, dir -0.7713, norm 0.6630, swav 0.0000 LR: 9.950e-02 Score 60.485 Data time: 0.2315, Forward time: 2.3673, Backward time: 2.4309, DDP time: 0.0035, Total iter time: 4.9934 [2020-11-08 04:39:02,120][root][INFO] - ===> Epoch[29](29/1): Loss 1.1763, Sem 1.2612, dir -0.7744, norm 0.6895, swav 0.0000 LR: 9.948e-02 Score 62.115 Data time: 0.2076, Forward time: 2.3630, Backward time: 2.4144, DDP time: 0.0035, Total iter time: 4.4294 [2020-11-08 04:39:07,538][root][INFO] - ===> Epoch[30](30/1): Loss 1.1898, Sem 1.3016, dir -0.7800, norm 0.6681, swav 0.0000 LR: 9.946e-02 Score 61.507 Data time: 0.2460, Forward time: 2.3709, Backward time: 2.4146, DDP time: 0.0035, Total iter time: 5.3040 [2020-11-08 04:39:12,596][root][INFO] - ===> Epoch[31](31/1): Loss 1.0910, Sem 1.2498, dir -0.7965, norm 0.6377, swav 0.0000 LR: 9.944e-02 Score 62.866 Data time: 0.2542, Forward time: 2.3653, Backward time: 2.4148, DDP time: 0.0035, Total iter time: 4.9283 [2020-11-08 04:39:17,787][root][INFO] - ===> Epoch[32](32/1): Loss 1.1056, Sem 1.2920, dir -0.7969, norm 0.6105, swav 0.0000 LR: 9.942e-02 Score 61.521 Data time: 0.2407, Forward time: 2.3696, Backward time: 2.4120, DDP time: 0.0035, Total iter time: 5.0976 [2020-11-08 04:39:22,544][root][INFO] - ===> Epoch[33](33/1): Loss 1.0434, Sem 1.2558, dir -0.8094, norm 0.5971, swav 0.0000 LR: 9.941e-02 Score 63.361 Data time: 0.2173, Forward time: 2.3656, Backward time: 2.4040, DDP time: 0.0035, Total iter time: 4.6336 [2020-11-08 04:39:27,201][root][INFO] - ===> Epoch[34](34/1): Loss 0.9927, Sem 1.2296, dir -0.8225, norm 0.5856, swav 0.0000 LR: 9.939e-02 Score 63.550 Data time: 0.2207, Forward time: 2.3673, Backward time: 2.3893, DDP time: 0.0035, Total iter time: 4.5559 [2020-11-08 04:39:32,265][root][INFO] - ===> Epoch[35](35/1): Loss 0.9926, Sem 1.2095, dir -0.8217, norm 0.6048, swav 0.0000 LR: 9.937e-02 Score 63.849 Data time: 0.1663, Forward time: 2.3546, Backward time: 2.4001, DDP time: 0.0035, Total iter time: 4.9396 [2020-11-08 04:39:37,587][root][INFO] - ===> Epoch[36](36/1): Loss 0.9325, Sem 1.1793, dir -0.8384, norm 0.5915, swav 0.0000 LR: 9.935e-02 Score 65.057 Data time: 0.2023, Forward time: 2.3491, Backward time: 2.4108, DDP time: 0.0035, Total iter time: 5.2184 [2020-11-08 04:39:42,885][root][INFO] - ===> Epoch[37](37/1): Loss 0.9477, Sem 1.2020, dir -0.8337, norm 0.5793, swav 0.0000 LR: 9.933e-02 Score 64.167 Data time: 0.2204, Forward time: 2.3481, Backward time: 2.4156, DDP time: 0.0035, Total iter time: 5.1702 [2020-11-08 04:39:47,535][root][INFO] - ===> Epoch[38](38/1): Loss 0.9741, Sem 1.2121, dir -0.8287, norm 0.5908, swav 0.0000 LR: 9.932e-02 Score 63.998 Data time: 0.2121, Forward time: 2.3484, Backward time: 2.4025, DDP time: 0.0035, Total iter time: 4.5094 [2020-11-08 04:39:53,513][root][INFO] - ===> Epoch[39](39/1): Loss 0.9110, Sem 1.1799, dir -0.8297, norm 0.5607, swav 0.0000 LR: 9.930e-02 Score 65.209 Data time: 0.2498, Forward time: 2.3423, Backward time: 2.4276, DDP time: 0.0035, Total iter time: 5.8371 [2020-11-08 04:39:58,816][root][INFO] - ===> Epoch[40](40/1): Loss 0.9263, Sem 1.1828, dir -0.8295, norm 0.5730, swav 0.0000 LR: 9.928e-02 Score 64.792 Data time: 0.2611, Forward time: 2.3490, Backward time: 2.4246, DDP time: 0.0035, Total iter time: 5.1977 [2020-11-08 04:40:03,913][root][INFO] - ===> Epoch[41](41/1): Loss 0.8215, Sem 1.1208, dir -0.8439, norm 0.5447, swav 0.0000 LR: 9.926e-02 Score 66.770 Data time: 0.2418, Forward time: 2.3574, Backward time: 2.4147, DDP time: 0.0035, Total iter time: 4.9689 [2020-11-08 04:40:09,220][root][INFO] - ===> Epoch[42](42/1): Loss 0.8708, Sem 1.1547, dir -0.8378, norm 0.5539, swav 0.0000 LR: 9.924e-02 Score 65.878 Data time: 0.2149, Forward time: 2.3586, Backward time: 2.4166, DDP time: 0.0035, Total iter time: 5.1660 [2020-11-08 04:40:14,457][root][INFO] - ===> Epoch[43](43/1): Loss 0.7942, Sem 1.0945, dir -0.8424, norm 0.5421, swav 0.0000 LR: 9.923e-02 Score 67.566 Data time: 0.1544, Forward time: 2.3447, Backward time: 2.4320, DDP time: 0.0035, Total iter time: 5.0978 [2020-11-08 04:40:19,683][root][INFO] - ===> Epoch[44](44/1): Loss 0.8989, Sem 1.1710, dir -0.8294, norm 0.5573, swav 0.0000 LR: 9.921e-02 Score 65.738 Data time: 0.1732, Forward time: 2.3327, Backward time: 2.4465, DDP time: 0.0035, Total iter time: 5.1411 [2020-11-08 04:40:24,196][root][INFO] - ===> Epoch[45](45/1): Loss 0.7869, Sem 1.1179, dir -0.8429, norm 0.5119, swav 0.0000 LR: 9.919e-02 Score 67.308 Data time: 0.2160, Forward time: 2.3297, Backward time: 2.4359, DDP time: 0.0035, Total iter time: 4.4034 [2020-11-08 04:40:28,902][root][INFO] - ===> Epoch[46](46/1): Loss 0.7989, Sem 1.0703, dir -0.8194, norm 0.5481, swav 0.0000 LR: 9.917e-02 Score 68.462 Data time: 0.2149, Forward time: 2.3290, Backward time: 2.4273, DDP time: 0.0035, Total iter time: 4.5795 [2020-11-08 04:40:33,605][root][INFO] - ===> Epoch[47](47/1): Loss 0.9171, Sem 1.1379, dir -0.8090, norm 0.5882, swav 0.0000 LR: 9.915e-02 Score 66.432 Data time: 0.1852, Forward time: 2.3207, Backward time: 2.4267, DDP time: 0.0035, Total iter time: 4.5816 [2020-11-08 04:40:38,404][root][INFO] - ===> Epoch[48](48/1): Loss 0.7477, Sem 1.0905, dir -0.8554, norm 0.5126, swav 0.0000 LR: 9.914e-02 Score 67.269 Data time: 0.2204, Forward time: 2.3193, Backward time: 2.4213, DDP time: 0.0035, Total iter time: 4.6794 [2020-11-08 04:40:42,884][root][INFO] - ===> Epoch[49](49/1): Loss 0.7604, Sem 1.0742, dir -0.8437, norm 0.5300, swav 0.0000 LR: 9.912e-02 Score 67.851 Data time: 0.2121, Forward time: 2.3169, Backward time: 2.4109, DDP time: 0.0035, Total iter time: 4.3493 [2020-11-08 04:40:48,423][root][INFO] - ===> Epoch[50](50/1): Loss 0.7478, Sem 1.0908, dir -0.8613, norm 0.5183, swav 0.0000 LR: 9.910e-02 Score 68.431 Data time: 0.2630, Forward time: 2.3277, Backward time: 2.4084, DDP time: 0.0035, Total iter time: 5.4160 [2020-11-08 04:40:53,655][root][INFO] - ===> Epoch[51](51/1): Loss 0.7016, Sem 1.0635, dir -0.8695, norm 0.5076, swav 0.0000 LR: 9.908e-02 Score 68.540 Data time: 0.2183, Forward time: 2.3287, Backward time: 2.4093, DDP time: 0.0035, Total iter time: 5.0877 [2020-11-08 04:40:59,339][root][INFO] - ===> Epoch[52](52/1): Loss 0.6692, Sem 1.0370, dir -0.8499, norm 0.4821, swav 0.0000 LR: 9.906e-02 Score 69.341 Data time: 0.1868, Forward time: 2.3209, Backward time: 2.4272, DDP time: 0.0035, Total iter time: 5.5470 [2020-11-08 04:41:04,440][root][INFO] - ===> Epoch[53](53/1): Loss 0.6419, Sem 1.0428, dir -0.8595, norm 0.4586, swav 0.0000 LR: 9.905e-02 Score 69.526 Data time: 0.1894, Forward time: 2.3143, Backward time: 2.4335, DDP time: 0.0035, Total iter time: 4.9915 [2020-11-08 04:41:10,073][root][INFO] - ===> Epoch[54](54/1): Loss 0.6861, Sem 1.0442, dir -0.8491, norm 0.4911, swav 0.0000 LR: 9.903e-02 Score 68.999 Data time: 0.2397, Forward time: 2.3158, Backward time: 2.4406, DDP time: 0.0035, Total iter time: 5.5063 [2020-11-08 04:41:15,258][root][INFO] - ===> Epoch[55](55/1): Loss 0.7440, Sem 1.0672, dir -0.8486, norm 0.5254, swav 0.0000 LR: 9.901e-02 Score 68.720 Data time: 0.2455, Forward time: 2.3209, Backward time: 2.4359, DDP time: 0.0035, Total iter time: 5.0524 [2020-11-08 04:41:19,961][root][INFO] - ===> Epoch[56](56/1): Loss 0.5912, Sem 1.0058, dir -0.8839, norm 0.4693, swav 0.0000 LR: 9.899e-02 Score 71.279 Data time: 0.2141, Forward time: 2.3212, Backward time: 2.4279, DDP time: 0.0035, Total iter time: 4.5691 [2020-11-08 04:41:24,872][root][INFO] - ===> Epoch[57](57/1): Loss 0.6259, Sem 1.0217, dir -0.8750, norm 0.4793, swav 0.0000 LR: 9.897e-02 Score 70.566 Data time: 0.2401, Forward time: 2.3254, Backward time: 2.4198, DDP time: 0.0034, Total iter time: 4.7784 [2020-11-08 04:41:29,737][root][INFO] - ===> Epoch[58](58/1): Loss 0.6462, Sem 1.0093, dir -0.8599, norm 0.4968, swav 0.0000 LR: 9.896e-02 Score 71.456 Data time: 0.2015, Forward time: 2.3225, Backward time: 2.4183, DDP time: 0.0035, Total iter time: 4.7313 [2020-11-08 04:41:34,924][root][INFO] - ===> Epoch[59](59/1): Loss 0.5187, Sem 0.9610, dir -0.8869, norm 0.4446, swav 0.0000 LR: 9.894e-02 Score 72.627 Data time: 0.2092, Forward time: 2.3187, Backward time: 2.4227, DDP time: 0.0035, Total iter time: 5.0485 [2020-11-08 04:41:40,241][root][INFO] - ===> Epoch[60](60/1): Loss 0.5244, Sem 0.9772, dir -0.8913, norm 0.4386, swav 0.0000 LR: 9.892e-02 Score 72.369 Data time: 0.1818, Forward time: 2.3133, Backward time: 2.4315, DDP time: 0.0035, Total iter time: 5.2043 [2020-11-08 04:41:45,161][root][INFO] - ===> Epoch[61](61/1): Loss 0.4421, Sem 0.9218, dir -0.8886, norm 0.4089, swav 0.0000 LR: 9.890e-02 Score 73.897 Data time: 0.1939, Forward time: 2.3080, Backward time: 2.4339, DDP time: 0.0035, Total iter time: 4.8134 [2020-11-08 04:41:50,082][root][INFO] - ===> Epoch[62](62/1): Loss 0.4757, Sem 0.9425, dir -0.8865, norm 0.4196, swav 0.0000 LR: 9.888e-02 Score 72.031 Data time: 0.1876, Forward time: 2.3028, Backward time: 2.4362, DDP time: 0.0035, Total iter time: 4.8075 [2020-11-08 04:41:55,089][root][INFO] - ===> Epoch[63](63/1): Loss 0.4554, Sem 0.9239, dir -0.8870, norm 0.4184, swav 0.0000 LR: 9.887e-02 Score 73.462 Data time: 0.1966, Forward time: 2.2999, Backward time: 2.4377, DDP time: 0.0035, Total iter time: 4.9097 [2020-11-08 04:42:00,472][root][INFO] - ===> Epoch[64](64/1): Loss 0.4994, Sem 0.9477, dir -0.8857, norm 0.4374, swav 0.0000 LR: 9.885e-02 Score 72.214 Data time: 0.2321, Forward time: 2.3010, Backward time: 2.4404, DDP time: 0.0035, Total iter time: 5.2580 [2020-11-08 04:42:05,392][root][INFO] - ===> Epoch[65](65/1): Loss 0.4450, Sem 0.9303, dir -0.8969, norm 0.4117, swav 0.0000 LR: 9.883e-02 Score 73.430 Data time: 0.1922, Forward time: 2.2974, Backward time: 2.4407, DDP time: 0.0035, Total iter time: 4.7806 [2020-11-08 04:42:10,337][root][INFO] - ===> Epoch[66](66/1): Loss 0.3919, Sem 0.8832, dir -0.9037, norm 0.4123, swav 0.0000 LR: 9.881e-02 Score 75.212 Data time: 0.2496, Forward time: 2.2982, Backward time: 2.4370, DDP time: 0.0035, Total iter time: 4.8258 [2020-11-08 04:42:15,009][root][INFO] - ===> Epoch[67](67/1): Loss 0.4445, Sem 0.8693, dir -0.8838, norm 0.4590, swav 0.0000 LR: 9.879e-02 Score 75.135 Data time: 0.2370, Forward time: 2.2967, Backward time: 2.4316, DDP time: 0.0035, Total iter time: 4.5354 [2020-11-08 04:42:19,748][root][INFO] - ===> Epoch[68](68/1): Loss 0.3753, Sem 0.8533, dir -0.8942, norm 0.4162, swav 0.0000 LR: 9.878e-02 Score 75.766 Data time: 0.2112, Forward time: 2.2941, Backward time: 2.4288, DDP time: 0.0035, Total iter time: 4.6164 [2020-11-08 04:42:24,752][root][INFO] - ===> Epoch[69](69/1): Loss 0.4269, Sem 0.8696, dir -0.8815, norm 0.4388, swav 0.0000 LR: 9.876e-02 Score 74.250 Data time: 0.2585, Forward time: 2.2978, Backward time: 2.4237, DDP time: 0.0035, Total iter time: 4.8937 [2020-11-08 04:42:30,000][root][INFO] - ===> Epoch[70](70/1): Loss 0.4134, Sem 0.8294, dir -0.8781, norm 0.4621, swav 0.0000 LR: 9.874e-02 Score 76.038 Data time: 0.2533, Forward time: 2.3043, Backward time: 2.4189, DDP time: 0.0034, Total iter time: 5.1099 [2020-11-08 04:42:34,968][root][INFO] - ===> Epoch[71](71/1): Loss 0.3495, Sem 0.8412, dir -0.8962, norm 0.4045, swav 0.0000 LR: 9.872e-02 Score 75.259 Data time: 0.1850, Forward time: 2.3003, Backward time: 2.4210, DDP time: 0.0034, Total iter time: 4.8400 [2020-11-08 04:42:40,410][root][INFO] - ===> Epoch[72](72/1): Loss 0.3379, Sem 0.8393, dir -0.9024, norm 0.4010, swav 0.0000 LR: 9.870e-02 Score 75.684 Data time: 0.2324, Forward time: 2.3018, Backward time: 2.4244, DDP time: 0.0034, Total iter time: 5.3518 [2020-11-08 04:42:45,409][root][INFO] - ===> Epoch[73](73/1): Loss 0.3617, Sem 0.8369, dir -0.8839, norm 0.4088, swav 0.0000 LR: 9.869e-02 Score 75.922 Data time: 0.2198, Forward time: 2.3032, Backward time: 2.4214, DDP time: 0.0034, Total iter time: 4.8676 [2020-11-08 04:42:50,655][root][INFO] - ===> Epoch[74](74/1): Loss 0.3590, Sem 0.8035, dir -0.8883, norm 0.4438, swav 0.0000 LR: 9.867e-02 Score 76.153 Data time: 0.2151, Forward time: 2.3013, Backward time: 2.4252, DDP time: 0.0034, Total iter time: 5.1356 [2020-11-08 04:42:55,680][root][INFO] - ===> Epoch[75](75/1): Loss 0.3443, Sem 0.8400, dir -0.8960, norm 0.4003, swav 0.0000 LR: 9.865e-02 Score 75.172 Data time: 0.2013, Forward time: 2.2995, Backward time: 2.4260, DDP time: 0.0035, Total iter time: 4.8865 [2020-11-08 04:43:00,939][root][INFO] - ===> Epoch[76](76/1): Loss 0.3110, Sem 0.7964, dir -0.8982, norm 0.4129, swav 0.0000 LR: 9.863e-02 Score 75.748 Data time: 0.1969, Forward time: 2.2961, Backward time: 2.4314, DDP time: 0.0035, Total iter time: 5.1462 [2020-11-08 04:43:05,947][root][INFO] - ===> Epoch[77](77/1): Loss 0.2383, Sem 0.7455, dir -0.9050, norm 0.3977, swav 0.0000 LR: 9.861e-02 Score 77.504 Data time: 0.2287, Forward time: 2.2949, Backward time: 2.4312, DDP time: 0.0035, Total iter time: 4.8994 [2020-11-08 04:43:10,976][root][INFO] - ===> Epoch[78](78/1): Loss 0.2746, Sem 0.7673, dir -0.8994, norm 0.4066, swav 0.0000 LR: 9.860e-02 Score 77.314 Data time: 0.2363, Forward time: 2.2977, Backward time: 2.4274, DDP time: 0.0035, Total iter time: 4.8964 [2020-11-08 04:43:15,691][root][INFO] - ===> Epoch[79](79/1): Loss 0.2316, Sem 0.7363, dir -0.9004, norm 0.3957, swav 0.0000 LR: 9.858e-02 Score 78.587 Data time: 0.2325, Forward time: 2.2997, Backward time: 2.4204, DDP time: 0.0034, Total iter time: 4.5830 [2020-11-08 04:43:20,602][root][INFO] - ===> Epoch[80](80/1): Loss 0.2319, Sem 0.7586, dir -0.9098, norm 0.3831, swav 0.0000 LR: 9.856e-02 Score 76.765 Data time: 0.1884, Forward time: 2.2966, Backward time: 2.4211, DDP time: 0.0034, Total iter time: 4.7825 [2020-11-08 04:43:25,519][root][INFO] - ===> Epoch[81](81/1): Loss 0.2566, Sem 0.7483, dir -0.8834, norm 0.3917, swav 0.0000 LR: 9.854e-02 Score 77.093 Data time: 0.2249, Forward time: 2.2984, Backward time: 2.4174, DDP time: 0.0035, Total iter time: 4.8061 [2020-11-08 04:43:30,928][root][INFO] - ===> Epoch[82](82/1): Loss 0.2967, Sem 0.7633, dir -0.8881, norm 0.4215, swav 0.0000 LR: 9.852e-02 Score 75.868 Data time: 0.2057, Forward time: 2.2975, Backward time: 2.4219, DDP time: 0.0035, Total iter time: 5.2909 [2020-11-08 04:43:35,685][root][INFO] - ===> Epoch[83](83/1): Loss 0.2733, Sem 0.7630, dir -0.8949, norm 0.4052, swav 0.0000 LR: 9.851e-02 Score 75.609 Data time: 0.2183, Forward time: 2.2965, Backward time: 2.4190, DDP time: 0.0035, Total iter time: 4.6488 [2020-11-08 04:43:40,582][root][INFO] - ===> Epoch[84](84/1): Loss 0.2445, Sem 0.7358, dir -0.8877, norm 0.3964, swav 0.0000 LR: 9.849e-02 Score 77.537 Data time: 0.2455, Forward time: 2.2995, Backward time: 2.4137, DDP time: 0.0035, Total iter time: 4.7771 [2020-11-08 04:43:45,548][root][INFO] - ===> Epoch[85](85/1): Loss 0.1617, Sem 0.6953, dir -0.9156, norm 0.3820, swav 0.0000 LR: 9.847e-02 Score 79.004 Data time: 0.2332, Forward time: 2.3026, Backward time: 2.4092, DDP time: 0.0035, Total iter time: 4.8401 [2020-11-08 04:43:50,172][root][INFO] - ===> Epoch[86](86/1): Loss 0.1603, Sem 0.7251, dir -0.9230, norm 0.3582, swav 0.0000 LR: 9.845e-02 Score 77.420 Data time: 0.2333, Forward time: 2.3036, Backward time: 2.4027, DDP time: 0.0034, Total iter time: 4.4931 [2020-11-08 04:43:55,215][root][INFO] - ===> Epoch[87](87/1): Loss 0.2084, Sem 0.7206, dir -0.9090, norm 0.3968, swav 0.0000 LR: 9.843e-02 Score 77.365 Data time: 0.2043, Forward time: 2.3019, Backward time: 2.4040, DDP time: 0.0034, Total iter time: 4.9312 [2020-11-08 04:44:00,173][root][INFO] - ===> Epoch[88](88/1): Loss 0.2344, Sem 0.7051, dir -0.8825, norm 0.4118, swav 0.0000 LR: 9.841e-02 Score 78.141 Data time: 0.1986, Forward time: 2.3000, Backward time: 2.4047, DDP time: 0.0034, Total iter time: 4.8459 [2020-11-08 04:44:05,157][root][INFO] - ===> Epoch[89](89/1): Loss 0.1860, Sem 0.6792, dir -0.9006, norm 0.4075, swav 0.0000 LR: 9.840e-02 Score 78.297 Data time: 0.1804, Forward time: 2.2945, Backward time: 2.4093, DDP time: 0.0034, Total iter time: 4.8775 [2020-11-08 04:44:10,189][root][INFO] - ===> Epoch[90](90/1): Loss 0.1982, Sem 0.7099, dir -0.9065, norm 0.3947, swav 0.0000 LR: 9.838e-02 Score 78.234 Data time: 0.2284, Forward time: 2.2962, Backward time: 2.4073, DDP time: 0.0035, Total iter time: 4.9328 [2020-11-08 04:44:15,199][root][INFO] - ===> Epoch[91](91/1): Loss 0.1227, Sem 0.6254, dir -0.9097, norm 0.4071, swav 0.0000 LR: 9.836e-02 Score 81.006 Data time: 0.2282, Forward time: 2.2980, Backward time: 2.4048, DDP time: 0.0035, Total iter time: 4.8884 [2020-11-08 04:44:20,130][root][INFO] - ===> Epoch[92](92/1): Loss 0.1388, Sem 0.6670, dir -0.9118, norm 0.3835, swav 0.0000 LR: 9.834e-02 Score 78.461 Data time: 0.2258, Forward time: 2.2993, Backward time: 2.4017, DDP time: 0.0035, Total iter time: 4.7943 [2020-11-08 04:44:24,741][root][INFO] - ===> Epoch[93](93/1): Loss 0.0841, Sem 0.6378, dir -0.9193, norm 0.3655, swav 0.0000 LR: 9.832e-02 Score 80.132 Data time: 0.2222, Forward time: 2.2991, Backward time: 2.3970, DDP time: 0.0035, Total iter time: 4.4830 [2020-11-08 04:44:30,277][root][INFO] - ===> Epoch[94](94/1): Loss 0.1387, Sem 0.6744, dir -0.9069, norm 0.3713, swav 0.0000 LR: 9.831e-02 Score 77.823 Data time: 0.1978, Forward time: 2.2969, Backward time: 2.4038, DDP time: 0.0035, Total iter time: 5.4098 [2020-11-08 04:44:35,697][root][INFO] - ===> Epoch[95](95/1): Loss 0.1583, Sem 0.6639, dir -0.9071, norm 0.4014, swav 0.0000 LR: 9.829e-02 Score 78.660 Data time: 0.1821, Forward time: 2.2925, Backward time: 2.4118, DDP time: 0.0035, Total iter time: 5.3218 [2020-11-08 04:44:41,144][root][INFO] - ===> Epoch[96](96/1): Loss 0.1420, Sem 0.6750, dir -0.9064, norm 0.3734, swav 0.0000 LR: 9.827e-02 Score 78.189 Data time: 0.2281, Forward time: 2.2888, Backward time: 2.4190, DDP time: 0.0035, Total iter time: 5.3609 [2020-11-08 04:44:45,984][root][INFO] - ===> Epoch[97](97/1): Loss 0.0919, Sem 0.6366, dir -0.9135, norm 0.3687, swav 0.0000 LR: 9.825e-02 Score 79.595 Data time: 0.2501, Forward time: 2.2874, Backward time: 2.4178, DDP time: 0.0035, Total iter time: 4.7353 [2020-11-08 04:44:51,434][root][INFO] - ===> Epoch[98](98/1): Loss 0.0822, Sem 0.6302, dir -0.9204, norm 0.3725, swav 0.0000 LR: 9.823e-02 Score 79.407 Data time: 0.2520, Forward time: 2.2874, Backward time: 2.4210, DDP time: 0.0035, Total iter time: 5.3281 [2020-11-08 04:44:56,033][root][INFO] - ===> Epoch[99](99/1): Loss -0.0032, Sem 0.5863, dir -0.9312, norm 0.3417, swav 0.0000 LR: 9.822e-02 Score 80.896 Data time: 0.2170, Forward time: 2.2874, Backward time: 2.4161, DDP time: 0.0035, Total iter time: 4.4667 [2020-11-08 04:45:01,505][root][INFO] - ===> Epoch[100](100/1): Loss 0.0101, Sem 0.5826, dir -0.9283, norm 0.3559, swav 0.0000 LR: 9.820e-02 Score 82.196 Data time: 0.2690, Forward time: 2.2931, Backward time: 2.4141, DDP time: 0.0035, Total iter time: 5.3537 [2020-11-08 04:45:06,740][root][INFO] - ===> Epoch[101](101/1): Loss 0.0440, Sem 0.6012, dir -0.9209, norm 0.3637, swav 0.0000 LR: 9.818e-02 Score 81.730 Data time: 0.2089, Forward time: 2.2932, Backward time: 2.4149, DDP time: 0.0035, Total iter time: 5.0737 [2020-11-08 04:45:11,032][root][INFO] - ===> Epoch[102](102/1): Loss -0.0387, Sem 0.5569, dir -0.9246, norm 0.3290, swav 0.0000 LR: 9.816e-02 Score 82.334 Data time: 0.2060, Forward time: 2.2924, Backward time: 2.4083, DDP time: 0.0034, Total iter time: 4.1691 [2020-11-08 04:45:16,034][root][INFO] - ===> Epoch[103](103/1): Loss -0.0164, Sem 0.5965, dir -0.9306, norm 0.3178, swav 0.0000 LR: 9.814e-02 Score 81.448 Data time: 0.2487, Forward time: 2.2931, Backward time: 2.4067, DDP time: 0.0034, Total iter time: 4.8970 [2020-11-08 04:45:20,823][root][INFO] - ===> Epoch[104](104/1): Loss -0.0312, Sem 0.5636, dir -0.9285, norm 0.3337, swav 0.0000 LR: 9.813e-02 Score 82.725 Data time: 0.1865, Forward time: 2.2907, Backward time: 2.4064, DDP time: 0.0034, Total iter time: 4.6683 [2020-11-08 04:45:25,951][root][INFO] - ===> Epoch[105](105/1): Loss -0.0314, Sem 0.5577, dir -0.9286, norm 0.3394, swav 0.0000 LR: 9.811e-02 Score 82.551 Data time: 0.1702, Forward time: 2.2851, Backward time: 2.4128, DDP time: 0.0034, Total iter time: 5.0306 [2020-11-08 04:45:31,061][root][INFO] - ===> Epoch[106](106/1): Loss -0.0446, Sem 0.5386, dir -0.9298, norm 0.3467, swav 0.0000 LR: 9.809e-02 Score 82.880 Data time: 0.2459, Forward time: 2.2885, Backward time: 2.4100, DDP time: 0.0034, Total iter time: 5.0142 [2020-11-08 04:45:36,277][root][INFO] - ===> Epoch[107](107/1): Loss -0.0260, Sem 0.5290, dir -0.9139, norm 0.3589, swav 0.0000 LR: 9.807e-02 Score 82.912 Data time: 0.2544, Forward time: 2.2926, Backward time: 2.4070, DDP time: 0.0034, Total iter time: 5.0912 [2020-11-08 04:45:41,556][root][INFO] - ===> Epoch[108](108/1): Loss -0.0224, Sem 0.5191, dir -0.9163, norm 0.3748, swav 0.0000 LR: 9.805e-02 Score 83.346 Data time: 0.1631, Forward time: 2.2880, Backward time: 2.4133, DDP time: 0.0034, Total iter time: 5.1419 [2020-11-08 04:45:46,907][root][INFO] - ===> Epoch[109](109/1): Loss -0.0526, Sem 0.5223, dir -0.9245, norm 0.3496, swav 0.0000 LR: 9.804e-02 Score 83.353 Data time: 0.2009, Forward time: 2.2863, Backward time: 2.4176, DDP time: 0.0034, Total iter time: 5.2484 [2020-11-08 04:45:51,854][root][INFO] - ===> Epoch[110](110/1): Loss -0.1288, Sem 0.4931, dir -0.9371, norm 0.3152, swav 0.0000 LR: 9.802e-02 Score 84.540 Data time: 0.2074, Forward time: 2.2853, Backward time: 2.4172, DDP time: 0.0034, Total iter time: 4.8095 [2020-11-08 04:45:57,351][root][INFO] - ===> Epoch[111](111/1): Loss -0.1108, Sem 0.4969, dir -0.9357, norm 0.3281, swav 0.0000 LR: 9.800e-02 Score 83.710 Data time: 0.2374, Forward time: 2.2863, Backward time: 2.4197, DDP time: 0.0034, Total iter time: 5.3742 [2020-11-08 04:46:02,336][root][INFO] - ===> Epoch[112](112/1): Loss -0.1089, Sem 0.4984, dir -0.9337, norm 0.3265, swav 0.0000 LR: 9.798e-02 Score 84.531 Data time: 0.2077, Forward time: 2.2879, Backward time: 2.4172, DDP time: 0.0034, Total iter time: 4.8472 [2020-11-08 04:46:07,275][root][INFO] - ===> Epoch[113](113/1): Loss -0.1266, Sem 0.4831, dir -0.9334, norm 0.3236, swav 0.0000 LR: 9.796e-02 Score 85.187 Data time: 0.1985, Forward time: 2.2861, Backward time: 2.4177, DDP time: 0.0034, Total iter time: 4.8043 [2020-11-08 04:46:12,612][root][INFO] - ===> Epoch[114](114/1): Loss -0.1397, Sem 0.4632, dir -0.9318, norm 0.3289, swav 0.0000 LR: 9.795e-02 Score 85.609 Data time: 0.1993, Forward time: 2.2839, Backward time: 2.4219, DDP time: 0.0034, Total iter time: 5.2071 [2020-11-08 04:46:17,443][root][INFO] - ===> Epoch[115](115/1): Loss -0.1307, Sem 0.4839, dir -0.9339, norm 0.3194, swav 0.0000 LR: 9.793e-02 Score 84.547 Data time: 0.2348, Forward time: 2.2858, Backward time: 2.4180, DDP time: 0.0034, Total iter time: 4.7260 [2020-11-08 04:46:22,947][root][INFO] - ===> Epoch[116](116/1): Loss -0.1010, Sem 0.4921, dir -0.9296, norm 0.3365, swav 0.0000 LR: 9.791e-02 Score 84.361 Data time: 0.2626, Forward time: 2.2910, Backward time: 2.4163, DDP time: 0.0034, Total iter time: 5.3742 [2020-11-08 04:46:27,906][root][INFO] - ===> Epoch[117](117/1): Loss -0.0664, Sem 0.4693, dir -0.9108, norm 0.3751, swav 0.0000 LR: 9.789e-02 Score 85.721 Data time: 0.2201, Forward time: 2.2921, Backward time: 2.4138, DDP time: 0.0034, Total iter time: 4.8198 [2020-11-08 04:46:33,547][root][INFO] - ===> Epoch[118](118/1): Loss -0.0860, Sem 0.4500, dir -0.9071, norm 0.3711, swav 0.0000 LR: 9.787e-02 Score 85.777 Data time: 0.2502, Forward time: 2.2954, Backward time: 2.4151, DDP time: 0.0034, Total iter time: 5.5237 [2020-11-08 04:46:38,183][root][INFO] - ===> Epoch[119](119/1): Loss -0.1292, Sem 0.4695, dir -0.9254, norm 0.3268, swav 0.0000 LR: 9.786e-02 Score 84.803 Data time: 0.2106, Forward time: 2.2936, Backward time: 2.4128, DDP time: 0.0034, Total iter time: 4.4862 [2020-11-08 04:46:43,519][root][INFO] - ===> Epoch[120](120/1): Loss -0.0940, Sem 0.4533, dir -0.9144, norm 0.3671, swav 0.0000 LR: 9.784e-02 Score 85.527 Data time: 0.2471, Forward time: 2.2956, Backward time: 2.4128, DDP time: 0.0034, Total iter time: 5.2186 [2020-11-08 04:46:47,990][root][INFO] - ===> Epoch[121](121/1): Loss -0.1469, Sem 0.4434, dir -0.9338, norm 0.3435, swav 0.0000 LR: 9.782e-02 Score 86.222 Data time: 0.2056, Forward time: 2.2948, Backward time: 2.4086, DDP time: 0.0034, Total iter time: 4.3317 [2020-11-08 04:46:52,808][root][INFO] - ===> Epoch[122](122/1): Loss -0.1390, Sem 0.4338, dir -0.9282, norm 0.3554, swav 0.0000 LR: 9.780e-02 Score 86.131 Data time: 0.2360, Forward time: 2.2960, Backward time: 2.4054, DDP time: 0.0034, Total iter time: 4.7134 [2020-11-08 04:46:58,388][root][INFO] - ===> Epoch[123](123/1): Loss -0.1286, Sem 0.4447, dir -0.9226, norm 0.3493, swav 0.0000 LR: 9.778e-02 Score 85.657 Data time: 0.2242, Forward time: 2.2967, Backward time: 2.4085, DDP time: 0.0034, Total iter time: 5.4452 [2020-11-08 04:47:03,393][root][INFO] - ===> Epoch[124](124/1): Loss -0.1154, Sem 0.4293, dir -0.9144, norm 0.3697, swav 0.0000 LR: 9.777e-02 Score 86.086 Data time: 0.2124, Forward time: 2.2971, Backward time: 2.4075, DDP time: 0.0034, Total iter time: 4.8786 [2020-11-08 04:47:08,526][root][INFO] - ===> Epoch[125](125/1): Loss -0.1810, Sem 0.4412, dir -0.9397, norm 0.3176, swav 0.0000 LR: 9.775e-02 Score 86.655 Data time: 0.1986, Forward time: 2.2956, Backward time: 2.4094, DDP time: 0.0034, Total iter time: 5.0129 [2020-11-08 04:47:13,441][root][INFO] - ===> Epoch[126](126/1): Loss -0.1955, Sem 0.4056, dir -0.9281, norm 0.3271, swav 0.0000 LR: 9.773e-02 Score 87.606 Data time: 0.1857, Forward time: 2.2930, Backward time: 2.4107, DDP time: 0.0034, Total iter time: 4.7926 [2020-11-08 04:47:18,370][root][INFO] - ===> Epoch[127](127/1): Loss -0.1760, Sem 0.4099, dir -0.9248, norm 0.3388, swav 0.0000 LR: 9.771e-02 Score 86.977 Data time: 0.2257, Forward time: 2.2938, Backward time: 2.4088, DDP time: 0.0034, Total iter time: 4.8184 [2020-11-08 04:47:23,688][root][INFO] - ===> Epoch[128](128/1): Loss -0.2248, Sem 0.3918, dir -0.9360, norm 0.3194, swav 0.0000 LR: 9.769e-02 Score 87.888 Data time: 0.2694, Forward time: 2.2959, Backward time: 2.4082, DDP time: 0.0034, Total iter time: 5.1944 [2020-11-08 04:47:28,255][root][INFO] - ===> Epoch[129](129/1): Loss -0.2125, Sem 0.4011, dir -0.9333, norm 0.3197, swav 0.0000 LR: 9.768e-02 Score 87.349 Data time: 0.1897, Forward time: 2.2941, Backward time: 2.4060, DDP time: 0.0034, Total iter time: 4.4356 [2020-11-08 04:47:33,668][root][INFO] - ===> Epoch[130](130/1): Loss -0.2259, Sem 0.4015, dir -0.9407, norm 0.3133, swav 0.0000 LR: 9.766e-02 Score 86.912 Data time: 0.2136, Forward time: 2.2929, Backward time: 2.4095, DDP time: 0.0034, Total iter time: 5.2765 [2020-11-08 04:47:38,938][root][INFO] - ===> Epoch[131](131/1): Loss -0.2333, Sem 0.3811, dir -0.9349, norm 0.3205, swav 0.0000 LR: 9.764e-02 Score 87.529 Data time: 0.2284, Forward time: 2.2944, Backward time: 2.4094, DDP time: 0.0035, Total iter time: 5.1529 [2020-11-08 04:47:43,544][root][INFO] - ===> Epoch[132](132/1): Loss -0.2680, Sem 0.3660, dir -0.9396, norm 0.3056, swav 0.0000 LR: 9.762e-02 Score 88.245 Data time: 0.1956, Forward time: 2.2933, Backward time: 2.4071, DDP time: 0.0035, Total iter time: 4.4878 [2020-11-08 04:47:48,764][root][INFO] - ===> Epoch[133](133/1): Loss -0.2567, Sem 0.3663, dir -0.9386, norm 0.3156, swav 0.0000 LR: 9.760e-02 Score 88.337 Data time: 0.2450, Forward time: 2.2963, Backward time: 2.4051, DDP time: 0.0035, Total iter time: 5.1008 [2020-11-08 04:47:54,385][root][INFO] - ===> Epoch[134](134/1): Loss -0.2759, Sem 0.3451, dir -0.9396, norm 0.3185, swav 0.0000 LR: 9.759e-02 Score 89.033 Data time: 0.1776, Forward time: 2.2937, Backward time: 2.4116, DDP time: 0.0035, Total iter time: 5.4862 [2020-11-08 04:47:59,746][root][INFO] - ===> Epoch[135](135/1): Loss -0.2699, Sem 0.3636, dir -0.9386, norm 0.3050, swav 0.0000 LR: 9.757e-02 Score 88.279 Data time: 0.2217, Forward time: 2.2934, Backward time: 2.4139, DDP time: 0.0035, Total iter time: 5.2582 [2020-11-08 04:48:04,826][root][INFO] - ===> Epoch[136](136/1): Loss -0.2837, Sem 0.3662, dir -0.9421, norm 0.2922, swav 0.0000 LR: 9.755e-02 Score 88.811 Data time: 0.2552, Forward time: 2.2962, Backward time: 2.4110, DDP time: 0.0034, Total iter time: 4.9500 [2020-11-08 04:48:10,084][root][INFO] - ===> Epoch[137](137/1): Loss -0.2484, Sem 0.3728, dir -0.9365, norm 0.3153, swav 0.0000 LR: 9.753e-02 Score 88.067 Data time: 0.2055, Forward time: 2.2951, Backward time: 2.4132, DDP time: 0.0034, Total iter time: 5.1224 [2020-11-08 04:48:15,258][root][INFO] - ===> Epoch[138](138/1): Loss -0.2745, Sem 0.3629, dir -0.9372, norm 0.2999, swav 0.0000 LR: 9.751e-02 Score 88.735 Data time: 0.2018, Forward time: 2.2931, Backward time: 2.4156, DDP time: 0.0035, Total iter time: 5.0460 [2020-11-08 04:48:21,412][root][INFO] - ===> Epoch[139](139/1): Loss -0.2597, Sem 0.3659, dir -0.9339, norm 0.3082, swav 0.0000 LR: 9.749e-02 Score 88.486 Data time: 0.2043, Forward time: 2.2919, Backward time: 2.4243, DDP time: 0.0035, Total iter time: 6.0519 [2020-11-08 04:48:26,421][root][INFO] - ===> Epoch[140](140/1): Loss -0.2382, Sem 0.3808, dir -0.9350, norm 0.3159, swav 0.0000 LR: 9.748e-02 Score 88.113 Data time: 0.2280, Forward time: 2.2942, Backward time: 2.4215, DDP time: 0.0034, Total iter time: 4.8859 [2020-11-08 04:48:32,404][root][INFO] - ===> Epoch[141](141/1): Loss -0.2898, Sem 0.3303, dir -0.9375, norm 0.3174, swav 0.0000 LR: 9.746e-02 Score 89.653 Data time: 0.2141, Forward time: 2.2943, Backward time: 2.4272, DDP time: 0.0034, Total iter time: 5.8354 [2020-11-08 04:48:37,173][root][INFO] - ===> Epoch[142](142/1): Loss -0.2858, Sem 0.3467, dir -0.9397, norm 0.3072, swav 0.0000 LR: 9.744e-02 Score 88.895 Data time: 0.1925, Forward time: 2.2925, Backward time: 2.4267, DDP time: 0.0035, Total iter time: 4.6445 [2020-11-08 04:48:42,363][root][INFO] - ===> Epoch[143](143/1): Loss -0.2964, Sem 0.3514, dir -0.9453, norm 0.2975, swav 0.0000 LR: 9.742e-02 Score 89.276 Data time: 0.2375, Forward time: 2.2951, Backward time: 2.4249, DDP time: 0.0035, Total iter time: 5.0825 [2020-11-08 04:48:47,343][root][INFO] - ===> Epoch[144](144/1): Loss -0.2738, Sem 0.3716, dir -0.9362, norm 0.2908, swav 0.0000 LR: 9.740e-02 Score 88.151 Data time: 0.1817, Forward time: 2.2918, Backward time: 2.4273, DDP time: 0.0035, Total iter time: 4.8446 [2020-11-08 04:48:52,125][root][INFO] - ===> Epoch[145](145/1): Loss -0.3071, Sem 0.3418, dir -0.9427, norm 0.2938, swav 0.0000 LR: 9.739e-02 Score 89.471 Data time: 0.2327, Forward time: 2.2925, Backward time: 2.4246, DDP time: 0.0035, Total iter time: 4.6996 [2020-11-08 04:48:57,538][root][INFO] - ===> Epoch[146](146/1): Loss -0.3165, Sem 0.3371, dir -0.9379, norm 0.2843, swav 0.0000 LR: 9.737e-02 Score 89.398 Data time: 0.2369, Forward time: 2.2929, Backward time: 2.4261, DDP time: 0.0035, Total iter time: 5.2773 [2020-11-08 04:49:03,061][root][INFO] - ===> Epoch[147](147/1): Loss -0.2855, Sem 0.3110, dir -0.9301, norm 0.3336, swav 0.0000 LR: 9.735e-02 Score 90.297 Data time: 0.2034, Forward time: 2.2916, Backward time: 2.4302, DDP time: 0.0035, Total iter time: 5.4088 [2020-11-08 04:49:08,070][root][INFO] - ===> Epoch[148](148/1): Loss -0.2905, Sem 0.3317, dir -0.9370, norm 0.3147, swav 0.0000 LR: 9.733e-02 Score 89.312 Data time: 0.2107, Forward time: 2.2910, Backward time: 2.4302, DDP time: 0.0035, Total iter time: 4.9126 [2020-11-08 04:49:13,581][root][INFO] - ===> Epoch[149](149/1): Loss -0.3320, Sem 0.3176, dir -0.9431, norm 0.2934, swav 0.0000 LR: 9.731e-02 Score 89.754 Data time: 0.2448, Forward time: 2.2942, Backward time: 2.4299, DDP time: 0.0035, Total iter time: 5.4191 [2020-11-08 04:49:18,820][root][INFO] - ===> Epoch[150](150/1): Loss -0.3612, Sem 0.2812, dir -0.9436, norm 0.3013, swav 0.0000 LR: 9.730e-02 Score 91.352 Data time: 0.2263, Forward time: 2.2952, Backward time: 2.4297, DDP time: 0.0035, Total iter time: 5.1157 [2020-11-08 04:49:24,042][root][INFO] - ===> Epoch[151](151/1): Loss -0.2924, Sem 0.3469, dir -0.9357, norm 0.2963, swav 0.0000 LR: 9.728e-02 Score 89.313 Data time: 0.1821, Forward time: 2.2927, Backward time: 2.4330, DDP time: 0.0035, Total iter time: 5.1125 [2020-11-08 04:49:29,000][root][INFO] - ===> Epoch[152](152/1): Loss -0.2866, Sem 0.3098, dir -0.9299, norm 0.3335, swav 0.0000 LR: 9.726e-02 Score 90.274 Data time: 0.1757, Forward time: 2.2891, Backward time: 2.4359, DDP time: 0.0035, Total iter time: 4.8709 [2020-11-08 04:49:33,831][root][INFO] - ===> Epoch[153](153/1): Loss -0.3335, Sem 0.2991, dir -0.9421, norm 0.3095, swav 0.0000 LR: 9.724e-02 Score 90.663 Data time: 0.2139, Forward time: 2.2887, Backward time: 2.4347, DDP time: 0.0035, Total iter time: 4.7398 [2020-11-08 04:49:38,643][root][INFO] - ===> Epoch[154](154/1): Loss -0.3389, Sem 0.3021, dir -0.9425, norm 0.3016, swav 0.0000 LR: 9.722e-02 Score 90.875 Data time: 0.1963, Forward time: 2.2863, Backward time: 2.4354, DDP time: 0.0035, Total iter time: 4.7002 [2020-11-08 04:49:43,560][root][INFO] - ===> Epoch[155](155/1): Loss -0.3840, Sem 0.2752, dir -0.9519, norm 0.2927, swav 0.0000 LR: 9.721e-02 Score 91.267 Data time: 0.2247, Forward time: 2.2868, Backward time: 2.4337, DDP time: 0.0035, Total iter time: 4.7951 [2020-11-08 04:49:48,778][root][INFO] - ===> Epoch[156](156/1): Loss -0.3263, Sem 0.3077, dir -0.9298, norm 0.2959, swav 0.0000 LR: 9.719e-02 Score 90.392 Data time: 0.2045, Forward time: 2.2859, Backward time: 2.4352, DDP time: 0.0035, Total iter time: 5.0790 [2020-11-08 04:49:53,810][root][INFO] - ===> Epoch[157](157/1): Loss -0.2723, Sem 0.3119, dir -0.9203, norm 0.3360, swav 0.0000 LR: 9.717e-02 Score 90.630 Data time: 0.2372, Forward time: 2.2873, Backward time: 2.4334, DDP time: 0.0035, Total iter time: 4.9139 [2020-11-08 04:49:58,697][root][INFO] - ===> Epoch[158](158/1): Loss -0.3162, Sem 0.2906, dir -0.9309, norm 0.3241, swav 0.0000 LR: 9.715e-02 Score 90.860 Data time: 0.2578, Forward time: 2.2890, Backward time: 2.4302, DDP time: 0.0035, Total iter time: 4.7580 [2020-11-08 04:50:03,611][root][INFO] - ===> Epoch[159](159/1): Loss -0.3611, Sem 0.3050, dir -0.9478, norm 0.2817, swav 0.0000 LR: 9.713e-02 Score 90.337 Data time: 0.2170, Forward time: 2.2895, Backward time: 2.4285, DDP time: 0.0035, Total iter time: 4.7853 [2020-11-08 04:50:08,692][root][INFO] - ===> Epoch[160](160/1): Loss -0.3329, Sem 0.2762, dir -0.9306, norm 0.3214, swav 0.0000 LR: 9.712e-02 Score 91.524 Data time: 0.2058, Forward time: 2.2884, Backward time: 2.4294, DDP time: 0.0035, Total iter time: 4.9487 [2020-11-08 04:50:13,359][root][INFO] - ===> Epoch[161](161/1): Loss -0.3572, Sem 0.2795, dir -0.9423, norm 0.3056, swav 0.0000 LR: 9.710e-02 Score 91.480 Data time: 0.2166, Forward time: 2.2885, Backward time: 2.4268, DDP time: 0.0035, Total iter time: 4.5507 [2020-11-08 04:50:18,320][root][INFO] - ===> Epoch[162](162/1): Loss -0.4159, Sem 0.2694, dir -0.9498, norm 0.2644, swav 0.0000 LR: 9.708e-02 Score 91.854 Data time: 0.1939, Forward time: 2.2877, Backward time: 2.4268, DDP time: 0.0035, Total iter time: 4.8427 [2020-11-08 04:50:23,409][root][INFO] - ===> Epoch[163](163/1): Loss -0.3556, Sem 0.2741, dir -0.9435, norm 0.3139, swav 0.0000 LR: 9.706e-02 Score 91.622 Data time: 0.2310, Forward time: 2.2887, Backward time: 2.4257, DDP time: 0.0035, Total iter time: 4.9611 [2020-11-08 04:50:29,057][root][INFO] - ===> Epoch[164](164/1): Loss -0.3704, Sem 0.2672, dir -0.9374, norm 0.2998, swav 0.0000 LR: 9.704e-02 Score 92.062 Data time: 0.2356, Forward time: 2.2893, Backward time: 2.4283, DDP time: 0.0035, Total iter time: 5.5260 [2020-11-08 04:50:35,038][root][INFO] - ===> Epoch[165](165/1): Loss -0.3493, Sem 0.2816, dir -0.9465, norm 0.3156, swav 0.0000 LR: 9.703e-02 Score 91.463 Data time: 0.2046, Forward time: 2.2882, Backward time: 2.4344, DDP time: 0.0035, Total iter time: 5.8502 [2020-11-08 04:50:40,207][root][INFO] - ===> Epoch[166](166/1): Loss -0.4107, Sem 0.2596, dir -0.9490, norm 0.2787, swav 0.0000 LR: 9.701e-02 Score 92.423 Data time: 0.1986, Forward time: 2.2872, Backward time: 2.4358, DDP time: 0.0035, Total iter time: 5.0511 [2020-11-08 04:50:45,837][root][INFO] - ===> Epoch[167](167/1): Loss -0.3418, Sem 0.2829, dir -0.9423, norm 0.3175, swav 0.0000 LR: 9.699e-02 Score 91.683 Data time: 0.2296, Forward time: 2.2877, Backward time: 2.4383, DDP time: 0.0035, Total iter time: 5.5020 [2020-11-08 04:50:50,536][root][INFO] - ===> Epoch[168](168/1): Loss -0.3959, Sem 0.2704, dir -0.9427, norm 0.2764, swav 0.0000 LR: 9.697e-02 Score 91.955 Data time: 0.2241, Forward time: 2.2876, Backward time: 2.4360, DDP time: 0.0035, Total iter time: 4.5765 [2020-11-08 04:50:55,824][root][INFO] - ===> Epoch[169](169/1): Loss -0.3888, Sem 0.2664, dir -0.9476, norm 0.2924, swav 0.0000 LR: 9.695e-02 Score 92.161 Data time: 0.2579, Forward time: 2.2899, Backward time: 2.4346, DDP time: 0.0035, Total iter time: 5.1592 [2020-11-08 04:51:00,809][root][INFO] - ===> Epoch[170](170/1): Loss -0.3969, Sem 0.2616, dir -0.9466, norm 0.2881, swav 0.0000 LR: 9.694e-02 Score 91.981 Data time: 0.2023, Forward time: 2.2890, Backward time: 2.4346, DDP time: 0.0035, Total iter time: 4.8407 [2020-11-08 04:51:05,783][root][INFO] - ===> Epoch[171](171/1): Loss -0.3585, Sem 0.2651, dir -0.9314, norm 0.3078, swav 0.0000 LR: 9.692e-02 Score 92.425 Data time: 0.2466, Forward time: 2.2908, Backward time: 2.4322, DDP time: 0.0035, Total iter time: 4.8740 [2020-11-08 04:51:10,586][root][INFO] - ===> Epoch[172](172/1): Loss -0.3363, Sem 0.2771, dir -0.9333, norm 0.3200, swav 0.0000 LR: 9.690e-02 Score 91.922 Data time: 0.2138, Forward time: 2.2902, Backward time: 2.4310, DDP time: 0.0035, Total iter time: 4.6707 [2020-11-08 04:51:15,610][root][INFO] - ===> Epoch[173](173/1): Loss -0.3821, Sem 0.2456, dir -0.9374, norm 0.3098, swav 0.0000 LR: 9.688e-02 Score 92.973 Data time: 0.2296, Forward time: 2.2911, Backward time: 2.4296, DDP time: 0.0035, Total iter time: 4.9074 [2020-11-08 04:51:20,550][root][INFO] - ===> Epoch[174](174/1): Loss -0.4244, Sem 0.2321, dir -0.9473, norm 0.2908, swav 0.0000 LR: 9.686e-02 Score 93.409 Data time: 0.1863, Forward time: 2.2888, Backward time: 2.4310, DDP time: 0.0035, Total iter time: 4.8228 [2020-11-08 04:51:25,918][root][INFO] - ===> Epoch[175](175/1): Loss -0.4167, Sem 0.2368, dir -0.9459, norm 0.2925, swav 0.0000 LR: 9.685e-02 Score 93.152 Data time: 0.2523, Forward time: 2.2913, Backward time: 2.4302, DDP time: 0.0035, Total iter time: 5.2702 [2020-11-08 04:51:31,100][root][INFO] - ===> Epoch[176](176/1): Loss -0.3617, Sem 0.2529, dir -0.9290, norm 0.3145, swav 0.0000 LR: 9.683e-02 Score 92.728 Data time: 0.2127, Forward time: 2.2917, Backward time: 2.4302, DDP time: 0.0035, Total iter time: 5.0466 [2020-11-08 04:51:35,919][root][INFO] - ===> Epoch[177](177/1): Loss -0.3789, Sem 0.2369, dir -0.9371, norm 0.3213, swav 0.0000 LR: 9.681e-02 Score 93.272 Data time: 0.2130, Forward time: 2.2904, Backward time: 2.4298, DDP time: 0.0035, Total iter time: 4.6959 [2020-11-08 04:51:41,233][root][INFO] - ===> Epoch[178](178/1): Loss -0.4243, Sem 0.2169, dir -0.9399, norm 0.2986, swav 0.0000 LR: 9.679e-02 Score 93.786 Data time: 0.2504, Forward time: 2.2925, Backward time: 2.4291, DDP time: 0.0035, Total iter time: 5.2274 [2020-11-08 04:51:46,117][root][INFO] - ===> Epoch[179](179/1): Loss -0.4340, Sem 0.2429, dir -0.9493, norm 0.2724, swav 0.0000 LR: 9.677e-02 Score 92.847 Data time: 0.2029, Forward time: 2.2932, Backward time: 2.4274, DDP time: 0.0035, Total iter time: 4.7676 [2020-11-08 04:51:50,876][root][INFO] - ===> Epoch[180](180/1): Loss -0.4419, Sem 0.2213, dir -0.9457, norm 0.2824, swav 0.0000 LR: 9.675e-02 Score 93.573 Data time: 0.1860, Forward time: 2.2919, Backward time: 2.4269, DDP time: 0.0035, Total iter time: 4.6507 [2020-11-08 04:51:56,249][root][INFO] - ===> Epoch[181](181/1): Loss -0.4068, Sem 0.2469, dir -0.9436, norm 0.2899, swav 0.0000 LR: 9.674e-02 Score 92.695 Data time: 0.1617, Forward time: 2.2882, Backward time: 2.4322, DDP time: 0.0035, Total iter time: 5.2726 [2020-11-08 04:52:01,429][root][INFO] - ===> Epoch[182](182/1): Loss -0.4300, Sem 0.2307, dir -0.9485, norm 0.2878, swav 0.0000 LR: 9.672e-02 Score 93.207 Data time: 0.2270, Forward time: 2.2886, Backward time: 2.4324, DDP time: 0.0035, Total iter time: 5.0960 [2020-11-08 04:52:06,305][root][INFO] - ===> Epoch[183](183/1): Loss -0.4196, Sem 0.2360, dir -0.9423, norm 0.2867, swav 0.0000 LR: 9.670e-02 Score 92.915 Data time: 0.1911, Forward time: 2.2866, Backward time: 2.4332, DDP time: 0.0035, Total iter time: 4.7532 [2020-11-08 04:52:11,494][root][INFO] - ===> Epoch[184](184/1): Loss -0.4150, Sem 0.2294, dir -0.9403, norm 0.2959, swav 0.0000 LR: 9.668e-02 Score 93.525 Data time: 0.1816, Forward time: 2.2842, Backward time: 2.4362, DDP time: 0.0035, Total iter time: 5.0771 [2020-11-08 04:52:16,352][root][INFO] - ===> Epoch[185](185/1): Loss -0.4710, Sem 0.2078, dir -0.9497, norm 0.2709, swav 0.0000 LR: 9.666e-02 Score 94.165 Data time: 0.2161, Forward time: 2.2830, Backward time: 2.4360, DDP time: 0.0035, Total iter time: 4.7645 [2020-11-08 04:52:21,245][root][INFO] - ===> Epoch[186](186/1): Loss -0.4720, Sem 0.1989, dir -0.9502, norm 0.2793, swav 0.0000 LR: 9.665e-02 Score 94.429 Data time: 0.2353, Forward time: 2.2836, Backward time: 2.4344, DDP time: 0.0035, Total iter time: 4.7839 [2020-11-08 04:52:26,293][root][INFO] - ===> Epoch[187](187/1): Loss -0.4208, Sem 0.2388, dir -0.9419, norm 0.2823, swav 0.0000 LR: 9.663e-02 Score 93.318 Data time: 0.2591, Forward time: 2.2857, Backward time: 2.4320, DDP time: 0.0035, Total iter time: 4.9440 [2020-11-08 04:52:31,700][root][INFO] - ===> Epoch[188](188/1): Loss -0.4320, Sem 0.2058, dir -0.9410, norm 0.3032, swav 0.0000 LR: 9.661e-02 Score 94.387 Data time: 0.2123, Forward time: 2.2855, Backward time: 2.4338, DDP time: 0.0035, Total iter time: 5.2912 [2020-11-08 04:52:36,631][root][INFO] - ===> Epoch[189](189/1): Loss -0.4651, Sem 0.2120, dir -0.9503, norm 0.2732, swav 0.0000 LR: 9.659e-02 Score 94.015 Data time: 0.2278, Forward time: 2.2861, Backward time: 2.4325, DDP time: 0.0035, Total iter time: 4.8318 [2020-11-08 04:52:41,473][root][INFO] - ===> Epoch[190](190/1): Loss -0.4905, Sem 0.2001, dir -0.9542, norm 0.2636, swav 0.0000 LR: 9.657e-02 Score 94.446 Data time: 0.2359, Forward time: 2.2865, Backward time: 2.4307, DDP time: 0.0035, Total iter time: 4.7262 [2020-11-08 04:52:45,974][root][INFO] - ===> Epoch[191](191/1): Loss -0.4677, Sem 0.2007, dir -0.9493, norm 0.2809, swav 0.0000 LR: 9.656e-02 Score 94.448 Data time: 0.2274, Forward time: 2.2868, Backward time: 2.4274, DDP time: 0.0035, Total iter time: 4.3877 [2020-11-08 04:52:50,684][root][INFO] - ===> Epoch[192](192/1): Loss -0.4327, Sem 0.2011, dir -0.9417, norm 0.3079, swav 0.0000 LR: 9.654e-02 Score 94.273 Data time: 0.2245, Forward time: 2.2877, Backward time: 2.4246, DDP time: 0.0035, Total iter time: 4.5902 [2020-11-08 04:52:55,820][root][INFO] - ===> Epoch[193](193/1): Loss -0.4894, Sem 0.1952, dir -0.9525, norm 0.2679, swav 0.0000 LR: 9.652e-02 Score 94.457 Data time: 0.2435, Forward time: 2.2895, Backward time: 2.4230, DDP time: 0.0035, Total iter time: 5.0128 [2020-11-08 04:53:00,358][root][INFO] - ===> Epoch[194](194/1): Loss -0.5104, Sem 0.1815, dir -0.9543, norm 0.2625, swav 0.0000 LR: 9.650e-02 Score 94.845 Data time: 0.1811, Forward time: 2.2878, Backward time: 2.4219, DDP time: 0.0035, Total iter time: 4.4112 [2020-11-08 04:53:05,483][root][INFO] - ===> Epoch[195](195/1): Loss -0.4349, Sem 0.2178, dir -0.9400, norm 0.2873, swav 0.0000 LR: 9.648e-02 Score 93.736 Data time: 0.1410, Forward time: 2.2831, Backward time: 2.4269, DDP time: 0.0035, Total iter time: 5.0193 [2020-11-08 04:53:10,580][root][INFO] - ===> Epoch[196](196/1): Loss -0.4538, Sem 0.2070, dir -0.9443, norm 0.2836, swav 0.0000 LR: 9.647e-02 Score 94.194 Data time: 0.2337, Forward time: 2.2836, Backward time: 2.4266, DDP time: 0.0035, Total iter time: 5.0170 [2020-11-08 04:53:16,111][root][INFO] - ===> Epoch[197](197/1): Loss -0.4908, Sem 0.1763, dir -0.9462, norm 0.2791, swav 0.0000 LR: 9.645e-02 Score 95.118 Data time: 0.2294, Forward time: 2.2833, Backward time: 2.4290, DDP time: 0.0035, Total iter time: 5.4005 [2020-11-08 04:53:21,504][root][INFO] - ===> Epoch[198](198/1): Loss -0.5000, Sem 0.1898, dir -0.9512, norm 0.2614, swav 0.0000 LR: 9.643e-02 Score 94.464 Data time: 0.2371, Forward time: 2.2844, Backward time: 2.4293, DDP time: 0.0035, Total iter time: 5.2711 [2020-11-08 04:53:26,382][root][INFO] - ===> Epoch[199](199/1): Loss -0.4806, Sem 0.1831, dir -0.9492, norm 0.2855, swav 0.0000 LR: 9.641e-02 Score 94.889 Data time: 0.2140, Forward time: 2.2830, Backward time: 2.4293, DDP time: 0.0035, Total iter time: 4.7318 [2020-11-08 04:53:30,975][root][INFO] - ===> Epoch[200](200/1): Loss -0.5066, Sem 0.1832, dir -0.9536, norm 0.2638, swav 0.0000 LR: 9.639e-02 Score 94.810 Data time: 0.2193, Forward time: 2.2825, Backward time: 2.4274, DDP time: 0.0035, Total iter time: 4.4631 [2020-11-08 04:53:35,859][root][INFO] - ===> Epoch[201](201/1): Loss -0.4384, Sem 0.1893, dir -0.9332, norm 0.3055, swav 0.0000 LR: 9.638e-02 Score 94.775 Data time: 0.2313, Forward time: 2.2838, Backward time: 2.4251, DDP time: 0.0036, Total iter time: 4.7606 [2020-11-08 04:53:41,444][root][INFO] - ===> Epoch[202](202/1): Loss -0.4387, Sem 0.1816, dir -0.9315, norm 0.3113, swav 0.0000 LR: 9.636e-02 Score 94.994 Data time: 0.1918, Forward time: 2.2826, Backward time: 2.4286, DDP time: 0.0036, Total iter time: 5.4601 [2020-11-08 04:53:46,592][root][INFO] - ===> Epoch[203](203/1): Loss -0.4928, Sem 0.1850, dir -0.9513, norm 0.2735, swav 0.0000 LR: 9.634e-02 Score 94.772 Data time: 0.1951, Forward time: 2.2810, Backward time: 2.4304, DDP time: 0.0036, Total iter time: 5.0122 [2020-11-08 04:53:52,000][root][INFO] - ===> Epoch[204](204/1): Loss -0.4962, Sem 0.1645, dir -0.9491, norm 0.2884, swav 0.0000 LR: 9.632e-02 Score 95.557 Data time: 0.2099, Forward time: 2.2807, Backward time: 2.4323, DDP time: 0.0036, Total iter time: 5.3026 [2020-11-08 04:53:57,475][root][INFO] - ===> Epoch[205](205/1): Loss -0.4586, Sem 0.1718, dir -0.9379, norm 0.3074, swav 0.0000 LR: 9.630e-02 Score 95.108 Data time: 0.1812, Forward time: 2.2785, Backward time: 2.4360, DDP time: 0.0036, Total iter time: 5.3338 [2020-11-08 04:54:02,648][root][INFO] - ===> Epoch[206](206/1): Loss -0.4793, Sem 0.1761, dir -0.9371, norm 0.2816, swav 0.0000 LR: 9.628e-02 Score 95.105 Data time: 0.2074, Forward time: 2.2781, Backward time: 2.4369, DDP time: 0.0036, Total iter time: 5.0685 [2020-11-08 04:54:08,092][root][INFO] - ===> Epoch[207](207/1): Loss -0.4712, Sem 0.1719, dir -0.9450, norm 0.3019, swav 0.0000 LR: 9.627e-02 Score 95.309 Data time: 0.2378, Forward time: 2.2779, Backward time: 2.4386, DDP time: 0.0036, Total iter time: 5.3044 [2020-11-08 04:54:13,384][root][INFO] - ===> Epoch[208](208/1): Loss -0.5288, Sem 0.1521, dir -0.9474, norm 0.2664, swav 0.0000 LR: 9.625e-02 Score 95.890 Data time: 0.2008, Forward time: 2.2764, Backward time: 2.4409, DDP time: 0.0036, Total iter time: 5.1580 [2020-11-08 04:54:18,354][root][INFO] - ===> Epoch[209](209/1): Loss -0.4852, Sem 0.1847, dir -0.9497, norm 0.2798, swav 0.0000 LR: 9.623e-02 Score 94.879 Data time: 0.2288, Forward time: 2.2771, Backward time: 2.4395, DDP time: 0.0036, Total iter time: 4.8554 [2020-11-08 04:54:23,869][root][INFO] - ===> Epoch[210](210/1): Loss -0.5090, Sem 0.1792, dir -0.9523, norm 0.2641, swav 0.0000 LR: 9.621e-02 Score 94.867 Data time: 0.1992, Forward time: 2.2761, Backward time: 2.4424, DDP time: 0.0036, Total iter time: 5.3931 [2020-11-08 04:54:28,689][root][INFO] - ===> Epoch[211](211/1): Loss -0.5145, Sem 0.1670, dir -0.9546, norm 0.2730, swav 0.0000 LR: 9.619e-02 Score 95.354 Data time: 0.2328, Forward time: 2.2757, Backward time: 2.4414, DDP time: 0.0036, Total iter time: 4.7011 [2020-11-08 04:54:34,031][root][INFO] - ===> Epoch[212](212/1): Loss -0.5479, Sem 0.1615, dir -0.9613, norm 0.2519, swav 0.0000 LR: 9.618e-02 Score 95.430 Data time: 0.2286, Forward time: 2.2762, Backward time: 2.4419, DDP time: 0.0036, Total iter time: 5.2066 [2020-11-08 04:54:39,072][root][INFO] - ===> Epoch[213](213/1): Loss -0.5254, Sem 0.1632, dir -0.9537, norm 0.2651, swav 0.0000 LR: 9.616e-02 Score 95.401 Data time: 0.2381, Forward time: 2.2755, Backward time: 2.4420, DDP time: 0.0036, Total iter time: 4.8897 [2020-11-08 04:54:43,578][root][INFO] - ===> Epoch[214](214/1): Loss -0.5169, Sem 0.1741, dir -0.9524, norm 0.2614, swav 0.0000 LR: 9.614e-02 Score 95.107 Data time: 0.2063, Forward time: 2.2753, Backward time: 2.4396, DDP time: 0.0036, Total iter time: 4.3948 [2020-11-08 04:54:48,768][root][INFO] - ===> Epoch[215](215/1): Loss -0.5363, Sem 0.1477, dir -0.9485, norm 0.2646, swav 0.0000 LR: 9.612e-02 Score 95.995 Data time: 0.2237, Forward time: 2.2744, Backward time: 2.4408, DDP time: 0.0036, Total iter time: 5.0636 [2020-11-08 04:54:54,392][root][INFO] - ===> Epoch[216](216/1): Loss -0.5325, Sem 0.1586, dir -0.9551, norm 0.2641, swav 0.0000 LR: 9.610e-02 Score 95.553 Data time: 0.2728, Forward time: 2.2773, Backward time: 2.4403, DDP time: 0.0036, Total iter time: 5.5330 [2020-11-08 04:54:59,145][root][INFO] - ===> Epoch[217](217/1): Loss -0.4960, Sem 0.1609, dir -0.9509, norm 0.2940, swav 0.0000 LR: 9.609e-02 Score 95.553 Data time: 0.2487, Forward time: 2.2769, Backward time: 2.4389, DDP time: 0.0036, Total iter time: 4.6328 [2020-11-08 04:55:04,170][root][INFO] - ===> Epoch[218](218/1): Loss -0.5138, Sem 0.1681, dir -0.9513, norm 0.2694, swav 0.0000 LR: 9.607e-02 Score 95.111 Data time: 0.1984, Forward time: 2.2758, Backward time: 2.4396, DDP time: 0.0036, Total iter time: 4.9026 [2020-11-08 04:55:08,762][root][INFO] - ===> Epoch[219](219/1): Loss -0.5328, Sem 0.1471, dir -0.9550, norm 0.2750, swav 0.0000 LR: 9.605e-02 Score 95.900 Data time: 0.2333, Forward time: 2.2763, Backward time: 2.4370, DDP time: 0.0036, Total iter time: 4.4873 [2020-11-08 04:55:13,420][root][INFO] - ===> Epoch[220](220/1): Loss -0.5431, Sem 0.1463, dir -0.9551, norm 0.2658, swav 0.0000 LR: 9.603e-02 Score 96.082 Data time: 0.2012, Forward time: 2.2758, Backward time: 2.4355, DDP time: 0.0036, Total iter time: 4.5347 [2020-11-08 04:55:18,172][root][INFO] - ===> Epoch[221](221/1): Loss -0.5753, Sem 0.1331, dir -0.9600, norm 0.2517, swav 0.0000 LR: 9.601e-02 Score 96.467 Data time: 0.1943, Forward time: 2.2737, Backward time: 2.4362, DDP time: 0.0036, Total iter time: 4.6448 [2020-11-08 04:55:23,062][root][INFO] - ===> Epoch[222](222/1): Loss -0.5853, Sem 0.1388, dir -0.9626, norm 0.2385, swav 0.0000 LR: 9.600e-02 Score 96.176 Data time: 0.1987, Forward time: 2.2731, Backward time: 2.4360, DDP time: 0.0036, Total iter time: 4.7811 [2020-11-08 04:55:27,718][root][INFO] - ===> Epoch[223](223/1): Loss -0.5826, Sem 0.1423, dir -0.9630, norm 0.2381, swav 0.0000 LR: 9.598e-02 Score 96.190 Data time: 0.2215, Forward time: 2.2724, Backward time: 2.4348, DDP time: 0.0036, Total iter time: 4.5435 [2020-11-08 04:55:32,611][root][INFO] - ===> Epoch[224](224/1): Loss -0.5522, Sem 0.1465, dir -0.9554, norm 0.2567, swav 0.0000 LR: 9.596e-02 Score 95.980 Data time: 0.2166, Forward time: 2.2718, Backward time: 2.4345, DDP time: 0.0036, Total iter time: 4.7648 [2020-11-08 04:55:37,673][root][INFO] - ===> Epoch[225](225/1): Loss -0.5568, Sem 0.1406, dir -0.9543, norm 0.2569, swav 0.0000 LR: 9.594e-02 Score 96.119 Data time: 0.2600, Forward time: 2.2733, Backward time: 2.4328, DDP time: 0.0036, Total iter time: 4.9565 [2020-11-08 04:55:42,882][root][INFO] - ===> Epoch[226](226/1): Loss -0.5422, Sem 0.1443, dir -0.9515, norm 0.2649, swav 0.0000 LR: 9.592e-02 Score 96.052 Data time: 0.1747, Forward time: 2.2712, Backward time: 2.4354, DDP time: 0.0036, Total iter time: 5.0793 [2020-11-08 04:55:47,765][root][INFO] - ===> Epoch[227](227/1): Loss -0.5089, Sem 0.1659, dir -0.9472, norm 0.2723, swav 0.0000 LR: 9.591e-02 Score 95.255 Data time: 0.2020, Forward time: 2.2699, Backward time: 2.4361, DDP time: 0.0036, Total iter time: 4.8118 [2020-11-08 04:55:53,057][root][INFO] - ===> Epoch[228](228/1): Loss -0.5712, Sem 0.1386, dir -0.9575, norm 0.2477, swav 0.0000 LR: 9.589e-02 Score 96.211 Data time: 0.2348, Forward time: 2.2704, Backward time: 2.4365, DDP time: 0.0036, Total iter time: 5.1889 [2020-11-08 04:55:58,068][root][INFO] - ===> Epoch[229](229/1): Loss -0.5434, Sem 0.1475, dir -0.9531, norm 0.2622, swav 0.0000 LR: 9.587e-02 Score 95.964 Data time: 0.2131, Forward time: 2.2698, Backward time: 2.4366, DDP time: 0.0036, Total iter time: 4.8561 [2020-11-08 04:56:03,160][root][INFO] - ===> Epoch[230](230/1): Loss -0.5457, Sem 0.1532, dir -0.9531, norm 0.2542, swav 0.0000 LR: 9.585e-02 Score 95.610 Data time: 0.1863, Forward time: 2.2683, Backward time: 2.4381, DDP time: 0.0036, Total iter time: 4.9743 [2020-11-08 04:56:08,366][root][INFO] - ===> Epoch[231](231/1): Loss -0.5448, Sem 0.1356, dir -0.9501, norm 0.2698, swav 0.0000 LR: 9.583e-02 Score 96.240 Data time: 0.2115, Forward time: 2.2672, Backward time: 2.4397, DDP time: 0.0036, Total iter time: 5.1053 [2020-11-08 04:56:13,652][root][INFO] - ===> Epoch[232](232/1): Loss -0.5425, Sem 0.1458, dir -0.9542, norm 0.2659, swav 0.0000 LR: 9.581e-02 Score 95.949 Data time: 0.2176, Forward time: 2.2670, Backward time: 2.4407, DDP time: 0.0036, Total iter time: 5.1634 [2020-11-08 04:56:18,711][root][INFO] - ===> Epoch[233](233/1): Loss -0.5647, Sem 0.1300, dir -0.9530, norm 0.2584, swav 0.0000 LR: 9.580e-02 Score 96.397 Data time: 0.2089, Forward time: 2.2660, Backward time: 2.4414, DDP time: 0.0036, Total iter time: 4.9391 [2020-11-08 04:56:23,619][root][INFO] - ===> Epoch[234](234/1): Loss -0.5419, Sem 0.1433, dir -0.9514, norm 0.2663, swav 0.0000 LR: 9.578e-02 Score 96.008 Data time: 0.2226, Forward time: 2.2669, Backward time: 2.4399, DDP time: 0.0036, Total iter time: 4.8125 [2020-11-08 04:56:28,964][root][INFO] - ===> Epoch[235](235/1): Loss -0.5583, Sem 0.1360, dir -0.9541, norm 0.2598, swav 0.0000 LR: 9.576e-02 Score 96.283 Data time: 0.1935, Forward time: 2.2654, Backward time: 2.4424, DDP time: 0.0036, Total iter time: 5.2156 [2020-11-08 04:56:33,465][root][INFO] - ===> Epoch[236](236/1): Loss -0.5875, Sem 0.1245, dir -0.9619, norm 0.2499, swav 0.0000 LR: 9.574e-02 Score 96.571 Data time: 0.2046, Forward time: 2.2641, Backward time: 2.4414, DDP time: 0.0036, Total iter time: 4.3931 [2020-11-08 04:56:38,414][root][INFO] - ===> Epoch[237](237/1): Loss -0.5972, Sem 0.1289, dir -0.9617, norm 0.2356, swav 0.0000 LR: 9.572e-02 Score 96.486 Data time: 0.2284, Forward time: 2.2637, Backward time: 2.4411, DDP time: 0.0036, Total iter time: 4.8367 [2020-11-08 04:56:43,296][root][INFO] - ===> Epoch[238](238/1): Loss -0.5727, Sem 0.1296, dir -0.9587, norm 0.2564, swav 0.0000 LR: 9.571e-02 Score 96.460 Data time: 0.2535, Forward time: 2.2649, Backward time: 2.4390, DDP time: 0.0036, Total iter time: 4.7638 [2020-11-08 04:56:48,889][root][INFO] - ===> Epoch[239](239/1): Loss -0.5720, Sem 0.1379, dir -0.9551, norm 0.2452, swav 0.0000 LR: 9.569e-02 Score 96.102 Data time: 0.1992, Forward time: 2.2637, Backward time: 2.4421, DDP time: 0.0036, Total iter time: 5.4445 [2020-11-08 04:56:53,537][root][INFO] - ===> Epoch[240](240/1): Loss -0.5472, Sem 0.1437, dir -0.9537, norm 0.2628, swav 0.0000 LR: 9.567e-02 Score 96.062 Data time: 0.2415, Forward time: 2.2644, Backward time: 2.4396, DDP time: 0.0036, Total iter time: 4.5340 [2020-11-08 04:56:58,431][root][INFO] - ===> Epoch[241](241/1): Loss -0.5833, Sem 0.1316, dir -0.9571, norm 0.2422, swav 0.0000 LR: 9.565e-02 Score 96.483 Data time: 0.2318, Forward time: 2.2646, Backward time: 2.4385, DDP time: 0.0037, Total iter time: 4.7622 [2020-11-08 04:57:03,925][root][INFO] - ===> Epoch[242](242/1): Loss -0.6030, Sem 0.1174, dir -0.9569, norm 0.2365, swav 0.0000 LR: 9.563e-02 Score 96.838 Data time: 0.1699, Forward time: 2.2628, Backward time: 2.4419, DDP time: 0.0037, Total iter time: 5.3633 [2020-11-08 04:57:09,110][root][INFO] - ===> Epoch[243](243/1): Loss -0.5759, Sem 0.1368, dir -0.9558, norm 0.2432, swav 0.0000 LR: 9.562e-02 Score 96.240 Data time: 0.1953, Forward time: 2.2608, Backward time: 2.4442, DDP time: 0.0037, Total iter time: 5.0622 [2020-11-08 04:57:14,184][root][INFO] - ===> Epoch[244](244/1): Loss -0.5436, Sem 0.1434, dir -0.9531, norm 0.2661, swav 0.0000 LR: 9.560e-02 Score 95.988 Data time: 0.2625, Forward time: 2.2608, Backward time: 2.4441, DDP time: 0.0037, Total iter time: 4.9924 [2020-11-08 04:57:19,847][root][INFO] - ===> Epoch[245](245/1): Loss -0.6004, Sem 0.1237, dir -0.9598, norm 0.2356, swav 0.0000 LR: 9.558e-02 Score 96.603 Data time: 0.2097, Forward time: 2.2593, Backward time: 2.4477, DDP time: 0.0037, Total iter time: 5.5395 [2020-11-08 04:57:25,369][root][INFO] - ===> Epoch[246](246/1): Loss -0.5801, Sem 0.1296, dir -0.9585, norm 0.2488, swav 0.0000 LR: 9.556e-02 Score 96.370 Data time: 0.2560, Forward time: 2.2607, Backward time: 2.4480, DDP time: 0.0037, Total iter time: 5.3934 [2020-11-08 04:57:30,625][root][INFO] - ===> Epoch[247](247/1): Loss -0.5798, Sem 0.1202, dir -0.9529, norm 0.2529, swav 0.0000 LR: 9.554e-02 Score 96.740 Data time: 0.2434, Forward time: 2.2613, Backward time: 2.4478, DDP time: 0.0037, Total iter time: 5.1186 [2020-11-08 04:57:36,275][root][INFO] - ===> Epoch[248](248/1): Loss -0.5537, Sem 0.1186, dir -0.9476, norm 0.2753, swav 0.0000 LR: 9.553e-02 Score 96.700 Data time: 0.2377, Forward time: 2.2618, Backward time: 2.4495, DDP time: 0.0037, Total iter time: 5.5318 [2020-11-08 04:57:41,196][root][INFO] - ===> Epoch[249](249/1): Loss -0.5767, Sem 0.1235, dir -0.9558, norm 0.2556, swav 0.0000 LR: 9.551e-02 Score 96.555 Data time: 0.2160, Forward time: 2.2610, Backward time: 2.4495, DDP time: 0.0037, Total iter time: 4.7835 [2020-11-08 04:57:46,410][root][INFO] - ===> Epoch[250](250/1): Loss -0.5706, Sem 0.1092, dir -0.9542, norm 0.2743, swav 0.0000 LR: 9.549e-02 Score 97.068 Data time: 0.2302, Forward time: 2.2608, Backward time: 2.4501, DDP time: 0.0037, Total iter time: 5.0771 [2020-11-08 04:57:52,042][root][INFO] - ===> Epoch[251](251/1): Loss -0.5926, Sem 0.1081, dir -0.9596, norm 0.2589, swav 0.0000 LR: 9.547e-02 Score 96.907 Data time: 0.2200, Forward time: 2.2610, Backward time: 2.4518, DDP time: 0.0037, Total iter time: 5.5002 [2020-11-08 04:57:57,188][root][INFO] - ===> Epoch[252](252/1): Loss -0.5303, Sem 0.1336, dir -0.9428, norm 0.2790, swav 0.0000 LR: 9.545e-02 Score 96.215 Data time: 0.2221, Forward time: 2.2614, Backward time: 2.4516, DDP time: 0.0037, Total iter time: 5.0126 [2020-11-08 04:58:01,616][root][INFO] - ===> Epoch[253](253/1): Loss -0.5666, Sem 0.1209, dir -0.9491, norm 0.2615, swav 0.0000 LR: 9.544e-02 Score 96.555 Data time: 0.1891, Forward time: 2.2603, Backward time: 2.4501, DDP time: 0.0037, Total iter time: 4.2990 [2020-11-08 04:58:06,575][root][INFO] - ===> Epoch[254](254/1): Loss -0.5811, Sem 0.1175, dir -0.9588, norm 0.2603, swav 0.0000 LR: 9.542e-02 Score 96.642 Data time: 0.2309, Forward time: 2.2588, Backward time: 2.4510, DDP time: 0.0037, Total iter time: 4.8681 [2020-11-08 04:58:11,619][root][INFO] - ===> Epoch[255](255/1): Loss -0.5765, Sem 0.1175, dir -0.9521, norm 0.2581, swav 0.0000 LR: 9.540e-02 Score 96.662 Data time: 0.2052, Forward time: 2.2585, Backward time: 2.4512, DDP time: 0.0037, Total iter time: 4.9387 [2020-11-08 04:58:16,446][root][INFO] - ===> Epoch[256](256/1): Loss -0.5550, Sem 0.1255, dir -0.9538, norm 0.2734, swav 0.0000 LR: 9.538e-02 Score 96.529 Data time: 0.2223, Forward time: 2.2593, Backward time: 2.4494, DDP time: 0.0037, Total iter time: 4.7010 [2020-11-08 04:58:21,601][root][INFO] - ===> Epoch[257](257/1): Loss -0.5865, Sem 0.1202, dir -0.9556, norm 0.2489, swav 0.0000 LR: 9.536e-02 Score 96.625 Data time: 0.2394, Forward time: 2.2610, Backward time: 2.4479, DDP time: 0.0037, Total iter time: 5.0200 [2020-11-08 04:58:26,676][root][INFO] - ===> Epoch[258](258/1): Loss -0.5717, Sem 0.1126, dir -0.9552, norm 0.2708, swav 0.0000 LR: 9.534e-02 Score 96.859 Data time: 0.2050, Forward time: 2.2600, Backward time: 2.4487, DDP time: 0.0037, Total iter time: 4.9316 [2020-11-08 04:58:32,212][root][INFO] - ===> Epoch[259](259/1): Loss -0.5201, Sem 0.1376, dir -0.9500, norm 0.2922, swav 0.0000 LR: 9.533e-02 Score 95.982 Data time: 0.2556, Forward time: 2.2608, Backward time: 2.4495, DDP time: 0.0037, Total iter time: 5.4125 [2020-11-08 04:58:37,320][root][INFO] - ===> Epoch[260](260/1): Loss -0.5956, Sem 0.1226, dir -0.9564, norm 0.2382, swav 0.0000 LR: 9.531e-02 Score 96.661 Data time: 0.2140, Forward time: 2.2600, Backward time: 2.4502, DDP time: 0.0037, Total iter time: 4.9834 [2020-11-08 04:58:42,539][root][INFO] - ===> Epoch[261](261/1): Loss -0.6104, Sem 0.1223, dir -0.9624, norm 0.2297, swav 0.0000 LR: 9.529e-02 Score 96.642 Data time: 0.2834, Forward time: 2.2601, Backward time: 2.4503, DDP time: 0.0037, Total iter time: 5.1041 [2020-11-08 04:58:47,177][root][INFO] - ===> Epoch[262](262/1): Loss -0.6074, Sem 0.1137, dir -0.9622, norm 0.2410, swav 0.0000 LR: 9.527e-02 Score 96.951 Data time: 0.2023, Forward time: 2.2596, Backward time: 2.4491, DDP time: 0.0037, Total iter time: 4.4883 [2020-11-08 04:58:51,728][root][INFO] - ===> Epoch[263](263/1): Loss -0.6329, Sem 0.1073, dir -0.9628, norm 0.2227, swav 0.0000 LR: 9.525e-02 Score 97.134 Data time: 0.2209, Forward time: 2.2583, Backward time: 2.4483, DDP time: 0.0037, Total iter time: 4.4173 [2020-11-08 04:58:56,967][root][INFO] - ===> Epoch[264](264/1): Loss -0.6158, Sem 0.1092, dir -0.9608, norm 0.2358, swav 0.0000 LR: 9.524e-02 Score 96.960 Data time: 0.2563, Forward time: 2.2600, Backward time: 2.4471, DDP time: 0.0037, Total iter time: 5.1312 [2020-11-08 04:59:02,180][root][INFO] - ===> Epoch[265](265/1): Loss -0.6066, Sem 0.1128, dir -0.9592, norm 0.2397, swav 0.0000 LR: 9.522e-02 Score 96.924 Data time: 0.2226, Forward time: 2.2600, Backward time: 2.4474, DDP time: 0.0037, Total iter time: 5.0629 [2020-11-08 04:59:07,250][root][INFO] - ===> Epoch[266](266/1): Loss -0.6268, Sem 0.1105, dir -0.9635, norm 0.2262, swav 0.0000 LR: 9.520e-02 Score 97.040 Data time: 0.1821, Forward time: 2.2586, Backward time: 2.4487, DDP time: 0.0037, Total iter time: 4.9436 [2020-11-08 04:59:12,603][root][INFO] - ===> Epoch[267](267/1): Loss -0.6098, Sem 0.1130, dir -0.9574, norm 0.2346, swav 0.0000 LR: 9.518e-02 Score 96.992 Data time: 0.2249, Forward time: 2.2579, Backward time: 2.4503, DDP time: 0.0037, Total iter time: 5.2379 [2020-11-08 04:59:17,772][root][INFO] - ===> Epoch[268](268/1): Loss -0.5639, Sem 0.1113, dir -0.9474, norm 0.2722, swav 0.0000 LR: 9.516e-02 Score 97.051 Data time: 0.2386, Forward time: 2.2585, Backward time: 2.4500, DDP time: 0.0037, Total iter time: 5.0555 [2020-11-08 04:59:22,558][root][INFO] - ===> Epoch[269](269/1): Loss -0.5984, Sem 0.1081, dir -0.9575, norm 0.2509, swav 0.0000 LR: 9.515e-02 Score 97.090 Data time: 0.2193, Forward time: 2.2575, Backward time: 2.4498, DDP time: 0.0037, Total iter time: 4.6605 [2020-11-08 04:59:28,560][root][INFO] - ===> Epoch[270](270/1): Loss -0.6133, Sem 0.1141, dir -0.9593, norm 0.2319, swav 0.0000 LR: 9.513e-02 Score 96.836 Data time: 0.2537, Forward time: 2.2587, Backward time: 2.4519, DDP time: 0.0037, Total iter time: 5.8942 [2020-11-08 04:59:33,523][root][INFO] - ===> Epoch[271](271/1): Loss -0.6317, Sem 0.1041, dir -0.9653, norm 0.2295, swav 0.0000 LR: 9.511e-02 Score 97.096 Data time: 0.2829, Forward time: 2.2598, Backward time: 2.4500, DDP time: 0.0037, Total iter time: 4.8166 [2020-11-08 04:59:38,773][root][INFO] - ===> Epoch[272](272/1): Loss -0.5897, Sem 0.1157, dir -0.9576, norm 0.2523, swav 0.0000 LR: 9.509e-02 Score 96.898 Data time: 0.2466, Forward time: 2.2614, Backward time: 2.4490, DDP time: 0.0037, Total iter time: 5.1351 [2020-11-08 04:59:43,877][root][INFO] - ===> Epoch[273](273/1): Loss -0.6059, Sem 0.1162, dir -0.9589, norm 0.2367, swav 0.0000 LR: 9.507e-02 Score 96.912 Data time: 0.2147, Forward time: 2.2610, Backward time: 2.4493, DDP time: 0.0037, Total iter time: 4.9555 [2020-11-08 04:59:49,497][root][INFO] - ===> Epoch[274](274/1): Loss -0.6303, Sem 0.1018, dir -0.9670, norm 0.2348, swav 0.0000 LR: 9.506e-02 Score 97.313 Data time: 0.2387, Forward time: 2.2619, Backward time: 2.4503, DDP time: 0.0037, Total iter time: 5.5190 [2020-11-08 04:59:54,131][root][INFO] - ===> Epoch[275](275/1): Loss -0.6194, Sem 0.1093, dir -0.9586, norm 0.2299, swav 0.0000 LR: 9.504e-02 Score 97.048 Data time: 0.2797, Forward time: 2.2626, Backward time: 2.4478, DDP time: 0.0037, Total iter time: 4.5045 [2020-11-08 04:59:58,951][root][INFO] - ===> Epoch[276](276/1): Loss -0.5865, Sem 0.1113, dir -0.9586, norm 0.2607, swav 0.0000 LR: 9.502e-02 Score 97.066 Data time: 0.2299, Forward time: 2.2629, Backward time: 2.4466, DDP time: 0.0037, Total iter time: 4.7043 [2020-11-08 05:00:03,973][root][INFO] - ===> Epoch[277](277/1): Loss -0.6282, Sem 0.1065, dir -0.9630, norm 0.2283, swav 0.0000 LR: 9.500e-02 Score 97.106 Data time: 0.2726, Forward time: 2.2641, Backward time: 2.4450, DDP time: 0.0037, Total iter time: 4.9131 [2020-11-08 05:00:08,468][root][INFO] - ===> Epoch[278](278/1): Loss -0.6391, Sem 0.1122, dir -0.9657, norm 0.2144, swav 0.0000 LR: 9.498e-02 Score 96.860 Data time: 0.2204, Forward time: 2.2642, Backward time: 2.4428, DDP time: 0.0037, Total iter time: 4.3701 [2020-11-08 05:00:13,995][root][INFO] - ===> Epoch[279](279/1): Loss -0.5996, Sem 0.1041, dir -0.9555, norm 0.2519, swav 0.0000 LR: 9.496e-02 Score 97.093 Data time: 0.2473, Forward time: 2.2649, Backward time: 2.4436, DDP time: 0.0037, Total iter time: 5.4237 [2020-11-08 05:00:18,438][root][INFO] - ===> Epoch[280](280/1): Loss -0.5901, Sem 0.1105, dir -0.9499, norm 0.2493, swav 0.0000 LR: 9.495e-02 Score 96.946 Data time: 0.2667, Forward time: 2.2649, Backward time: 2.4413, DDP time: 0.0038, Total iter time: 4.3307 [2020-11-08 05:00:23,665][root][INFO] - ===> Epoch[281](281/1): Loss -0.5991, Sem 0.1046, dir -0.9629, norm 0.2592, swav 0.0000 LR: 9.493e-02 Score 97.183 Data time: 0.2773, Forward time: 2.2666, Backward time: 2.4399, DDP time: 0.0037, Total iter time: 5.1025 [2020-11-08 05:00:28,795][root][INFO] - ===> Epoch[282](282/1): Loss -0.6175, Sem 0.1122, dir -0.9617, norm 0.2319, swav 0.0000 LR: 9.491e-02 Score 96.973 Data time: 0.2108, Forward time: 2.2666, Backward time: 2.4401, DDP time: 0.0037, Total iter time: 5.0070 [2020-11-08 05:00:34,363][root][INFO] - ===> Epoch[283](283/1): Loss -0.5864, Sem 0.1156, dir -0.9541, norm 0.2521, swav 0.0000 LR: 9.489e-02 Score 96.890 Data time: 0.2611, Forward time: 2.2666, Backward time: 2.4416, DDP time: 0.0037, Total iter time: 5.4582 [2020-11-08 05:00:39,049][root][INFO] - ===> Epoch[284](284/1): Loss -0.5966, Sem 0.1068, dir -0.9565, norm 0.2531, swav 0.0000 LR: 9.487e-02 Score 97.039 Data time: 0.2130, Forward time: 2.2665, Backward time: 2.4404, DDP time: 0.0038, Total iter time: 4.5669 [2020-11-08 05:00:43,952][root][INFO] - ===> Epoch[285](285/1): Loss -0.6412, Sem 0.0976, dir -0.9639, norm 0.2251, swav 0.0000 LR: 9.486e-02 Score 97.357 Data time: 0.2256, Forward time: 2.2665, Backward time: 2.4398, DDP time: 0.0038, Total iter time: 4.8046 [2020-11-08 05:00:48,637][root][INFO] - ===> Epoch[286](286/1): Loss -0.6414, Sem 0.1032, dir -0.9663, norm 0.2217, swav 0.0000 LR: 9.484e-02 Score 97.189 Data time: 0.2356, Forward time: 2.2668, Backward time: 2.4380, DDP time: 0.0038, Total iter time: 4.5455 [2020-11-08 05:00:53,581][root][INFO] - ===> Epoch[287](287/1): Loss -0.6303, Sem 0.0994, dir -0.9597, norm 0.2300, swav 0.0000 LR: 9.482e-02 Score 97.272 Data time: 0.2264, Forward time: 2.2672, Backward time: 2.4372, DDP time: 0.0038, Total iter time: 4.8239 [2020-11-08 05:00:58,614][root][INFO] - ===> Epoch[288](288/1): Loss -0.6384, Sem 0.1007, dir -0.9665, norm 0.2274, swav 0.0000 LR: 9.480e-02 Score 97.161 Data time: 0.2418, Forward time: 2.2679, Backward time: 2.4362, DDP time: 0.0038, Total iter time: 4.8854 [2020-11-08 05:01:04,334][root][INFO] - ===> Epoch[289](289/1): Loss -0.6490, Sem 0.1002, dir -0.9658, norm 0.2166, swav 0.0000 LR: 9.478e-02 Score 97.266 Data time: 0.2368, Forward time: 2.2693, Backward time: 2.4369, DDP time: 0.0038, Total iter time: 5.5859 [2020-11-08 05:01:09,386][root][INFO] - ===> Epoch[290](290/1): Loss -0.6487, Sem 0.1018, dir -0.9670, norm 0.2165, swav 0.0000 LR: 9.477e-02 Score 97.198 Data time: 0.1792, Forward time: 2.2682, Backward time: 2.4378, DDP time: 0.0038, Total iter time: 4.9211 [2020-11-08 05:01:14,718][root][INFO] - ===> Epoch[291](291/1): Loss -0.6454, Sem 0.1036, dir -0.9666, norm 0.2176, swav 0.0000 LR: 9.475e-02 Score 97.084 Data time: 0.2211, Forward time: 2.2680, Backward time: 2.4388, DDP time: 0.0038, Total iter time: 5.2188 [2020-11-08 05:01:20,018][root][INFO] - ===> Epoch[292](292/1): Loss -0.6403, Sem 0.1024, dir -0.9622, norm 0.2195, swav 0.0000 LR: 9.473e-02 Score 97.205 Data time: 0.2064, Forward time: 2.2673, Backward time: 2.4400, DDP time: 0.0038, Total iter time: 5.1522 [2020-11-08 05:01:25,069][root][INFO] - ===> Epoch[293](293/1): Loss -0.6302, Sem 0.1003, dir -0.9622, norm 0.2317, swav 0.0000 LR: 9.471e-02 Score 97.199 Data time: 0.2511, Forward time: 2.2687, Backward time: 2.4386, DDP time: 0.0038, Total iter time: 4.9363 [2020-11-08 05:01:29,999][root][INFO] - ===> Epoch[294](294/1): Loss -0.6198, Sem 0.1013, dir -0.9606, norm 0.2394, swav 0.0000 LR: 9.469e-02 Score 97.270 Data time: 0.1682, Forward time: 2.2674, Backward time: 2.4393, DDP time: 0.0038, Total iter time: 4.8040 [2020-11-08 05:01:35,191][root][INFO] - ===> Epoch[295](295/1): Loss -0.6435, Sem 0.1024, dir -0.9631, norm 0.2172, swav 0.0000 LR: 9.468e-02 Score 97.248 Data time: 0.1978, Forward time: 2.2662, Backward time: 2.4409, DDP time: 0.0038, Total iter time: 5.0984 [2020-11-08 05:01:40,324][root][INFO] - ===> Epoch[296](296/1): Loss -0.6651, Sem 0.0932, dir -0.9680, norm 0.2098, swav 0.0000 LR: 9.466e-02 Score 97.514 Data time: 0.1768, Forward time: 2.2648, Backward time: 2.4425, DDP time: 0.0038, Total iter time: 5.0171 [2020-11-08 05:01:45,343][root][INFO] - ===> Epoch[297](297/1): Loss -0.6549, Sem 0.0961, dir -0.9687, norm 0.2178, swav 0.0000 LR: 9.464e-02 Score 97.422 Data time: 0.2746, Forward time: 2.2642, Backward time: 2.4426, DDP time: 0.0038, Total iter time: 4.9075 [2020-11-08 05:01:50,581][root][INFO] - ===> Epoch[298](298/1): Loss -0.6712, Sem 0.0933, dir -0.9710, norm 0.2065, swav 0.0000 LR: 9.462e-02 Score 97.460 Data time: 0.2444, Forward time: 2.2655, Backward time: 2.4418, DDP time: 0.0038, Total iter time: 5.1165 [2020-11-08 05:01:56,367][root][INFO] - ===> Epoch[299](299/1): Loss -0.6663, Sem 0.0946, dir -0.9683, norm 0.2073, swav 0.0000 LR: 9.460e-02 Score 97.329 Data time: 0.2516, Forward time: 2.2663, Backward time: 2.4431, DDP time: 0.0038, Total iter time: 5.6454 [2020-11-08 05:02:01,567][root][INFO] - ===> Epoch[300](300/1): Loss -0.6335, Sem 0.0975, dir -0.9637, norm 0.2327, swav 0.0000 LR: 9.458e-02 Score 97.319 Data time: 0.2694, Forward time: 2.2678, Backward time: 2.4418, DDP time: 0.0038, Total iter time: 5.0687 [2020-11-08 05:02:06,480][root][INFO] - ===> Epoch[301](301/1): Loss -0.6448, Sem 0.0947, dir -0.9610, norm 0.2216, swav 0.0000 LR: 9.457e-02 Score 97.398 Data time: 0.2512, Forward time: 2.2686, Backward time: 2.4404, DDP time: 0.0038, Total iter time: 4.7893 [2020-11-08 05:02:12,057][root][INFO] - ===> Epoch[302](302/1): Loss -0.6427, Sem 0.0901, dir -0.9630, norm 0.2301, swav 0.0000 LR: 9.455e-02 Score 97.549 Data time: 0.2145, Forward time: 2.2690, Backward time: 2.4415, DDP time: 0.0038, Total iter time: 5.4561 [2020-11-08 05:02:17,174][root][INFO] - ===> Epoch[303](303/1): Loss -0.6513, Sem 0.0897, dir -0.9656, norm 0.2245, swav 0.0000 LR: 9.453e-02 Score 97.466 Data time: 0.2082, Forward time: 2.2689, Backward time: 2.4417, DDP time: 0.0038, Total iter time: 4.9992 [2020-11-08 05:02:22,231][root][INFO] - ===> Epoch[304](304/1): Loss -0.6867, Sem 0.0816, dir -0.9684, norm 0.2001, swav 0.0000 LR: 9.451e-02 Score 97.713 Data time: 0.2070, Forward time: 2.2686, Backward time: 2.4419, DDP time: 0.0038, Total iter time: 4.9360 [2020-11-08 05:02:27,304][root][INFO] - ===> Epoch[305](305/1): Loss -0.6684, Sem 0.0972, dir -0.9654, norm 0.1998, swav 0.0000 LR: 9.449e-02 Score 97.356 Data time: 0.2503, Forward time: 2.2696, Backward time: 2.4408, DDP time: 0.0038, Total iter time: 4.9562 [2020-11-08 05:02:32,346][root][INFO] - ===> Epoch[306](306/1): Loss -0.6693, Sem 0.0970, dir -0.9684, norm 0.2022, swav 0.0000 LR: 9.448e-02 Score 97.323 Data time: 0.2815, Forward time: 2.2707, Backward time: 2.4394, DDP time: 0.0038, Total iter time: 4.9138 [2020-11-08 05:02:37,713][root][INFO] - ===> Epoch[307](307/1): Loss -0.6621, Sem 0.0858, dir -0.9673, norm 0.2194, swav 0.0000 LR: 9.446e-02 Score 97.571 Data time: 0.2277, Forward time: 2.2715, Backward time: 2.4394, DDP time: 0.0038, Total iter time: 5.2352 [2020-11-08 05:02:43,209][root][INFO] - ===> Epoch[308](308/1): Loss -0.6570, Sem 0.0903, dir -0.9640, norm 0.2168, swav 0.0000 LR: 9.444e-02 Score 97.427 Data time: 0.1945, Forward time: 2.2712, Backward time: 2.4410, DDP time: 0.0038, Total iter time: 5.3772 [2020-11-08 05:02:48,205][root][INFO] - ===> Epoch[309](309/1): Loss -0.6645, Sem 0.0873, dir -0.9667, norm 0.2149, swav 0.0000 LR: 9.442e-02 Score 97.586 Data time: 0.1761, Forward time: 2.2700, Backward time: 2.4419, DDP time: 0.0038, Total iter time: 4.8717 [2020-11-08 05:02:53,314][root][INFO] - ===> Epoch[310](310/1): Loss -0.6491, Sem 0.0907, dir -0.9638, norm 0.2240, swav 0.0000 LR: 9.440e-02 Score 97.430 Data time: 0.1988, Forward time: 2.2699, Backward time: 2.4421, DDP time: 0.0038, Total iter time: 5.0106 [2020-11-08 05:02:58,224][root][INFO] - ===> Epoch[311](311/1): Loss -0.6585, Sem 0.0883, dir -0.9624, norm 0.2155, swav 0.0000 LR: 9.439e-02 Score 97.559 Data time: 0.1868, Forward time: 2.2678, Backward time: 2.4435, DDP time: 0.0038, Total iter time: 4.7768 [2020-11-08 05:03:02,787][root][INFO] - ===> Epoch[312](312/1): Loss -0.6462, Sem 0.0863, dir -0.9626, norm 0.2301, swav 0.0000 LR: 9.437e-02 Score 97.559 Data time: 0.2180, Forward time: 2.2678, Backward time: 2.4420, DDP time: 0.0038, Total iter time: 4.4726 [2020-11-08 05:03:07,920][root][INFO] - ===> Epoch[313](313/1): Loss -0.6489, Sem 0.0801, dir -0.9633, norm 0.2343, swav 0.0000 LR: 9.435e-02 Score 97.733 Data time: 0.2318, Forward time: 2.2675, Backward time: 2.4422, DDP time: 0.0038, Total iter time: 4.9808 [2020-11-08 05:03:12,920][root][INFO] - ===> Epoch[314](314/1): Loss -0.6511, Sem 0.0858, dir -0.9632, norm 0.2264, swav 0.0000 LR: 9.433e-02 Score 97.572 Data time: 0.2380, Forward time: 2.2685, Backward time: 2.4410, DDP time: 0.0038, Total iter time: 4.8764 [2020-11-08 05:03:17,888][root][INFO] - ===> Epoch[315](315/1): Loss -0.6727, Sem 0.0910, dir -0.9683, norm 0.2045, swav 0.0000 LR: 9.431e-02 Score 97.429 Data time: 0.2403, Forward time: 2.2686, Backward time: 2.4404, DDP time: 0.0038, Total iter time: 4.8357 [2020-11-08 05:03:22,787][root][INFO] - ===> Epoch[316](316/1): Loss -0.6475, Sem 0.0893, dir -0.9646, norm 0.2278, swav 0.0000 LR: 9.429e-02 Score 97.527 Data time: 0.2075, Forward time: 2.2685, Backward time: 2.4398, DDP time: 0.0038, Total iter time: 4.7583 [2020-11-08 05:03:28,176][root][INFO] - ===> Epoch[317](317/1): Loss -0.6662, Sem 0.0879, dir -0.9664, norm 0.2122, swav 0.0000 LR: 9.428e-02 Score 97.486 Data time: 0.2252, Forward time: 2.2681, Backward time: 2.4410, DDP time: 0.0038, Total iter time: 5.2546 [2020-11-08 05:03:32,998][root][INFO] - ===> Epoch[318](318/1): Loss -0.6186, Sem 0.0905, dir -0.9605, norm 0.2514, swav 0.0000 LR: 9.426e-02 Score 97.394 Data time: 0.2467, Forward time: 2.2690, Backward time: 2.4393, DDP time: 0.0038, Total iter time: 4.6961 [2020-11-08 05:03:37,763][root][INFO] - ===> Epoch[319](319/1): Loss -0.6731, Sem 0.0802, dir -0.9676, norm 0.2144, swav 0.0000 LR: 9.424e-02 Score 97.780 Data time: 0.2401, Forward time: 2.2691, Backward time: 2.4381, DDP time: 0.0038, Total iter time: 4.6395 [2020-11-08 05:03:43,090][root][INFO] - ===> Epoch[320](320/1): Loss -0.6789, Sem 0.0817, dir -0.9696, norm 0.2089, swav 0.0000 LR: 9.422e-02 Score 97.656 Data time: 0.2206, Forward time: 2.2692, Backward time: 2.4386, DDP time: 0.0038, Total iter time: 5.1879 [2020-11-08 05:03:47,875][root][INFO] - ===> Epoch[321](321/1): Loss -0.6582, Sem 0.0954, dir -0.9644, norm 0.2108, swav 0.0000 LR: 9.420e-02 Score 97.303 Data time: 0.2035, Forward time: 2.2681, Backward time: 2.4387, DDP time: 0.0038, Total iter time: 4.6466 [2020-11-08 05:03:52,944][root][INFO] - ===> Epoch[322](322/1): Loss -0.6489, Sem 0.0924, dir -0.9648, norm 0.2236, swav 0.0000 LR: 9.419e-02 Score 97.394 Data time: 0.2240, Forward time: 2.2684, Backward time: 2.4385, DDP time: 0.0038, Total iter time: 4.9861 [2020-11-08 05:03:58,120][root][INFO] - ===> Epoch[323](323/1): Loss -0.6649, Sem 0.0818, dir -0.9646, norm 0.2179, swav 0.0000 LR: 9.417e-02 Score 97.634 Data time: 0.2429, Forward time: 2.2684, Backward time: 2.4386, DDP time: 0.0038, Total iter time: 5.0409 [2020-11-08 05:04:03,743][root][INFO] - ===> Epoch[324](324/1): Loss -0.6814, Sem 0.0801, dir -0.9666, norm 0.2051, swav 0.0000 LR: 9.415e-02 Score 97.741 Data time: 0.2282, Forward time: 2.2689, Backward time: 2.4397, DDP time: 0.0038, Total iter time: 5.5179 [2020-11-08 05:04:09,200][root][INFO] - ===> Epoch[325](325/1): Loss -0.6783, Sem 0.0817, dir -0.9700, norm 0.2100, swav 0.0000 LR: 9.413e-02 Score 97.597 Data time: 0.2406, Forward time: 2.2694, Backward time: 2.4402, DDP time: 0.0038, Total iter time: 5.3244 [2020-11-08 05:04:14,658][root][INFO] - ===> Epoch[326](326/1): Loss -0.6623, Sem 0.0864, dir -0.9681, norm 0.2194, swav 0.0000 LR: 9.411e-02 Score 97.502 Data time: 0.2282, Forward time: 2.2698, Backward time: 2.4408, DDP time: 0.0038, Total iter time: 5.3163 [2020-11-08 05:04:19,746][root][INFO] - ===> Epoch[327](327/1): Loss -0.6799, Sem 0.0811, dir -0.9679, norm 0.2068, swav 0.0000 LR: 9.410e-02 Score 97.697 Data time: 0.2363, Forward time: 2.2695, Backward time: 2.4409, DDP time: 0.0038, Total iter time: 4.9641 [2020-11-08 05:04:24,649][root][INFO] - ===> Epoch[328](328/1): Loss -0.6567, Sem 0.0850, dir -0.9649, norm 0.2231, swav 0.0000 LR: 9.408e-02 Score 97.585 Data time: 0.2302, Forward time: 2.2698, Backward time: 2.4401, DDP time: 0.0038, Total iter time: 4.7760 [2020-11-08 05:04:29,799][root][INFO] - ===> Epoch[329](329/1): Loss -0.6622, Sem 0.0837, dir -0.9621, norm 0.2162, swav 0.0000 LR: 9.406e-02 Score 97.644 Data time: 0.2605, Forward time: 2.2701, Backward time: 2.4398, DDP time: 0.0038, Total iter time: 5.0251 [2020-11-08 05:04:35,235][root][INFO] - ===> Epoch[330](330/1): Loss -0.6881, Sem 0.0778, dir -0.9697, norm 0.2038, swav 0.0000 LR: 9.404e-02 Score 97.777 Data time: 0.2264, Forward time: 2.2703, Backward time: 2.4405, DDP time: 0.0038, Total iter time: 5.2973 [2020-11-08 05:04:40,761][root][INFO] - ===> Epoch[331](331/1): Loss -0.6609, Sem 0.0774, dir -0.9644, norm 0.2261, swav 0.0000 LR: 9.402e-02 Score 97.724 Data time: 0.2333, Forward time: 2.2702, Backward time: 2.4418, DDP time: 0.0039, Total iter time: 5.4060 [2020-11-08 05:04:45,980][root][INFO] - ===> Epoch[332](332/1): Loss -0.6399, Sem 0.0781, dir -0.9585, norm 0.2405, swav 0.0000 LR: 9.400e-02 Score 97.737 Data time: 0.2053, Forward time: 2.2698, Backward time: 2.4426, DDP time: 0.0039, Total iter time: 5.1308 [2020-11-08 05:04:50,831][root][INFO] - ===> Epoch[333](333/1): Loss -0.6520, Sem 0.0879, dir -0.9637, norm 0.2237, swav 0.0000 LR: 9.399e-02 Score 97.459 Data time: 0.2355, Forward time: 2.2696, Backward time: 2.4421, DDP time: 0.0039, Total iter time: 4.7476 [2020-11-08 05:04:55,879][root][INFO] - ===> Epoch[334](334/1): Loss -0.6610, Sem 0.0783, dir -0.9614, norm 0.2221, swav 0.0000 LR: 9.397e-02 Score 97.754 Data time: 0.2316, Forward time: 2.2699, Backward time: 2.4416, DDP time: 0.0039, Total iter time: 4.9213 [2020-11-08 05:05:01,050][root][INFO] - ===> Epoch[335](335/1): Loss -0.6613, Sem 0.0824, dir -0.9672, norm 0.2234, swav 0.0000 LR: 9.395e-02 Score 97.496 Data time: 0.2433, Forward time: 2.2701, Backward time: 2.4415, DDP time: 0.0039, Total iter time: 5.0562 [2020-11-08 05:05:06,280][root][INFO] - ===> Epoch[336](336/1): Loss -0.6479, Sem 0.0832, dir -0.9669, norm 0.2359, swav 0.0000 LR: 9.393e-02 Score 97.560 Data time: 0.2708, Forward time: 2.2713, Backward time: 2.4407, DDP time: 0.0039, Total iter time: 5.1000 [2020-11-08 05:05:11,075][root][INFO] - ===> Epoch[337](337/1): Loss -0.6668, Sem 0.0832, dir -0.9681, norm 0.2181, swav 0.0000 LR: 9.391e-02 Score 97.538 Data time: 0.2527, Forward time: 2.2718, Backward time: 2.4392, DDP time: 0.0039, Total iter time: 4.6665 [2020-11-08 05:05:16,401][root][INFO] - ===> Epoch[338](338/1): Loss -0.6598, Sem 0.0764, dir -0.9627, norm 0.2264, swav 0.0000 LR: 9.390e-02 Score 97.800 Data time: 0.1902, Forward time: 2.2713, Backward time: 2.4404, DDP time: 0.0039, Total iter time: 5.2043 [2020-11-08 05:05:21,667][root][INFO] - ===> Epoch[339](339/1): Loss -0.6360, Sem 0.0823, dir -0.9596, norm 0.2413, swav 0.0000 LR: 9.388e-02 Score 97.593 Data time: 0.2235, Forward time: 2.2708, Backward time: 2.4413, DDP time: 0.0039, Total iter time: 5.1570 [2020-11-08 05:05:26,278][root][INFO] - ===> Epoch[340](340/1): Loss -0.6441, Sem 0.0730, dir -0.9564, norm 0.2393, swav 0.0000 LR: 9.386e-02 Score 97.873 Data time: 0.2098, Forward time: 2.2707, Backward time: 2.4401, DDP time: 0.0039, Total iter time: 4.4999 [2020-11-08 05:05:31,190][root][INFO] - ===> Epoch[341](341/1): Loss -0.6875, Sem 0.0842, dir -0.9694, norm 0.1977, swav 0.0000 LR: 9.384e-02 Score 97.520 Data time: 0.1920, Forward time: 2.2695, Backward time: 2.4408, DDP time: 0.0039, Total iter time: 4.8042 [2020-11-08 05:05:35,929][root][INFO] - ===> Epoch[342](342/1): Loss -0.6769, Sem 0.0779, dir -0.9678, norm 0.2130, swav 0.0000 LR: 9.382e-02 Score 97.727 Data time: 0.2154, Forward time: 2.2692, Backward time: 2.4401, DDP time: 0.0039, Total iter time: 4.6210 [2020-11-08 05:05:41,792][root][INFO] - ===> Epoch[343](343/1): Loss -0.6573, Sem 0.0749, dir -0.9627, norm 0.2305, swav 0.0000 LR: 9.381e-02 Score 97.775 Data time: 0.1964, Forward time: 2.2681, Backward time: 2.4432, DDP time: 0.0039, Total iter time: 5.7203 [2020-11-08 05:05:46,749][root][INFO] - ===> Epoch[344](344/1): Loss -0.6359, Sem 0.0811, dir -0.9592, norm 0.2422, swav 0.0000 LR: 9.379e-02 Score 97.681 Data time: 0.2056, Forward time: 2.2677, Backward time: 2.4433, DDP time: 0.0039, Total iter time: 4.8620 [2020-11-08 05:05:51,813][root][INFO] - ===> Epoch[345](345/1): Loss -0.6949, Sem 0.0728, dir -0.9691, norm 0.2014, swav 0.0000 LR: 9.377e-02 Score 97.887 Data time: 0.2313, Forward time: 2.2671, Backward time: 2.4437, DDP time: 0.0039, Total iter time: 4.9395 [2020-11-08 05:05:57,071][root][INFO] - ===> Epoch[346](346/1): Loss -0.6901, Sem 0.0749, dir -0.9708, norm 0.2058, swav 0.0000 LR: 9.375e-02 Score 97.831 Data time: 0.1915, Forward time: 2.2662, Backward time: 2.4451, DDP time: 0.0039, Total iter time: 5.1478 [2020-11-08 05:06:02,439][root][INFO] - ===> Epoch[347](347/1): Loss -0.6745, Sem 0.0819, dir -0.9672, norm 0.2108, swav 0.0000 LR: 9.373e-02 Score 97.603 Data time: 0.2237, Forward time: 2.2658, Backward time: 2.4463, DDP time: 0.0039, Total iter time: 5.2701 [2020-11-08 05:06:07,954][root][INFO] - ===> Epoch[348](348/1): Loss -0.6724, Sem 0.0779, dir -0.9672, norm 0.2170, swav 0.0000 LR: 9.371e-02 Score 97.733 Data time: 0.1796, Forward time: 2.2646, Backward time: 2.4486, DDP time: 0.0039, Total iter time: 5.3880 [2020-11-08 05:06:12,786][root][INFO] - ===> Epoch[349](349/1): Loss -0.6925, Sem 0.0749, dir -0.9688, norm 0.2014, swav 0.0000 LR: 9.370e-02 Score 97.798 Data time: 0.2583, Forward time: 2.2652, Backward time: 2.4473, DDP time: 0.0039, Total iter time: 4.7268 [2020-11-08 05:06:18,263][root][INFO] - ===> Epoch[350](350/1): Loss -0.7056, Sem 0.0744, dir -0.9732, norm 0.1932, swav 0.0000 LR: 9.368e-02 Score 97.773 Data time: 0.2088, Forward time: 2.2652, Backward time: 2.4483, DDP time: 0.0039, Total iter time: 5.3499 [2020-11-08 05:06:22,586][root][INFO] - ===> Epoch[351](351/1): Loss -0.7127, Sem 0.0733, dir -0.9729, norm 0.1869, swav 0.0000 LR: 9.366e-02 Score 97.827 Data time: 0.2364, Forward time: 2.2651, Backward time: 2.4462, DDP time: 0.0039, Total iter time: 4.1999 [2020-11-08 05:06:27,320][root][INFO] - ===> Epoch[352](352/1): Loss -0.7031, Sem 0.0755, dir -0.9685, norm 0.1899, swav 0.0000 LR: 9.364e-02 Score 97.770 Data time: 0.2336, Forward time: 2.2657, Backward time: 2.4445, DDP time: 0.0039, Total iter time: 4.5915 [2020-11-08 05:06:32,092][root][INFO] - ===> Epoch[353](353/1): Loss -0.6830, Sem 0.0726, dir -0.9667, norm 0.2110, swav 0.0000 LR: 9.362e-02 Score 97.806 Data time: 0.2570, Forward time: 2.2662, Backward time: 2.4430, DDP time: 0.0039, Total iter time: 4.6270 [2020-11-08 05:06:37,303][root][INFO] - ===> Epoch[354](354/1): Loss -0.6778, Sem 0.0756, dir -0.9681, norm 0.2146, swav 0.0000 LR: 9.361e-02 Score 97.741 Data time: 0.2197, Forward time: 2.2663, Backward time: 2.4431, DDP time: 0.0039, Total iter time: 5.0741 [2020-11-08 05:06:42,021][root][INFO] - ===> Epoch[355](355/1): Loss -0.6974, Sem 0.0751, dir -0.9720, norm 0.1995, swav 0.0000 LR: 9.359e-02 Score 97.754 Data time: 0.2060, Forward time: 2.2657, Backward time: 2.4427, DDP time: 0.0039, Total iter time: 4.6015 [2020-11-08 05:06:47,399][root][INFO] - ===> Epoch[356](356/1): Loss -0.6992, Sem 0.0790, dir -0.9690, norm 0.1907, swav 0.0000 LR: 9.357e-02 Score 97.668 Data time: 0.1846, Forward time: 2.2647, Backward time: 2.4445, DDP time: 0.0039, Total iter time: 5.2591 [2020-11-08 05:06:52,335][root][INFO] - ===> Epoch[357](357/1): Loss -0.6849, Sem 0.0764, dir -0.9691, norm 0.2078, swav 0.0000 LR: 9.355e-02 Score 97.720 Data time: 0.2279, Forward time: 2.2646, Backward time: 2.4443, DDP time: 0.0039, Total iter time: 4.8520 [2020-11-08 05:06:57,687][root][INFO] - ===> Epoch[358](358/1): Loss -0.6877, Sem 0.0740, dir -0.9696, norm 0.2078, swav 0.0000 LR: 9.353e-02 Score 97.846 Data time: 0.2442, Forward time: 2.2642, Backward time: 2.4452, DDP time: 0.0039, Total iter time: 5.2226 [2020-11-08 05:07:02,444][root][INFO] - ===> Epoch[359](359/1): Loss -0.6552, Sem 0.0788, dir -0.9617, norm 0.2277, swav 0.0000 LR: 9.352e-02 Score 97.675 Data time: 0.2373, Forward time: 2.2646, Backward time: 2.4440, DDP time: 0.0039, Total iter time: 4.6646 [2020-11-08 05:07:07,015][root][INFO] - ===> Epoch[360](360/1): Loss -0.7092, Sem 0.0738, dir -0.9731, norm 0.1902, swav 0.0000 LR: 9.350e-02 Score 97.760 Data time: 0.2118, Forward time: 2.2647, Backward time: 2.4425, DDP time: 0.0039, Total iter time: 4.4472 [2020-11-08 05:07:11,743][root][INFO] - ===> Epoch[361](361/1): Loss -0.7122, Sem 0.0747, dir -0.9739, norm 0.1870, swav 0.0000 LR: 9.348e-02 Score 97.801 Data time: 0.2053, Forward time: 2.2643, Backward time: 2.4420, DDP time: 0.0039, Total iter time: 4.6158 [2020-11-08 05:07:17,363][root][INFO] - ===> Epoch[362](362/1): Loss -0.7075, Sem 0.0745, dir -0.9719, norm 0.1900, swav 0.0000 LR: 9.346e-02 Score 97.804 Data time: 0.2126, Forward time: 2.2645, Backward time: 2.4432, DDP time: 0.0039, Total iter time: 5.5201 [2020-11-08 05:07:22,006][root][INFO] - ===> Epoch[363](363/1): Loss -0.6786, Sem 0.0745, dir -0.9661, norm 0.2129, swav 0.0000 LR: 9.344e-02 Score 97.774 Data time: 0.2029, Forward time: 2.2639, Backward time: 2.4426, DDP time: 0.0039, Total iter time: 4.5157 [2020-11-08 05:07:27,138][root][INFO] - ===> Epoch[364](364/1): Loss -0.6861, Sem 0.0684, dir -0.9689, norm 0.2144, swav 0.0000 LR: 9.342e-02 Score 97.905 Data time: 0.2021, Forward time: 2.2641, Backward time: 2.4426, DDP time: 0.0039, Total iter time: 5.0323 [2020-11-08 05:07:31,957][root][INFO] - ===> Epoch[365](365/1): Loss -0.6989, Sem 0.0672, dir -0.9724, norm 0.2063, swav 0.0000 LR: 9.341e-02 Score 97.952 Data time: 0.2167, Forward time: 2.2634, Backward time: 2.4425, DDP time: 0.0039, Total iter time: 4.6947 [2020-11-08 05:07:37,059][root][INFO] - ===> Epoch[366](366/1): Loss -0.7000, Sem 0.0693, dir -0.9700, norm 0.2007, swav 0.0000 LR: 9.339e-02 Score 97.897 Data time: 0.2365, Forward time: 2.2642, Backward time: 2.4418, DDP time: 0.0039, Total iter time: 4.9956 [2020-11-08 05:07:41,581][root][INFO] - ===> Epoch[367](367/1): Loss -0.6840, Sem 0.0771, dir -0.9720, norm 0.2110, swav 0.0000 LR: 9.337e-02 Score 97.690 Data time: 0.2255, Forward time: 2.2642, Backward time: 2.4402, DDP time: 0.0039, Total iter time: 4.3895 [2020-11-08 05:07:46,608][root][INFO] - ===> Epoch[368](368/1): Loss -0.7096, Sem 0.0678, dir -0.9688, norm 0.1914, swav 0.0000 LR: 9.335e-02 Score 97.951 Data time: 0.2535, Forward time: 2.2652, Backward time: 2.4392, DDP time: 0.0039, Total iter time: 4.9180 [2020-11-08 05:07:52,378][root][INFO] - ===> Epoch[369](369/1): Loss -0.6858, Sem 0.0713, dir -0.9624, norm 0.2052, swav 0.0000 LR: 9.333e-02 Score 97.860 Data time: 0.2548, Forward time: 2.2663, Backward time: 2.4398, DDP time: 0.0039, Total iter time: 5.6480 [2020-11-08 05:07:57,805][root][INFO] - ===> Epoch[370](370/1): Loss -0.6333, Sem 0.0847, dir -0.9581, norm 0.2400, swav 0.0000 LR: 9.332e-02 Score 97.468 Data time: 0.1992, Forward time: 2.2660, Backward time: 2.4409, DDP time: 0.0039, Total iter time: 5.3011 [2020-11-08 05:08:03,182][root][INFO] - ===> Epoch[371](371/1): Loss -0.6764, Sem 0.0673, dir -0.9643, norm 0.2205, swav 0.0000 LR: 9.330e-02 Score 97.959 Data time: 0.2086, Forward time: 2.2657, Backward time: 2.4420, DDP time: 0.0039, Total iter time: 5.2757 [2020-11-08 05:08:08,351][root][INFO] - ===> Epoch[372](372/1): Loss -0.7050, Sem 0.0738, dir -0.9719, norm 0.1930, swav 0.0000 LR: 9.328e-02 Score 97.761 Data time: 0.1960, Forward time: 2.2648, Backward time: 2.4431, DDP time: 0.0039, Total iter time: 5.0503 [2020-11-08 05:08:13,322][root][INFO] - ===> Epoch[373](373/1): Loss -0.7001, Sem 0.0698, dir -0.9733, norm 0.2035, swav 0.0000 LR: 9.326e-02 Score 97.822 Data time: 0.2230, Forward time: 2.2651, Backward time: 2.4425, DDP time: 0.0039, Total iter time: 4.8742 [2020-11-08 05:08:18,818][root][INFO] - ===> Epoch[374](374/1): Loss -0.6768, Sem 0.0698, dir -0.9680, norm 0.2214, swav 0.0000 LR: 9.324e-02 Score 97.926 Data time: 0.1996, Forward time: 2.2644, Backward time: 2.4443, DDP time: 0.0039, Total iter time: 5.3678 [2020-11-08 05:08:24,205][root][INFO] - ===> Epoch[375](375/1): Loss -0.6380, Sem 0.0823, dir -0.9589, norm 0.2387, swav 0.0000 LR: 9.323e-02 Score 97.525 Data time: 0.1931, Forward time: 2.2636, Backward time: 2.4458, DDP time: 0.0039, Total iter time: 5.2758 [2020-11-08 05:08:29,099][root][INFO] - ===> Epoch[376](376/1): Loss -0.7146, Sem 0.0718, dir -0.9733, norm 0.1870, swav 0.0000 LR: 9.321e-02 Score 97.819 Data time: 0.2570, Forward time: 2.2643, Backward time: 2.4445, DDP time: 0.0039, Total iter time: 4.7779 [2020-11-08 05:08:33,835][root][INFO] - ===> Epoch[377](377/1): Loss -0.6995, Sem 0.0750, dir -0.9691, norm 0.1946, swav 0.0000 LR: 9.319e-02 Score 97.702 Data time: 0.2189, Forward time: 2.2647, Backward time: 2.4433, DDP time: 0.0039, Total iter time: 4.6177 [2020-11-08 05:08:39,008][root][INFO] - ===> Epoch[378](378/1): Loss -0.6764, Sem 0.0686, dir -0.9624, norm 0.2174, swav 0.0000 LR: 9.317e-02 Score 97.882 Data time: 0.2043, Forward time: 2.2644, Backward time: 2.4438, DDP time: 0.0039, Total iter time: 5.0513 [2020-11-08 05:08:44,084][root][INFO] - ===> Epoch[379](379/1): Loss -0.6712, Sem 0.0802, dir -0.9658, norm 0.2143, swav 0.0000 LR: 9.315e-02 Score 97.648 Data time: 0.2242, Forward time: 2.2643, Backward time: 2.4438, DDP time: 0.0039, Total iter time: 4.9702 [2020-11-08 05:08:49,322][root][INFO] - ===> Epoch[380](380/1): Loss -0.6749, Sem 0.0695, dir -0.9674, norm 0.2229, swav 0.0000 LR: 9.313e-02 Score 97.904 Data time: 0.2073, Forward time: 2.2639, Backward time: 2.4446, DDP time: 0.0039, Total iter time: 5.1060 [2020-11-08 05:08:54,717][root][INFO] - ===> Epoch[381](381/1): Loss -0.6759, Sem 0.0734, dir -0.9676, norm 0.2183, swav 0.0000 LR: 9.312e-02 Score 97.785 Data time: 0.2038, Forward time: 2.2633, Backward time: 2.4460, DDP time: 0.0040, Total iter time: 5.2817 [2020-11-08 05:08:59,697][root][INFO] - ===> Epoch[382](382/1): Loss -0.7151, Sem 0.0673, dir -0.9742, norm 0.1919, swav 0.0000 LR: 9.310e-02 Score 97.928 Data time: 0.2277, Forward time: 2.2637, Backward time: 2.4454, DDP time: 0.0040, Total iter time: 4.8958 [2020-11-08 05:09:04,673][root][INFO] - ===> Epoch[383](383/1): Loss -0.7059, Sem 0.0696, dir -0.9725, norm 0.1969, swav 0.0000 LR: 9.308e-02 Score 97.921 Data time: 0.2362, Forward time: 2.2642, Backward time: 2.4446, DDP time: 0.0040, Total iter time: 4.8552 [2020-11-08 05:09:10,530][root][INFO] - ===> Epoch[384](384/1): Loss -0.6722, Sem 0.0754, dir -0.9658, norm 0.2181, swav 0.0000 LR: 9.306e-02 Score 97.751 Data time: 0.1787, Forward time: 2.2629, Backward time: 2.4477, DDP time: 0.0040, Total iter time: 5.7320 [2020-11-08 05:09:15,751][root][INFO] - ===> Epoch[385](385/1): Loss -0.6737, Sem 0.0686, dir -0.9636, norm 0.2214, swav 0.0000 LR: 9.304e-02 Score 97.880 Data time: 0.2488, Forward time: 2.2637, Backward time: 2.4474, DDP time: 0.0040, Total iter time: 5.1398 [2020-11-08 05:09:21,278][root][INFO] - ===> Epoch[386](386/1): Loss -0.6945, Sem 0.0655, dir -0.9709, norm 0.2110, swav 0.0000 LR: 9.303e-02 Score 98.007 Data time: 0.1891, Forward time: 2.2626, Backward time: 2.4495, DDP time: 0.0040, Total iter time: 5.4101 [2020-11-08 05:09:26,084][root][INFO] - ===> Epoch[387](387/1): Loss -0.7166, Sem 0.0644, dir -0.9736, norm 0.1927, swav 0.0000 LR: 9.301e-02 Score 97.975 Data time: 0.2240, Forward time: 2.2630, Backward time: 2.4485, DDP time: 0.0040, Total iter time: 4.7144 [2020-11-08 05:09:31,440][root][INFO] - ===> Epoch[388](388/1): Loss -0.6813, Sem 0.0770, dir -0.9649, norm 0.2067, swav 0.0000 LR: 9.299e-02 Score 97.674 Data time: 0.2581, Forward time: 2.2634, Backward time: 2.4486, DDP time: 0.0040, Total iter time: 5.2247 [2020-11-08 05:09:35,958][root][INFO] - ===> Epoch[389](389/1): Loss -0.7157, Sem 0.0700, dir -0.9730, norm 0.1873, swav 0.0000 LR: 9.297e-02 Score 97.876 Data time: 0.2578, Forward time: 2.2635, Backward time: 2.4469, DDP time: 0.0040, Total iter time: 4.3785 [2020-11-08 05:09:41,305][root][INFO] - ===> Epoch[390](390/1): Loss -0.7176, Sem 0.0662, dir -0.9733, norm 0.1895, swav 0.0000 LR: 9.295e-02 Score 98.008 Data time: 0.2600, Forward time: 2.2643, Backward time: 2.4467, DDP time: 0.0040, Total iter time: 5.2283 [2020-11-08 05:09:46,350][root][INFO] - ===> Epoch[391](391/1): Loss -0.7229, Sem 0.0634, dir -0.9742, norm 0.1880, swav 0.0000 LR: 9.294e-02 Score 98.102 Data time: 0.2800, Forward time: 2.2652, Backward time: 2.4456, DDP time: 0.0040, Total iter time: 4.9241 [2020-11-08 05:09:50,969][root][INFO] - ===> Epoch[392](392/1): Loss -0.7019, Sem 0.0713, dir -0.9713, norm 0.1981, swav 0.0000 LR: 9.292e-02 Score 97.842 Data time: 0.2157, Forward time: 2.2646, Backward time: 2.4450, DDP time: 0.0040, Total iter time: 4.4865 [2020-11-08 05:09:56,297][root][INFO] - ===> Epoch[393](393/1): Loss -0.7173, Sem 0.0670, dir -0.9720, norm 0.1877, swav 0.0000 LR: 9.290e-02 Score 97.965 Data time: 0.2586, Forward time: 2.2659, Backward time: 2.4442, DDP time: 0.0040, Total iter time: 5.2271 [2020-11-08 05:10:01,185][root][INFO] - ===> Epoch[394](394/1): Loss -0.7141, Sem 0.0649, dir -0.9731, norm 0.1941, swav 0.0000 LR: 9.288e-02 Score 98.014 Data time: 0.2231, Forward time: 2.2657, Backward time: 2.4439, DDP time: 0.0040, Total iter time: 4.7520 [2020-11-08 05:10:05,877][root][INFO] - ===> Epoch[395](395/1): Loss -0.7135, Sem 0.0674, dir -0.9744, norm 0.1935, swav 0.0000 LR: 9.286e-02 Score 97.940 Data time: 0.2280, Forward time: 2.2660, Backward time: 2.4426, DDP time: 0.0040, Total iter time: 4.5801 [2020-11-08 05:10:10,953][root][INFO] - ===> Epoch[396](396/1): Loss -0.7069, Sem 0.0694, dir -0.9701, norm 0.1938, swav 0.0000 LR: 9.284e-02 Score 97.837 Data time: 0.2114, Forward time: 2.2655, Backward time: 2.4431, DDP time: 0.0040, Total iter time: 4.9546 [2020-11-08 05:10:16,431][root][INFO] - ===> Epoch[397](397/1): Loss -0.6550, Sem 0.0676, dir -0.9611, norm 0.2385, swav 0.0000 LR: 9.283e-02 Score 97.929 Data time: 0.2213, Forward time: 2.2654, Backward time: 2.4441, DDP time: 0.0040, Total iter time: 5.3708 [2020-11-08 05:10:22,170][root][INFO] - ===> Epoch[398](398/1): Loss -0.6848, Sem 0.0697, dir -0.9669, norm 0.2124, swav 0.0000 LR: 9.281e-02 Score 97.896 Data time: 0.2666, Forward time: 2.2662, Backward time: 2.4448, DDP time: 0.0040, Total iter time: 5.6261 [2020-11-08 05:10:27,375][root][INFO] - ===> Epoch[399](399/1): Loss -0.6975, Sem 0.0663, dir -0.9713, norm 0.2076, swav 0.0000 LR: 9.279e-02 Score 97.958 Data time: 0.2437, Forward time: 2.2669, Backward time: 2.4444, DDP time: 0.0040, Total iter time: 5.0820 [2020-11-08 05:10:32,151][root][INFO] - ===> Epoch[400](400/1): Loss -0.6999, Sem 0.0700, dir -0.9690, norm 0.1992, swav 0.0000 LR: 9.277e-02 Score 97.857 Data time: 0.2299, Forward time: 2.2671, Backward time: 2.4433, DDP time: 0.0040, Total iter time: 4.6506 [2020-11-08 05:10:37,209][root][INFO] - ===> Epoch[401](401/1): Loss -0.7046, Sem 0.0660, dir -0.9703, norm 0.1997, swav 0.0000 LR: 9.275e-02 Score 97.928 Data time: 0.1823, Forward time: 2.2660, Backward time: 2.4443, DDP time: 0.0040, Total iter time: 4.9320 [2020-11-08 05:10:42,865][root][INFO] - ===> Epoch[402](402/1): Loss -0.7254, Sem 0.0639, dir -0.9739, norm 0.1846, swav 0.0000 LR: 9.274e-02 Score 97.988 Data time: 0.2249, Forward time: 2.2658, Backward time: 2.4459, DDP time: 0.0040, Total iter time: 5.5779 [2020-11-08 05:10:48,214][root][INFO] - ===> Epoch[403](403/1): Loss -0.7350, Sem 0.0637, dir -0.9758, norm 0.1770, swav 0.0000 LR: 9.272e-02 Score 98.021 Data time: 0.2505, Forward time: 2.2669, Backward time: 2.4455, DDP time: 0.0040, Total iter time: 5.2383 [2020-11-08 05:10:53,579][root][INFO] - ===> Epoch[404](404/1): Loss -0.7328, Sem 0.0651, dir -0.9745, norm 0.1767, swav 0.0000 LR: 9.270e-02 Score 97.999 Data time: 0.2454, Forward time: 2.2666, Backward time: 2.4462, DDP time: 0.0040, Total iter time: 5.2391 [2020-11-08 05:10:58,966][root][INFO] - ===> Epoch[405](405/1): Loss -0.6850, Sem 0.0672, dir -0.9673, norm 0.2151, swav 0.0000 LR: 9.268e-02 Score 97.928 Data time: 0.2342, Forward time: 2.2670, Backward time: 2.4466, DDP time: 0.0040, Total iter time: 5.2905 [2020-11-08 05:11:04,598][root][INFO] - ===> Epoch[406](406/1): Loss -0.6861, Sem 0.0669, dir -0.9657, norm 0.2128, swav 0.0000 LR: 9.266e-02 Score 97.920 Data time: 0.2851, Forward time: 2.2686, Backward time: 2.4462, DDP time: 0.0040, Total iter time: 5.4993 [2020-11-08 05:11:10,035][root][INFO] - ===> Epoch[407](407/1): Loss -0.7100, Sem 0.0734, dir -0.9731, norm 0.1898, swav 0.0000 LR: 9.264e-02 Score 97.679 Data time: 0.1702, Forward time: 2.2679, Backward time: 2.4477, DDP time: 0.0040, Total iter time: 5.2957 [2020-11-08 05:11:14,844][root][INFO] - ===> Epoch[408](408/1): Loss -0.7287, Sem 0.0634, dir -0.9741, norm 0.1820, swav 0.0000 LR: 9.263e-02 Score 98.006 Data time: 0.2016, Forward time: 2.2675, Backward time: 2.4474, DDP time: 0.0040, Total iter time: 4.7141 [2020-11-08 05:11:20,367][root][INFO] - ===> Epoch[409](409/1): Loss -0.7025, Sem 0.0602, dir -0.9674, norm 0.2047, swav 0.0000 LR: 9.261e-02 Score 98.108 Data time: 0.1876, Forward time: 2.2669, Backward time: 2.4491, DDP time: 0.0040, Total iter time: 5.4142 [2020-11-08 05:11:25,679][root][INFO] - ===> Epoch[410](410/1): Loss -0.6905, Sem 0.0665, dir -0.9700, norm 0.2130, swav 0.0000 LR: 9.259e-02 Score 97.899 Data time: 0.1998, Forward time: 2.2666, Backward time: 2.4500, DDP time: 0.0040, Total iter time: 5.2047 [2020-11-08 05:11:30,265][root][INFO] - ===> Epoch[411](411/1): Loss -0.7066, Sem 0.0665, dir -0.9713, norm 0.1982, swav 0.0000 LR: 9.257e-02 Score 97.988 Data time: 0.1892, Forward time: 2.2657, Backward time: 2.4497, DDP time: 0.0040, Total iter time: 4.4671 [2020-11-08 05:11:35,696][root][INFO] - ===> Epoch[412](412/1): Loss -0.7031, Sem 0.0641, dir -0.9712, norm 0.2040, swav 0.0000 LR: 9.255e-02 Score 98.028 Data time: 0.2481, Forward time: 2.2667, Backward time: 2.4496, DDP time: 0.0040, Total iter time: 5.3623 [2020-11-08 05:11:40,603][root][INFO] - ===> Epoch[413](413/1): Loss -0.6967, Sem 0.0618, dir -0.9652, norm 0.2066, swav 0.0000 LR: 9.254e-02 Score 98.054 Data time: 0.1825, Forward time: 2.2660, Backward time: 2.4498, DDP time: 0.0040, Total iter time: 4.7798 [2020-11-08 05:11:46,123][root][INFO] - ===> Epoch[414](414/1): Loss -0.7006, Sem 0.0658, dir -0.9704, norm 0.2039, swav 0.0000 LR: 9.252e-02 Score 97.962 Data time: 0.2021, Forward time: 2.2657, Backward time: 2.4511, DDP time: 0.0040, Total iter time: 5.4265 [2020-11-08 05:11:50,642][root][INFO] - ===> Epoch[415](415/1): Loss -0.7031, Sem 0.0678, dir -0.9718, norm 0.2009, swav 0.0000 LR: 9.250e-02 Score 97.867 Data time: 0.1779, Forward time: 2.2645, Backward time: 2.4510, DDP time: 0.0040, Total iter time: 4.4158 [2020-11-08 05:11:55,573][root][INFO] - ===> Epoch[416](416/1): Loss -0.6752, Sem 0.0668, dir -0.9647, norm 0.2227, swav 0.0000 LR: 9.248e-02 Score 97.901 Data time: 0.2228, Forward time: 2.2645, Backward time: 2.4507, DDP time: 0.0040, Total iter time: 4.8452 [2020-11-08 05:12:00,406][root][INFO] - ===> Epoch[417](417/1): Loss -0.6903, Sem 0.0682, dir -0.9685, norm 0.2101, swav 0.0000 LR: 9.246e-02 Score 97.909 Data time: 0.2308, Forward time: 2.2648, Backward time: 2.4497, DDP time: 0.0040, Total iter time: 4.7042 [2020-11-08 05:12:05,380][root][INFO] - ===> Epoch[418](418/1): Loss -0.7289, Sem 0.0659, dir -0.9740, norm 0.1792, swav 0.0000 LR: 9.245e-02 Score 97.912 Data time: 0.2059, Forward time: 2.2645, Backward time: 2.4496, DDP time: 0.0040, Total iter time: 4.8426 [2020-11-08 05:12:10,707][root][INFO] - ===> Epoch[419](419/1): Loss -0.7179, Sem 0.0659, dir -0.9760, norm 0.1922, swav 0.0000 LR: 9.243e-02 Score 97.938 Data time: 0.2261, Forward time: 2.2647, Backward time: 2.4500, DDP time: 0.0040, Total iter time: 5.2036 [2020-11-08 05:12:15,541][root][INFO] - ===> Epoch[420](420/1): Loss -0.7295, Sem 0.0601, dir -0.9732, norm 0.1836, swav 0.0000 LR: 9.241e-02 Score 98.140 Data time: 0.2092, Forward time: 2.2644, Backward time: 2.4496, DDP time: 0.0040, Total iter time: 4.7022 [2020-11-08 05:12:20,924][root][INFO] - ===> Epoch[421](421/1): Loss -0.6960, Sem 0.0663, dir -0.9716, norm 0.2093, swav 0.0000 LR: 9.239e-02 Score 97.955 Data time: 0.2153, Forward time: 2.2644, Backward time: 2.4503, DDP time: 0.0040, Total iter time: 5.2612 [2020-11-08 05:12:26,394][root][INFO] - ===> Epoch[422](422/1): Loss -0.7254, Sem 0.0648, dir -0.9757, norm 0.1856, swav 0.0000 LR: 9.237e-02 Score 97.981 Data time: 0.2135, Forward time: 2.2643, Backward time: 2.4512, DDP time: 0.0040, Total iter time: 5.3331 [2020-11-08 05:12:31,897][root][INFO] - ===> Epoch[423](423/1): Loss -0.7010, Sem 0.0704, dir -0.9736, norm 0.2022, swav 0.0000 LR: 9.235e-02 Score 97.819 Data time: 0.2159, Forward time: 2.2639, Backward time: 2.4525, DDP time: 0.0040, Total iter time: 5.3837 [2020-11-08 05:12:37,169][root][INFO] - ===> Epoch[424](424/1): Loss -0.7361, Sem 0.0616, dir -0.9770, norm 0.1793, swav 0.0000 LR: 9.234e-02 Score 98.078 Data time: 0.2651, Forward time: 2.2650, Backward time: 2.4517, DDP time: 0.0040, Total iter time: 5.1688 [2020-11-08 05:12:42,454][root][INFO] - ===> Epoch[425](425/1): Loss -0.7326, Sem 0.0662, dir -0.9783, norm 0.1794, swav 0.0000 LR: 9.232e-02 Score 97.934 Data time: 0.2336, Forward time: 2.2656, Backward time: 2.4516, DDP time: 0.0040, Total iter time: 5.1470 [2020-11-08 05:12:48,277][root][INFO] - ===> Epoch[426](426/1): Loss -0.6949, Sem 0.0682, dir -0.9691, norm 0.2060, swav 0.0000 LR: 9.230e-02 Score 97.836 Data time: 0.2083, Forward time: 2.2653, Backward time: 2.4534, DDP time: 0.0040, Total iter time: 5.6934 [2020-11-08 05:12:53,093][root][INFO] - ===> Epoch[427](427/1): Loss -0.6969, Sem 0.0611, dir -0.9658, norm 0.2078, swav 0.0000 LR: 9.228e-02 Score 98.055 Data time: 0.1727, Forward time: 2.2642, Backward time: 2.4539, DDP time: 0.0040, Total iter time: 4.7005 [2020-11-08 05:12:58,287][root][INFO] - ===> Epoch[428](428/1): Loss -0.6772, Sem 0.0658, dir -0.9675, norm 0.2245, swav 0.0000 LR: 9.226e-02 Score 97.926 Data time: 0.1832, Forward time: 2.2634, Backward time: 2.4550, DDP time: 0.0040, Total iter time: 5.0967 [2020-11-08 05:13:03,518][root][INFO] - ===> Epoch[429](429/1): Loss -0.7099, Sem 0.0664, dir -0.9734, norm 0.1970, swav 0.0000 LR: 9.225e-02 Score 97.923 Data time: 0.2179, Forward time: 2.2632, Backward time: 2.4555, DDP time: 0.0040, Total iter time: 5.1307 [2020-11-08 05:13:08,945][root][INFO] - ===> Epoch[430](430/1): Loss -0.7151, Sem 0.0654, dir -0.9717, norm 0.1913, swav 0.0000 LR: 9.223e-02 Score 97.958 Data time: 0.2611, Forward time: 2.2640, Backward time: 2.4553, DDP time: 0.0040, Total iter time: 5.3031 [2020-11-08 05:13:14,572][root][INFO] - ===> Epoch[431](431/1): Loss -0.6921, Sem 0.0658, dir -0.9713, norm 0.2134, swav 0.0000 LR: 9.221e-02 Score 97.966 Data time: 0.2390, Forward time: 2.2649, Backward time: 2.4556, DDP time: 0.0040, Total iter time: 5.4943 [2020-11-08 05:13:19,317][root][INFO] - ===> Epoch[432](432/1): Loss -0.6774, Sem 0.0690, dir -0.9642, norm 0.2178, swav 0.0000 LR: 9.219e-02 Score 97.838 Data time: 0.2225, Forward time: 2.2647, Backward time: 2.4549, DDP time: 0.0040, Total iter time: 4.5988 [2020-11-08 05:13:25,234][root][INFO] - ===> Epoch[433](433/1): Loss -0.6892, Sem 0.0676, dir -0.9650, norm 0.2082, swav 0.0000 LR: 9.217e-02 Score 97.885 Data time: 0.2187, Forward time: 2.2647, Backward time: 2.4567, DDP time: 0.0040, Total iter time: 5.7928 [2020-11-08 05:13:30,207][root][INFO] - ===> Epoch[434](434/1): Loss -0.7255, Sem 0.0636, dir -0.9757, norm 0.1866, swav 0.0000 LR: 9.215e-02 Score 98.030 Data time: 0.1792, Forward time: 2.2638, Backward time: 2.4573, DDP time: 0.0040, Total iter time: 4.8459 [2020-11-08 05:13:35,455][root][INFO] - ===> Epoch[435](435/1): Loss -0.7073, Sem 0.0675, dir -0.9731, norm 0.1983, swav 0.0000 LR: 9.214e-02 Score 97.838 Data time: 0.2222, Forward time: 2.2638, Backward time: 2.4577, DDP time: 0.0040, Total iter time: 5.1693 [2020-11-08 05:13:40,439][root][INFO] - ===> Epoch[436](436/1): Loss -0.6557, Sem 0.0669, dir -0.9585, norm 0.2360, swav 0.0000 LR: 9.212e-02 Score 97.904 Data time: 0.2109, Forward time: 2.2637, Backward time: 2.4575, DDP time: 0.0040, Total iter time: 4.8403 [2020-11-08 05:13:45,435][root][INFO] - ===> Epoch[437](437/1): Loss -0.7024, Sem 0.0642, dir -0.9715, norm 0.2050, swav 0.0000 LR: 9.210e-02 Score 97.963 Data time: 0.2122, Forward time: 2.2635, Backward time: 2.4575, DDP time: 0.0040, Total iter time: 4.8768 [2020-11-08 05:13:50,277][root][INFO] - ===> Epoch[438](438/1): Loss -0.7184, Sem 0.0644, dir -0.9756, norm 0.1929, swav 0.0000 LR: 9.208e-02 Score 97.947 Data time: 0.2341, Forward time: 2.2638, Backward time: 2.4566, DDP time: 0.0040, Total iter time: 4.7151 [2020-11-08 05:13:54,879][root][INFO] - ===> Epoch[439](439/1): Loss -0.7067, Sem 0.0705, dir -0.9711, norm 0.1939, swav 0.0000 LR: 9.206e-02 Score 97.817 Data time: 0.2306, Forward time: 2.2640, Backward time: 2.4552, DDP time: 0.0040, Total iter time: 4.4628 [2020-11-08 05:13:59,858][root][INFO] - ===> Epoch[440](440/1): Loss -0.6871, Sem 0.0651, dir -0.9685, norm 0.2163, swav 0.0000 LR: 9.205e-02 Score 97.981 Data time: 0.2374, Forward time: 2.2645, Backward time: 2.4544, DDP time: 0.0040, Total iter time: 4.8501 [2020-11-08 05:14:05,299][root][INFO] - ===> Epoch[441](441/1): Loss -0.7350, Sem 0.0636, dir -0.9757, norm 0.1772, swav 0.0000 LR: 9.203e-02 Score 97.967 Data time: 0.2217, Forward time: 2.2644, Backward time: 2.4551, DDP time: 0.0040, Total iter time: 5.3124 [2020-11-08 05:14:10,233][root][INFO] - ===> Epoch[442](442/1): Loss -0.7134, Sem 0.0601, dir -0.9740, norm 0.2005, swav 0.0000 LR: 9.201e-02 Score 98.061 Data time: 0.2063, Forward time: 2.2641, Backward time: 2.4552, DDP time: 0.0040, Total iter time: 4.8288 [2020-11-08 05:14:15,888][root][INFO] - ===> Epoch[443](443/1): Loss -0.6978, Sem 0.0694, dir -0.9706, norm 0.2035, swav 0.0000 LR: 9.199e-02 Score 97.761 Data time: 0.2364, Forward time: 2.2646, Backward time: 2.4558, DDP time: 0.0041, Total iter time: 5.5482 [2020-11-08 05:14:20,406][root][INFO] - ===> Epoch[444](444/1): Loss -0.7144, Sem 0.0636, dir -0.9720, norm 0.1940, swav 0.0000 LR: 9.197e-02 Score 98.004 Data time: 0.1642, Forward time: 2.2635, Backward time: 2.4557, DDP time: 0.0041, Total iter time: 4.3868 [2020-11-08 05:14:25,474][root][INFO] - ===> Epoch[445](445/1): Loss -0.7244, Sem 0.0634, dir -0.9725, norm 0.1848, swav 0.0000 LR: 9.195e-02 Score 97.987 Data time: 0.2088, Forward time: 2.2632, Backward time: 2.4560, DDP time: 0.0041, Total iter time: 4.9640 [2020-11-08 05:14:30,179][root][INFO] - ===> Epoch[446](446/1): Loss -0.7297, Sem 0.0631, dir -0.9733, norm 0.1804, swav 0.0000 LR: 9.194e-02 Score 97.998 Data time: 0.2568, Forward time: 2.2636, Backward time: 2.4546, DDP time: 0.0041, Total iter time: 4.5850 [2020-11-08 05:14:35,032][root][INFO] - ===> Epoch[447](447/1): Loss -0.7112, Sem 0.0632, dir -0.9700, norm 0.1957, swav 0.0000 LR: 9.192e-02 Score 98.010 Data time: 0.2432, Forward time: 2.2641, Backward time: 2.4536, DDP time: 0.0041, Total iter time: 4.7274 [2020-11-08 05:14:40,572][root][INFO] - ===> Epoch[448](448/1): Loss -0.7203, Sem 0.0660, dir -0.9717, norm 0.1854, swav 0.0000 LR: 9.190e-02 Score 97.939 Data time: 0.2291, Forward time: 2.2641, Backward time: 2.4545, DDP time: 0.0041, Total iter time: 5.4036 [2020-11-08 05:14:46,575][root][INFO] - ===> Epoch[449](449/1): Loss -0.7211, Sem 0.0630, dir -0.9697, norm 0.1856, swav 0.0000 LR: 9.188e-02 Score 97.982 Data time: 0.1976, Forward time: 2.2634, Backward time: 2.4570, DDP time: 0.0041, Total iter time: 5.8655 [2020-11-08 05:14:51,430][root][INFO] - ===> Epoch[450](450/1): Loss -0.7082, Sem 0.0585, dir -0.9688, norm 0.2021, swav 0.0000 LR: 9.186e-02 Score 98.098 Data time: 0.1837, Forward time: 2.2627, Backward time: 2.4572, DDP time: 0.0041, Total iter time: 4.7530 [2020-11-08 05:14:56,190][root][INFO] - ===> Epoch[451](451/1): Loss -0.7413, Sem 0.0607, dir -0.9763, norm 0.1743, swav 0.0000 LR: 9.185e-02 Score 98.062 Data time: 0.2113, Forward time: 2.2626, Backward time: 2.4567, DDP time: 0.0041, Total iter time: 4.6620 [2020-11-08 05:15:01,615][root][INFO] - ===> Epoch[452](452/1): Loss -0.7250, Sem 0.0638, dir -0.9737, norm 0.1850, swav 0.0000 LR: 9.183e-02 Score 97.967 Data time: 0.3132, Forward time: 2.2636, Backward time: 2.4562, DDP time: 0.0041, Total iter time: 5.2980 [2020-11-08 05:15:07,117][root][INFO] - ===> Epoch[453](453/1): Loss -0.6884, Sem 0.0671, dir -0.9693, norm 0.2138, swav 0.0000 LR: 9.181e-02 Score 97.815 Data time: 0.2149, Forward time: 2.2637, Backward time: 2.4569, DDP time: 0.0041, Total iter time: 5.3649 [2020-11-08 05:15:11,610][root][INFO] - ===> Epoch[454](454/1): Loss -0.7294, Sem 0.0641, dir -0.9738, norm 0.1803, swav 0.0000 LR: 9.179e-02 Score 97.969 Data time: 0.2436, Forward time: 2.2638, Backward time: 2.4555, DDP time: 0.0041, Total iter time: 4.3791 [2020-11-08 05:15:16,836][root][INFO] - ===> Epoch[455](455/1): Loss -0.7318, Sem 0.0606, dir -0.9773, norm 0.1849, swav 0.0000 LR: 9.177e-02 Score 98.048 Data time: 0.2274, Forward time: 2.2640, Backward time: 2.4555, DDP time: 0.0041, Total iter time: 5.1185 [2020-11-08 05:15:21,549][root][INFO] - ===> Epoch[456](456/1): Loss -0.7328, Sem 0.0601, dir -0.9750, norm 0.1821, swav 0.0000 LR: 9.175e-02 Score 98.058 Data time: 0.2265, Forward time: 2.2644, Backward time: 2.4542, DDP time: 0.0041, Total iter time: 4.5652 [2020-11-08 05:15:26,769][root][INFO] - ===> Epoch[457](457/1): Loss -0.7281, Sem 0.0628, dir -0.9750, norm 0.1841, swav 0.0000 LR: 9.174e-02 Score 98.008 Data time: 0.2227, Forward time: 2.2647, Backward time: 2.4542, DDP time: 0.0041, Total iter time: 5.0690 [2020-11-08 05:15:31,881][root][INFO] - ===> Epoch[458](458/1): Loss -0.7190, Sem 0.0621, dir -0.9724, norm 0.1913, swav 0.0000 LR: 9.172e-02 Score 98.035 Data time: 0.2231, Forward time: 2.2648, Backward time: 2.4540, DDP time: 0.0041, Total iter time: 4.9839 [2020-11-08 05:15:36,776][root][INFO] - ===> Epoch[459](459/1): Loss -0.7276, Sem 0.0612, dir -0.9733, norm 0.1845, swav 0.0000 LR: 9.170e-02 Score 98.012 Data time: 0.2065, Forward time: 2.2643, Backward time: 2.4540, DDP time: 0.0041, Total iter time: 4.7587 [2020-11-08 05:15:41,462][root][INFO] - ===> Epoch[460](460/1): Loss -0.7257, Sem 0.0571, dir -0.9713, norm 0.1885, swav 0.0000 LR: 9.168e-02 Score 98.158 Data time: 0.2255, Forward time: 2.2647, Backward time: 2.4528, DDP time: 0.0041, Total iter time: 4.5699 [2020-11-08 05:15:46,191][root][INFO] - ===> Epoch[461](461/1): Loss -0.7038, Sem 0.0577, dir -0.9692, norm 0.2077, swav 0.0000 LR: 9.166e-02 Score 98.125 Data time: 0.2227, Forward time: 2.2651, Backward time: 2.4516, DDP time: 0.0041, Total iter time: 4.6018 [2020-11-08 05:15:51,011][root][INFO] - ===> Epoch[462](462/1): Loss -0.6984, Sem 0.0624, dir -0.9671, norm 0.2064, swav 0.0000 LR: 9.165e-02 Score 97.960 Data time: 0.1641, Forward time: 2.2639, Backward time: 2.4523, DDP time: 0.0041, Total iter time: 4.6889 [2020-11-08 05:15:56,168][root][INFO] - ===> Epoch[463](463/1): Loss -0.7219, Sem 0.0567, dir -0.9702, norm 0.1916, swav 0.0000 LR: 9.163e-02 Score 98.131 Data time: 0.2194, Forward time: 2.2639, Backward time: 2.4524, DDP time: 0.0041, Total iter time: 5.0494 [2020-11-08 05:16:01,334][root][INFO] - ===> Epoch[464](464/1): Loss -0.7361, Sem 0.0579, dir -0.9762, norm 0.1822, swav 0.0000 LR: 9.161e-02 Score 98.122 Data time: 0.1881, Forward time: 2.2631, Backward time: 2.4533, DDP time: 0.0041, Total iter time: 5.0277 [2020-11-08 05:16:05,804][root][INFO] - ===> Epoch[465](465/1): Loss -0.7094, Sem 0.0597, dir -0.9697, norm 0.2006, swav 0.0000 LR: 9.159e-02 Score 98.068 Data time: 0.2167, Forward time: 2.2632, Backward time: 2.4519, DDP time: 0.0041, Total iter time: 4.3718 [2020-11-08 05:16:10,976][root][INFO] - ===> Epoch[466](466/1): Loss -0.6577, Sem 0.0680, dir -0.9639, norm 0.2382, swav 0.0000 LR: 9.157e-02 Score 97.876 Data time: 0.2310, Forward time: 2.2635, Backward time: 2.4518, DDP time: 0.0041, Total iter time: 5.0565 [2020-11-08 05:16:16,106][root][INFO] - ===> Epoch[467](467/1): Loss -0.7105, Sem 0.0615, dir -0.9716, norm 0.1996, swav 0.0000 LR: 9.156e-02 Score 98.003 Data time: 0.1998, Forward time: 2.2628, Backward time: 2.4524, DDP time: 0.0041, Total iter time: 4.9895 [2020-11-08 05:16:21,566][root][INFO] - ===> Epoch[468](468/1): Loss -0.7198, Sem 0.0574, dir -0.9725, norm 0.1953, swav 0.0000 LR: 9.154e-02 Score 98.148 Data time: 0.2293, Forward time: 2.2632, Backward time: 2.4528, DDP time: 0.0041, Total iter time: 5.3297 [2020-11-08 05:16:27,239][root][INFO] - ===> Epoch[469](469/1): Loss -0.6999, Sem 0.0615, dir -0.9648, norm 0.2034, swav 0.0000 LR: 9.152e-02 Score 98.021 Data time: 0.2578, Forward time: 2.2642, Backward time: 2.4529, DDP time: 0.0041, Total iter time: 5.5410 [2020-11-08 05:16:32,019][root][INFO] - ===> Epoch[470](470/1): Loss -0.7303, Sem 0.0585, dir -0.9736, norm 0.1847, swav 0.0000 LR: 9.150e-02 Score 98.067 Data time: 0.2326, Forward time: 2.2646, Backward time: 2.4518, DDP time: 0.0041, Total iter time: 4.6432 [2020-11-08 05:16:36,851][root][INFO] - ===> Epoch[471](471/1): Loss -0.6954, Sem 0.0590, dir -0.9649, norm 0.2105, swav 0.0000 LR: 9.148e-02 Score 98.073 Data time: 0.2397, Forward time: 2.2652, Backward time: 2.4507, DDP time: 0.0041, Total iter time: 4.7148 [2020-11-08 05:16:42,636][root][INFO] - ===> Epoch[472](472/1): Loss -0.6712, Sem 0.0648, dir -0.9638, norm 0.2278, swav 0.0000 LR: 9.146e-02 Score 97.926 Data time: 0.2094, Forward time: 2.2653, Backward time: 2.4520, DDP time: 0.0041, Total iter time: 5.6634 [2020-11-08 05:16:48,028][root][INFO] - ===> Epoch[473](473/1): Loss -0.7013, Sem 0.0587, dir -0.9696, norm 0.2096, swav 0.0000 LR: 9.145e-02 Score 98.104 Data time: 0.1951, Forward time: 2.2645, Backward time: 2.4533, DDP time: 0.0041, Total iter time: 5.2778 [2020-11-08 05:16:52,960][root][INFO] - ===> Epoch[474](474/1): Loss -0.6913, Sem 0.0594, dir -0.9705, norm 0.2198, swav 0.0000 LR: 9.143e-02 Score 98.058 Data time: 0.2516, Forward time: 2.2651, Backward time: 2.4524, DDP time: 0.0041, Total iter time: 4.8404 [2020-11-08 05:16:57,526][root][INFO] - ===> Epoch[475](475/1): Loss -0.6980, Sem 0.0577, dir -0.9631, norm 0.2074, swav 0.0000 LR: 9.141e-02 Score 98.103 Data time: 0.1858, Forward time: 2.2643, Backward time: 2.4521, DDP time: 0.0041, Total iter time: 4.4362 [2020-11-08 05:17:02,534][root][INFO] - ===> Epoch[476](476/1): Loss -0.7358, Sem 0.0596, dir -0.9747, norm 0.1792, swav 0.0000 LR: 9.139e-02 Score 98.093 Data time: 0.2544, Forward time: 2.2650, Backward time: 2.4512, DDP time: 0.0041, Total iter time: 4.9026 [2020-11-08 05:17:07,607][root][INFO] - ===> Epoch[477](477/1): Loss -0.7118, Sem 0.0625, dir -0.9754, norm 0.2012, swav 0.0000 LR: 9.137e-02 Score 97.982 Data time: 0.2331, Forward time: 2.2656, Backward time: 2.4505, DDP time: 0.0041, Total iter time: 4.9479 [2020-11-08 05:17:12,403][root][INFO] - ===> Epoch[478](478/1): Loss -0.7073, Sem 0.0612, dir -0.9736, norm 0.2051, swav 0.0000 LR: 9.136e-02 Score 98.053 Data time: 0.2093, Forward time: 2.2659, Backward time: 2.4497, DDP time: 0.0041, Total iter time: 4.6816 [2020-11-08 05:17:17,736][root][INFO] - ===> Epoch[479](479/1): Loss -0.7256, Sem 0.0584, dir -0.9734, norm 0.1893, swav 0.0000 LR: 9.134e-02 Score 98.117 Data time: 0.2249, Forward time: 2.2659, Backward time: 2.4501, DDP time: 0.0041, Total iter time: 5.2099 [2020-11-08 05:17:22,635][root][INFO] - ===> Epoch[480](480/1): Loss -0.6880, Sem 0.0575, dir -0.9676, norm 0.2220, swav 0.0000 LR: 9.132e-02 Score 98.159 Data time: 0.2029, Forward time: 2.2657, Backward time: 2.4500, DDP time: 0.0041, Total iter time: 4.8012 [2020-11-08 05:17:28,276][root][INFO] - ===> Epoch[481](481/1): Loss -0.6944, Sem 0.0560, dir -0.9629, norm 0.2125, swav 0.0000 LR: 9.130e-02 Score 98.157 Data time: 0.2005, Forward time: 2.2654, Backward time: 2.4514, DDP time: 0.0041, Total iter time: 5.5356 [2020-11-08 05:17:33,412][root][INFO] - ===> Epoch[482](482/1): Loss -0.7350, Sem 0.0569, dir -0.9765, norm 0.1845, swav 0.0000 LR: 9.128e-02 Score 98.150 Data time: 0.2381, Forward time: 2.2658, Backward time: 2.4511, DDP time: 0.0041, Total iter time: 5.0155 [2020-11-08 05:17:38,427][root][INFO] - ===> Epoch[483](483/1): Loss -0.7009, Sem 0.0593, dir -0.9645, norm 0.2043, swav 0.0000 LR: 9.126e-02 Score 98.117 Data time: 0.2467, Forward time: 2.2666, Backward time: 2.4501, DDP time: 0.0041, Total iter time: 4.8802 [2020-11-08 05:17:43,739][root][INFO] - ===> Epoch[484](484/1): Loss -0.7047, Sem 0.0582, dir -0.9710, norm 0.2081, swav 0.0000 LR: 9.125e-02 Score 98.114 Data time: 0.1809, Forward time: 2.2659, Backward time: 2.4512, DDP time: 0.0041, Total iter time: 5.1799 [2020-11-08 05:17:48,553][root][INFO] - ===> Epoch[485](485/1): Loss -0.7259, Sem 0.0573, dir -0.9740, norm 0.1907, swav 0.0000 LR: 9.123e-02 Score 98.158 Data time: 0.2187, Forward time: 2.2660, Backward time: 2.4505, DDP time: 0.0041, Total iter time: 4.7158 [2020-11-08 05:17:52,875][root][INFO] - ===> Epoch[486](486/1): Loss -0.6917, Sem 0.0580, dir -0.9633, norm 0.2136, swav 0.0000 LR: 9.121e-02 Score 98.144 Data time: 0.1954, Forward time: 2.2655, Backward time: 2.4494, DDP time: 0.0041, Total iter time: 4.1933 [2020-11-08 05:17:58,006][root][INFO] - ===> Epoch[487](487/1): Loss -0.7408, Sem 0.0590, dir -0.9751, norm 0.1753, swav 0.0000 LR: 9.119e-02 Score 98.091 Data time: 0.2489, Forward time: 2.2663, Backward time: 2.4487, DDP time: 0.0041, Total iter time: 5.0116 [2020-11-08 05:18:02,973][root][INFO] - ===> Epoch[488](488/1): Loss -0.7307, Sem 0.0613, dir -0.9731, norm 0.1811, swav 0.0000 LR: 9.117e-02 Score 98.040 Data time: 0.2316, Forward time: 2.2667, Backward time: 2.4481, DDP time: 0.0041, Total iter time: 4.8442 [2020-11-08 05:18:08,492][root][INFO] - ===> Epoch[489](489/1): Loss -0.7059, Sem 0.0586, dir -0.9681, norm 0.2036, swav 0.0000 LR: 9.116e-02 Score 98.134 Data time: 0.2511, Forward time: 2.2669, Backward time: 2.4486, DDP time: 0.0041, Total iter time: 5.4015 [2020-11-08 05:18:13,391][root][INFO] - ===> Epoch[490](490/1): Loss -0.7510, Sem 0.0577, dir -0.9793, norm 0.1705, swav 0.0000 LR: 9.114e-02 Score 98.116 Data time: 0.2306, Forward time: 2.2675, Backward time: 2.4477, DDP time: 0.0041, Total iter time: 4.7844 [2020-11-08 05:18:17,937][root][INFO] - ===> Epoch[491](491/1): Loss -0.7384, Sem 0.0652, dir -0.9764, norm 0.1727, swav 0.0000 LR: 9.112e-02 Score 97.922 Data time: 0.2298, Forward time: 2.2676, Backward time: 2.4465, DDP time: 0.0041, Total iter time: 4.4260 [2020-11-08 05:18:23,019][root][INFO] - ===> Epoch[492](492/1): Loss -0.7030, Sem 0.0576, dir -0.9706, norm 0.2100, swav 0.0000 LR: 9.110e-02 Score 98.087 Data time: 0.2486, Forward time: 2.2684, Backward time: 2.4456, DDP time: 0.0041, Total iter time: 4.9675 [2020-11-08 05:18:28,355][root][INFO] - ===> Epoch[493](493/1): Loss -0.7296, Sem 0.0568, dir -0.9713, norm 0.1849, swav 0.0000 LR: 9.108e-02 Score 98.153 Data time: 0.2100, Forward time: 2.2683, Backward time: 2.4461, DDP time: 0.0041, Total iter time: 5.1885 [2020-11-08 05:18:33,271][root][INFO] - ===> Epoch[494](494/1): Loss -0.7389, Sem 0.0569, dir -0.9752, norm 0.1794, swav 0.0000 LR: 9.106e-02 Score 98.133 Data time: 0.2212, Forward time: 2.2684, Backward time: 2.4457, DDP time: 0.0041, Total iter time: 4.7975 [2020-11-08 05:18:37,916][root][INFO] - ===> Epoch[495](495/1): Loss -0.7284, Sem 0.0592, dir -0.9746, norm 0.1870, swav 0.0000 LR: 9.105e-02 Score 98.080 Data time: 0.1836, Forward time: 2.2678, Backward time: 2.4454, DDP time: 0.0041, Total iter time: 4.5309 [2020-11-08 05:18:43,369][root][INFO] - ===> Epoch[496](496/1): Loss -0.7452, Sem 0.0595, dir -0.9757, norm 0.1710, swav 0.0000 LR: 9.103e-02 Score 98.128 Data time: 0.2284, Forward time: 2.2679, Backward time: 2.4460, DDP time: 0.0041, Total iter time: 5.3469 [2020-11-08 05:18:47,990][root][INFO] - ===> Epoch[497](497/1): Loss -0.7340, Sem 0.0585, dir -0.9727, norm 0.1801, swav 0.0000 LR: 9.101e-02 Score 98.097 Data time: 0.1896, Forward time: 2.2677, Backward time: 2.4453, DDP time: 0.0041, Total iter time: 4.4985 [2020-11-08 05:18:53,452][root][INFO] - ===> Epoch[498](498/1): Loss -0.7357, Sem 0.0557, dir -0.9740, norm 0.1826, swav 0.0000 LR: 9.099e-02 Score 98.158 Data time: 0.2133, Forward time: 2.2679, Backward time: 2.4459, DDP time: 0.0041, Total iter time: 5.3486 [2020-11-08 05:18:57,848][root][INFO] - ===> Epoch[499](499/1): Loss -0.7272, Sem 0.0568, dir -0.9740, norm 0.1900, swav 0.0000 LR: 9.097e-02 Score 98.149 Data time: 0.1941, Forward time: 2.2678, Backward time: 2.4446, DDP time: 0.0041, Total iter time: 4.2768 [2020-11-08 05:19:03,120][root][INFO] - ===> Epoch[500](500/1): Loss -0.7236, Sem 0.0603, dir -0.9769, norm 0.1929, swav 0.0000 LR: 9.096e-02 Score 98.047 Data time: 0.1760, Forward time: 2.2668, Backward time: 2.4460, DDP time: 0.0041, Total iter time: 5.1655 [2020-11-08 05:19:03,834][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 05:19:03,986][root][INFO] - ===> Start testing [2020-11-08 05:20:33,492][root][INFO] - 101/312: Data time: 0.0077, Iter time: 0.2707 Loss 2.864 (AVG: 2.120) Score 72.408 (AVG: 72.221) mIOU 27.365 mAP 37.646 mAcc 37.306 IOU: 70.049 93.243 20.013 47.969 62.920 43.169 44.422 23.883 7.249 34.978 11.161 11.874 25.570 28.666 12.419 0.000 0.000 0.000 0.000 9.722 mAP: 73.393 94.082 22.981 47.019 67.164 64.072 54.872 37.187 23.700 46.636 28.728 27.330 37.163 44.526 20.327 6.663 4.376 14.146 15.015 23.544 mAcc: 88.089 98.052 29.653 51.468 76.734 54.169 66.545 38.673 7.950 48.430 30.169 30.098 39.957 41.790 27.415 0.000 0.000 0.000 0.000 16.927 [2020-11-08 05:21:54,596][root][INFO] - 201/312: Data time: 0.0043, Iter time: 0.1820 Loss 2.792 (AVG: 2.226) Score 66.388 (AVG: 71.907) mIOU 27.679 mAP 38.534 mAcc 38.152 IOU: 68.857 93.538 21.464 39.984 60.852 40.951 40.437 25.522 9.477 45.597 12.005 15.134 24.721 32.594 11.099 0.000 0.000 0.016 0.000 11.324 mAP: 71.557 95.201 28.251 48.420 68.619 64.928 50.084 36.131 24.429 48.176 31.040 30.302 38.698 44.650 25.391 5.519 4.617 14.974 14.876 24.815 mAcc: 88.537 98.166 31.834 44.761 74.826 49.708 61.415 40.364 10.576 59.184 32.152 37.960 43.193 43.475 29.557 0.000 0.000 0.016 0.000 17.316 [2020-11-08 05:23:24,330][root][INFO] - 301/312: Data time: 0.0061, Iter time: 0.3194 Loss 0.206 (AVG: 2.172) Score 95.267 (AVG: 72.435) mIOU 28.549 mAP 39.343 mAcc 39.235 IOU: 69.368 93.595 21.522 46.238 62.683 43.731 42.352 27.495 8.780 43.932 12.805 16.224 24.549 36.711 10.132 0.000 0.000 0.012 0.000 10.848 mAP: 71.990 94.420 28.727 51.946 69.514 67.270 51.908 38.886 22.311 49.166 33.607 30.842 39.708 49.208 26.038 5.752 3.967 14.109 13.948 23.542 mAcc: 88.739 98.207 30.602 53.545 77.307 50.954 63.383 42.137 9.780 58.654 33.233 39.653 43.933 48.743 29.765 0.000 0.000 0.012 0.000 16.049 [2020-11-08 05:23:34,942][root][INFO] - 312/312: Data time: 0.0038, Iter time: 0.3440 Loss 5.917 (AVG: 2.189) Score 53.045 (AVG: 72.296) mIOU 28.264 mAP 39.140 mAcc 38.947 IOU: 69.425 93.550 21.844 44.211 61.761 42.775 41.667 27.430 8.920 42.783 13.283 16.063 24.369 36.113 10.126 0.000 0.000 0.011 0.000 10.942 mAP: 72.198 94.343 28.420 50.442 68.965 67.384 50.765 38.907 22.496 48.920 33.720 30.735 39.700 48.763 26.050 6.183 3.916 13.744 13.546 23.601 mAcc: 88.836 98.211 31.063 51.001 76.917 49.839 63.102 41.887 9.974 56.668 33.858 39.176 44.133 48.340 29.745 0.000 0.000 0.011 0.000 16.175 [2020-11-08 05:23:34,943][root][INFO] - Finished test. Elapsed time: 270.9550 [2020-11-08 05:23:48,764][root][INFO] - [2020-11-08 05:23:48,766][root][INFO] - ################################################################ [2020-11-08 05:23:48,766][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 05:23:48,766][root][INFO] - ################################################################ [2020-11-08 05:23:48,766][root][INFO] - cabinet : 0.006 0.020 0.076 [2020-11-08 05:23:48,766][root][INFO] - bed : 0.179 0.394 0.487 [2020-11-08 05:23:48,766][root][INFO] - chair : 0.451 0.640 0.753 [2020-11-08 05:23:48,766][root][INFO] - sofa : 0.144 0.328 0.580 [2020-11-08 05:23:48,766][root][INFO] - table : 0.095 0.195 0.326 [2020-11-08 05:23:48,766][root][INFO] - door : 0.070 0.143 0.246 [2020-11-08 05:23:48,766][root][INFO] - window : 0.000 0.000 0.009 [2020-11-08 05:23:48,766][root][INFO] - bookshelf : 0.013 0.037 0.179 [2020-11-08 05:23:48,766][root][INFO] - picture : 0.048 0.121 0.203 [2020-11-08 05:23:48,766][root][INFO] - counter : 0.000 0.000 0.030 [2020-11-08 05:23:48,766][root][INFO] - desk : 0.004 0.020 0.164 [2020-11-08 05:23:48,766][root][INFO] - curtain : 0.047 0.132 0.302 [2020-11-08 05:23:48,766][root][INFO] - refrigerator : 0.023 0.076 0.141 [2020-11-08 05:23:48,767][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 05:23:48,767][root][INFO] - toilet : 0.000 0.000 0.000 [2020-11-08 05:23:48,767][root][INFO] - sink : 0.000 0.000 0.000 [2020-11-08 05:23:48,767][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-08 05:23:48,767][root][INFO] - otherfurniture : 0.059 0.095 0.159 [2020-11-08 05:23:48,767][root][INFO] - ---------------------------------------------------------------- [2020-11-08 05:23:48,767][root][INFO] - average : 0.063 0.122 0.203 [2020-11-08 05:23:48,767][root][INFO] - [2020-11-08 05:23:49,076][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 05:23:49,881][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 05:23:50,071][root][INFO] - Current best mIoU: 28.264 at iter 500 [2020-11-08 05:23:54,290][root][INFO] - ===> Epoch[501](501/1): Loss -0.7464, Sem 0.0548, dir -0.9760, norm 0.1747, swav 0.0000 LR: 9.094e-02 Score 98.197 Data time: 0.2082, Forward time: 2.2665, Backward time: 2.4448, DDP time: 0.0041, Total iter time: 4.2147 [2020-11-08 05:23:59,398][root][INFO] - ===> Epoch[502](502/1): Loss -0.7378, Sem 0.0573, dir -0.9731, norm 0.1781, swav 0.0000 LR: 9.092e-02 Score 98.118 Data time: 0.2324, Forward time: 2.2667, Backward time: 2.4446, DDP time: 0.0041, Total iter time: 4.9773 [2020-11-08 05:24:04,555][root][INFO] - ===> Epoch[503](503/1): Loss -0.7178, Sem 0.0580, dir -0.9713, norm 0.1955, swav 0.0000 LR: 9.090e-02 Score 98.124 Data time: 0.2171, Forward time: 2.2667, Backward time: 2.4447, DDP time: 0.0041, Total iter time: 5.0352 [2020-11-08 05:24:09,829][root][INFO] - ===> Epoch[504](504/1): Loss -0.7523, Sem 0.0580, dir -0.9756, norm 0.1652, swav 0.0000 LR: 9.088e-02 Score 98.094 Data time: 0.1820, Forward time: 2.2662, Backward time: 2.4456, DDP time: 0.0041, Total iter time: 5.1590 [2020-11-08 05:24:14,724][root][INFO] - ===> Epoch[505](505/1): Loss -0.7301, Sem 0.0555, dir -0.9743, norm 0.1886, swav 0.0000 LR: 9.086e-02 Score 98.166 Data time: 0.2262, Forward time: 2.2661, Backward time: 2.4453, DDP time: 0.0041, Total iter time: 4.7779 [2020-11-08 05:24:19,812][root][INFO] - ===> Epoch[506](506/1): Loss -0.7345, Sem 0.0558, dir -0.9738, norm 0.1836, swav 0.0000 LR: 9.085e-02 Score 98.147 Data time: 0.1961, Forward time: 2.2656, Backward time: 2.4458, DDP time: 0.0041, Total iter time: 4.9607 [2020-11-08 05:24:24,663][root][INFO] - ===> Epoch[507](507/1): Loss -0.7335, Sem 0.0606, dir -0.9744, norm 0.1802, swav 0.0000 LR: 9.083e-02 Score 98.019 Data time: 0.1799, Forward time: 2.2650, Backward time: 2.4459, DDP time: 0.0041, Total iter time: 4.7510 [2020-11-08 05:24:29,644][root][INFO] - ===> Epoch[508](508/1): Loss -0.7607, Sem 0.0525, dir -0.9804, norm 0.1673, swav 0.0000 LR: 9.081e-02 Score 98.247 Data time: 0.1993, Forward time: 2.2650, Backward time: 2.4458, DDP time: 0.0041, Total iter time: 4.8812 [2020-11-08 05:24:35,147][root][INFO] - ===> Epoch[509](509/1): Loss -0.7375, Sem 0.0533, dir -0.9760, norm 0.1853, swav 0.0000 LR: 9.079e-02 Score 98.232 Data time: 0.2067, Forward time: 2.2649, Backward time: 2.4467, DDP time: 0.0041, Total iter time: 5.3818 [2020-11-08 05:24:39,804][root][INFO] - ===> Epoch[510](510/1): Loss -0.7410, Sem 0.0573, dir -0.9754, norm 0.1771, swav 0.0000 LR: 9.077e-02 Score 98.103 Data time: 0.1705, Forward time: 2.2641, Backward time: 2.4467, DDP time: 0.0041, Total iter time: 4.5244 [2020-11-08 05:24:45,215][root][INFO] - ===> Epoch[511](511/1): Loss -0.7128, Sem 0.0605, dir -0.9714, norm 0.1981, swav 0.0000 LR: 9.075e-02 Score 98.072 Data time: 0.2041, Forward time: 2.2638, Backward time: 2.4476, DDP time: 0.0041, Total iter time: 5.3115 [2020-11-08 05:24:50,425][root][INFO] - ===> Epoch[512](512/1): Loss -0.7513, Sem 0.0521, dir -0.9743, norm 0.1708, swav 0.0000 LR: 9.074e-02 Score 98.281 Data time: 0.1993, Forward time: 2.2634, Backward time: 2.4481, DDP time: 0.0041, Total iter time: 5.0840 [2020-11-08 05:24:55,303][root][INFO] - ===> Epoch[513](513/1): Loss -0.7583, Sem 0.0559, dir -0.9795, norm 0.1653, swav 0.0000 LR: 9.072e-02 Score 98.149 Data time: 0.2508, Forward time: 2.2631, Backward time: 2.4480, DDP time: 0.0041, Total iter time: 4.7605 [2020-11-08 05:25:00,686][root][INFO] - ===> Epoch[514](514/1): Loss -0.7553, Sem 0.0567, dir -0.9779, norm 0.1659, swav 0.0000 LR: 9.070e-02 Score 98.122 Data time: 0.2729, Forward time: 2.2641, Backward time: 2.4475, DDP time: 0.0041, Total iter time: 5.2506 [2020-11-08 05:25:05,763][root][INFO] - ===> Epoch[515](515/1): Loss -0.7507, Sem 0.0567, dir -0.9762, norm 0.1688, swav 0.0000 LR: 9.068e-02 Score 98.120 Data time: 0.2281, Forward time: 2.2648, Backward time: 2.4467, DDP time: 0.0041, Total iter time: 4.9322 [2020-11-08 05:25:11,079][root][INFO] - ===> Epoch[516](516/1): Loss -0.7402, Sem 0.0566, dir -0.9764, norm 0.1796, swav 0.0000 LR: 9.066e-02 Score 98.154 Data time: 0.1765, Forward time: 2.2641, Backward time: 2.4478, DDP time: 0.0041, Total iter time: 5.1858 [2020-11-08 05:25:15,884][root][INFO] - ===> Epoch[517](517/1): Loss -0.7392, Sem 0.0548, dir -0.9761, norm 0.1820, swav 0.0000 LR: 9.065e-02 Score 98.167 Data time: 0.2319, Forward time: 2.2646, Backward time: 2.4468, DDP time: 0.0041, Total iter time: 4.6981 [2020-11-08 05:25:20,956][root][INFO] - ===> Epoch[518](518/1): Loss -0.7565, Sem 0.0512, dir -0.9746, norm 0.1669, swav 0.0000 LR: 9.063e-02 Score 98.269 Data time: 0.1783, Forward time: 2.2639, Backward time: 2.4475, DDP time: 0.0041, Total iter time: 4.9396 [2020-11-08 05:25:25,685][root][INFO] - ===> Epoch[519](519/1): Loss -0.7681, Sem 0.0547, dir -0.9786, norm 0.1558, swav 0.0000 LR: 9.061e-02 Score 98.178 Data time: 0.1768, Forward time: 2.2631, Backward time: 2.4476, DDP time: 0.0041, Total iter time: 4.6216 [2020-11-08 05:25:30,573][root][INFO] - ===> Epoch[520](520/1): Loss -0.7479, Sem 0.0516, dir -0.9780, norm 0.1784, swav 0.0000 LR: 9.059e-02 Score 98.284 Data time: 0.2047, Forward time: 2.2626, Backward time: 2.4478, DDP time: 0.0041, Total iter time: 4.7722 [2020-11-08 05:25:35,540][root][INFO] - ===> Epoch[521](521/1): Loss -0.7588, Sem 0.0609, dir -0.9804, norm 0.1607, swav 0.0000 LR: 9.057e-02 Score 97.991 Data time: 0.1884, Forward time: 2.2621, Backward time: 2.4481, DDP time: 0.0041, Total iter time: 4.8551 [2020-11-08 05:25:41,117][root][INFO] - ===> Epoch[522](522/1): Loss -0.7590, Sem 0.0533, dir -0.9786, norm 0.1663, swav 0.0000 LR: 9.055e-02 Score 98.234 Data time: 0.2192, Forward time: 2.2622, Backward time: 2.4489, DDP time: 0.0041, Total iter time: 5.4778 [2020-11-08 05:25:46,373][root][INFO] - ===> Epoch[523](523/1): Loss -0.7373, Sem 0.0525, dir -0.9732, norm 0.1835, swav 0.0000 LR: 9.054e-02 Score 98.265 Data time: 0.2255, Forward time: 2.2624, Backward time: 2.4490, DDP time: 0.0041, Total iter time: 5.1301 [2020-11-08 05:25:51,479][root][INFO] - ===> Epoch[524](524/1): Loss -0.7363, Sem 0.0550, dir -0.9730, norm 0.1816, swav 0.0000 LR: 9.052e-02 Score 98.169 Data time: 0.2047, Forward time: 2.2621, Backward time: 2.4492, DDP time: 0.0041, Total iter time: 4.9774 [2020-11-08 05:25:56,627][root][INFO] - ===> Epoch[525](525/1): Loss -0.7740, Sem 0.0484, dir -0.9787, norm 0.1563, swav 0.0000 LR: 9.050e-02 Score 98.381 Data time: 0.2024, Forward time: 2.2620, Backward time: 2.4494, DDP time: 0.0041, Total iter time: 5.0305 [2020-11-08 05:26:01,609][root][INFO] - ===> Epoch[526](526/1): Loss -0.7364, Sem 0.0595, dir -0.9727, norm 0.1768, swav 0.0000 LR: 9.048e-02 Score 98.093 Data time: 0.1923, Forward time: 2.2615, Backward time: 2.4497, DDP time: 0.0041, Total iter time: 4.8371 [2020-11-08 05:26:06,659][root][INFO] - ===> Epoch[527](527/1): Loss -0.7560, Sem 0.0526, dir -0.9767, norm 0.1681, swav 0.0000 LR: 9.046e-02 Score 98.234 Data time: 0.2208, Forward time: 2.2615, Backward time: 2.4497, DDP time: 0.0041, Total iter time: 4.9402 [2020-11-08 05:26:11,565][root][INFO] - ===> Epoch[528](528/1): Loss -0.7541, Sem 0.0532, dir -0.9761, norm 0.1687, swav 0.0000 LR: 9.045e-02 Score 98.222 Data time: 0.2309, Forward time: 2.2614, Backward time: 2.4494, DDP time: 0.0041, Total iter time: 4.7839 [2020-11-08 05:26:16,428][root][INFO] - ===> Epoch[529](529/1): Loss -0.7292, Sem 0.0572, dir -0.9760, norm 0.1896, swav 0.0000 LR: 9.043e-02 Score 98.138 Data time: 0.2512, Forward time: 2.2619, Backward time: 2.4485, DDP time: 0.0041, Total iter time: 4.7547 [2020-11-08 05:26:21,047][root][INFO] - ===> Epoch[530](530/1): Loss -0.7558, Sem 0.0527, dir -0.9750, norm 0.1666, swav 0.0000 LR: 9.041e-02 Score 98.268 Data time: 0.2181, Forward time: 2.2620, Backward time: 2.4475, DDP time: 0.0041, Total iter time: 4.4811 [2020-11-08 05:26:26,530][root][INFO] - ===> Epoch[531](531/1): Loss -0.7634, Sem 0.0541, dir -0.9793, norm 0.1618, swav 0.0000 LR: 9.039e-02 Score 98.207 Data time: 0.2454, Forward time: 2.2623, Backward time: 2.4479, DDP time: 0.0041, Total iter time: 5.3718 [2020-11-08 05:26:31,685][root][INFO] - ===> Epoch[532](532/1): Loss -0.7686, Sem 0.0518, dir -0.9786, norm 0.1582, swav 0.0000 LR: 9.037e-02 Score 98.271 Data time: 0.2612, Forward time: 2.2631, Backward time: 2.4471, DDP time: 0.0041, Total iter time: 5.0286 [2020-11-08 05:26:36,673][root][INFO] - ===> Epoch[533](533/1): Loss -0.7398, Sem 0.0556, dir -0.9711, norm 0.1757, swav 0.0000 LR: 9.035e-02 Score 98.147 Data time: 0.1989, Forward time: 2.2630, Backward time: 2.4471, DDP time: 0.0041, Total iter time: 4.8637 [2020-11-08 05:26:42,051][root][INFO] - ===> Epoch[534](534/1): Loss -0.7367, Sem 0.0546, dir -0.9741, norm 0.1828, swav 0.0000 LR: 9.034e-02 Score 98.177 Data time: 0.2449, Forward time: 2.2629, Backward time: 2.4476, DDP time: 0.0042, Total iter time: 5.2682 [2020-11-08 05:26:46,926][root][INFO] - ===> Epoch[535](535/1): Loss -0.7371, Sem 0.0540, dir -0.9734, norm 0.1822, swav 0.0000 LR: 9.032e-02 Score 98.205 Data time: 0.2313, Forward time: 2.2630, Backward time: 2.4471, DDP time: 0.0042, Total iter time: 4.7628 [2020-11-08 05:26:52,103][root][INFO] - ===> Epoch[536](536/1): Loss -0.7576, Sem 0.0519, dir -0.9787, norm 0.1693, swav 0.0000 LR: 9.030e-02 Score 98.268 Data time: 0.2359, Forward time: 2.2635, Backward time: 2.4466, DDP time: 0.0042, Total iter time: 5.0470 [2020-11-08 05:26:56,878][root][INFO] - ===> Epoch[537](537/1): Loss -0.7585, Sem 0.0533, dir -0.9771, norm 0.1653, swav 0.0000 LR: 9.028e-02 Score 98.228 Data time: 0.2341, Forward time: 2.2633, Backward time: 2.4462, DDP time: 0.0042, Total iter time: 4.6280 [2020-11-08 05:27:01,681][root][INFO] - ===> Epoch[538](538/1): Loss -0.7385, Sem 0.0522, dir -0.9748, norm 0.1841, swav 0.0000 LR: 9.026e-02 Score 98.236 Data time: 0.1942, Forward time: 2.2629, Backward time: 2.4461, DDP time: 0.0042, Total iter time: 4.6811 [2020-11-08 05:27:07,117][root][INFO] - ===> Epoch[539](539/1): Loss -0.7497, Sem 0.0527, dir -0.9766, norm 0.1742, swav 0.0000 LR: 9.025e-02 Score 98.277 Data time: 0.2242, Forward time: 2.2629, Backward time: 2.4467, DDP time: 0.0042, Total iter time: 5.3269 [2020-11-08 05:27:12,532][root][INFO] - ===> Epoch[540](540/1): Loss -0.7308, Sem 0.0543, dir -0.9736, norm 0.1884, swav 0.0000 LR: 9.023e-02 Score 98.181 Data time: 0.1914, Forward time: 2.2621, Backward time: 2.4480, DDP time: 0.0042, Total iter time: 5.2927 [2020-11-08 05:27:18,042][root][INFO] - ===> Epoch[541](541/1): Loss -0.7452, Sem 0.0559, dir -0.9777, norm 0.1766, swav 0.0000 LR: 9.021e-02 Score 98.117 Data time: 0.2576, Forward time: 2.2629, Backward time: 2.4480, DDP time: 0.0042, Total iter time: 5.4137 [2020-11-08 05:27:23,885][root][INFO] - ===> Epoch[542](542/1): Loss -0.7531, Sem 0.0533, dir -0.9771, norm 0.1706, swav 0.0000 LR: 9.019e-02 Score 98.216 Data time: 0.2592, Forward time: 2.2633, Backward time: 2.4489, DDP time: 0.0042, Total iter time: 5.7167 [2020-11-08 05:27:29,210][root][INFO] - ===> Epoch[543](543/1): Loss -0.7551, Sem 0.0521, dir -0.9782, norm 0.1710, swav 0.0000 LR: 9.017e-02 Score 98.248 Data time: 0.2388, Forward time: 2.2636, Backward time: 2.4490, DDP time: 0.0042, Total iter time: 5.2018 [2020-11-08 05:27:34,099][root][INFO] - ===> Epoch[544](544/1): Loss -0.7300, Sem 0.0524, dir -0.9752, norm 0.1927, swav 0.0000 LR: 9.015e-02 Score 98.233 Data time: 0.2342, Forward time: 2.2640, Backward time: 2.4481, DDP time: 0.0042, Total iter time: 4.7617 [2020-11-08 05:27:39,641][root][INFO] - ===> Epoch[545](545/1): Loss -0.7491, Sem 0.0513, dir -0.9775, norm 0.1771, swav 0.0000 LR: 9.014e-02 Score 98.269 Data time: 0.2311, Forward time: 2.2642, Backward time: 2.4487, DDP time: 0.0042, Total iter time: 5.3988 [2020-11-08 05:27:44,823][root][INFO] - ===> Epoch[546](546/1): Loss -0.7525, Sem 0.0568, dir -0.9776, norm 0.1683, swav 0.0000 LR: 9.012e-02 Score 98.181 Data time: 0.2669, Forward time: 2.2646, Backward time: 2.4484, DDP time: 0.0042, Total iter time: 5.0530 [2020-11-08 05:27:49,702][root][INFO] - ===> Epoch[547](547/1): Loss -0.7475, Sem 0.0541, dir -0.9763, norm 0.1748, swav 0.0000 LR: 9.010e-02 Score 98.176 Data time: 0.2064, Forward time: 2.2644, Backward time: 2.4482, DDP time: 0.0042, Total iter time: 4.7577 [2020-11-08 05:27:54,356][root][INFO] - ===> Epoch[548](548/1): Loss -0.7412, Sem 0.0532, dir -0.9729, norm 0.1785, swav 0.0000 LR: 9.008e-02 Score 98.251 Data time: 0.2094, Forward time: 2.2643, Backward time: 2.4475, DDP time: 0.0042, Total iter time: 4.5386 [2020-11-08 05:27:59,232][root][INFO] - ===> Epoch[549](549/1): Loss -0.7483, Sem 0.0501, dir -0.9777, norm 0.1793, swav 0.0000 LR: 9.006e-02 Score 98.317 Data time: 0.2325, Forward time: 2.2646, Backward time: 2.4468, DDP time: 0.0042, Total iter time: 4.7557 [2020-11-08 05:28:04,897][root][INFO] - ===> Epoch[550](550/1): Loss -0.7639, Sem 0.0533, dir -0.9782, norm 0.1610, swav 0.0000 LR: 9.005e-02 Score 98.207 Data time: 0.1865, Forward time: 2.2639, Backward time: 2.4485, DDP time: 0.0042, Total iter time: 5.5404 [2020-11-08 05:28:09,644][root][INFO] - ===> Epoch[551](551/1): Loss -0.7507, Sem 0.0532, dir -0.9741, norm 0.1701, swav 0.0000 LR: 9.003e-02 Score 98.228 Data time: 0.2132, Forward time: 2.2638, Backward time: 2.4480, DDP time: 0.0042, Total iter time: 4.6418 [2020-11-08 05:28:14,167][root][INFO] - ===> Epoch[552](552/1): Loss -0.7328, Sem 0.0552, dir -0.9728, norm 0.1848, swav 0.0000 LR: 9.001e-02 Score 98.193 Data time: 0.2199, Forward time: 2.2639, Backward time: 2.4469, DDP time: 0.0042, Total iter time: 4.3948 [2020-11-08 05:28:20,052][root][INFO] - ===> Epoch[553](553/1): Loss -0.7569, Sem 0.0521, dir -0.9793, norm 0.1703, swav 0.0000 LR: 8.999e-02 Score 98.253 Data time: 0.3157, Forward time: 2.2652, Backward time: 2.4469, DDP time: 0.0042, Total iter time: 5.7729 [2020-11-08 05:28:24,814][root][INFO] - ===> Epoch[554](554/1): Loss -0.7478, Sem 0.0504, dir -0.9740, norm 0.1759, swav 0.0000 LR: 8.997e-02 Score 98.319 Data time: 0.1860, Forward time: 2.2648, Backward time: 2.4467, DDP time: 0.0042, Total iter time: 4.6260 [2020-11-08 05:28:29,976][root][INFO] - ===> Epoch[555](555/1): Loss -0.7144, Sem 0.0547, dir -0.9696, norm 0.2005, swav 0.0000 LR: 8.995e-02 Score 98.161 Data time: 0.1954, Forward time: 2.2643, Backward time: 2.4473, DDP time: 0.0042, Total iter time: 5.0488 [2020-11-08 05:28:34,966][root][INFO] - ===> Epoch[556](556/1): Loss -0.7472, Sem 0.0571, dir -0.9746, norm 0.1703, swav 0.0000 LR: 8.994e-02 Score 98.180 Data time: 0.1910, Forward time: 2.2638, Backward time: 2.4477, DDP time: 0.0042, Total iter time: 4.8689 [2020-11-08 05:28:39,918][root][INFO] - ===> Epoch[557](557/1): Loss -0.7645, Sem 0.0480, dir -0.9792, norm 0.1667, swav 0.0000 LR: 8.992e-02 Score 98.383 Data time: 0.2121, Forward time: 2.2634, Backward time: 2.4478, DDP time: 0.0042, Total iter time: 4.8532 [2020-11-08 05:28:44,848][root][INFO] - ===> Epoch[558](558/1): Loss -0.7351, Sem 0.0522, dir -0.9769, norm 0.1897, swav 0.0000 LR: 8.990e-02 Score 98.258 Data time: 0.2078, Forward time: 2.2633, Backward time: 2.4476, DDP time: 0.0042, Total iter time: 4.8050 [2020-11-08 05:28:50,518][root][INFO] - ===> Epoch[559](559/1): Loss -0.7334, Sem 0.0554, dir -0.9710, norm 0.1822, swav 0.0000 LR: 8.988e-02 Score 98.143 Data time: 0.1941, Forward time: 2.2628, Backward time: 2.4491, DDP time: 0.0042, Total iter time: 5.5496 [2020-11-08 05:28:55,836][root][INFO] - ===> Epoch[560](560/1): Loss -0.7567, Sem 0.0530, dir -0.9771, norm 0.1674, swav 0.0000 LR: 8.986e-02 Score 98.236 Data time: 0.1683, Forward time: 2.2623, Backward time: 2.4501, DDP time: 0.0042, Total iter time: 5.2070 [2020-11-08 05:29:00,728][root][INFO] - ===> Epoch[561](561/1): Loss -0.7538, Sem 0.0578, dir -0.9790, norm 0.1674, swav 0.0000 LR: 8.984e-02 Score 98.112 Data time: 0.1902, Forward time: 2.2618, Backward time: 2.4502, DDP time: 0.0042, Total iter time: 4.8044 [2020-11-08 05:29:05,990][root][INFO] - ===> Epoch[562](562/1): Loss -0.7271, Sem 0.0502, dir -0.9726, norm 0.1954, swav 0.0000 LR: 8.983e-02 Score 98.338 Data time: 0.2328, Forward time: 2.2614, Backward time: 2.4509, DDP time: 0.0042, Total iter time: 5.1365 [2020-11-08 05:29:10,916][root][INFO] - ===> Epoch[563](563/1): Loss -0.7465, Sem 0.0528, dir -0.9738, norm 0.1745, swav 0.0000 LR: 8.981e-02 Score 98.249 Data time: 0.2500, Forward time: 2.2614, Backward time: 2.4506, DDP time: 0.0042, Total iter time: 4.8005 [2020-11-08 05:29:15,641][root][INFO] - ===> Epoch[564](564/1): Loss -0.7813, Sem 0.0483, dir -0.9814, norm 0.1518, swav 0.0000 LR: 8.979e-02 Score 98.371 Data time: 0.2207, Forward time: 2.2617, Backward time: 2.4497, DDP time: 0.0042, Total iter time: 4.6032 [2020-11-08 05:29:20,375][root][INFO] - ===> Epoch[565](565/1): Loss -0.7642, Sem 0.0503, dir -0.9792, norm 0.1646, swav 0.0000 LR: 8.977e-02 Score 98.304 Data time: 0.2702, Forward time: 2.2619, Backward time: 2.4488, DDP time: 0.0042, Total iter time: 4.6007 [2020-11-08 05:29:25,897][root][INFO] - ===> Epoch[566](566/1): Loss -0.7470, Sem 0.0485, dir -0.9753, norm 0.1798, swav 0.0000 LR: 8.975e-02 Score 98.352 Data time: 0.2798, Forward time: 2.2623, Backward time: 2.4490, DDP time: 0.0042, Total iter time: 5.3877 [2020-11-08 05:29:30,962][root][INFO] - ===> Epoch[567](567/1): Loss -0.7648, Sem 0.0525, dir -0.9798, norm 0.1625, swav 0.0000 LR: 8.974e-02 Score 98.234 Data time: 0.2140, Forward time: 2.2622, Backward time: 2.4489, DDP time: 0.0042, Total iter time: 4.9253 [2020-11-08 05:29:35,602][root][INFO] - ===> Epoch[568](568/1): Loss -0.7599, Sem 0.0555, dir -0.9791, norm 0.1637, swav 0.0000 LR: 8.972e-02 Score 98.163 Data time: 0.1802, Forward time: 2.2614, Backward time: 2.4489, DDP time: 0.0042, Total iter time: 4.5101 [2020-11-08 05:29:40,287][root][INFO] - ===> Epoch[569](569/1): Loss -0.7521, Sem 0.0495, dir -0.9747, norm 0.1731, swav 0.0000 LR: 8.970e-02 Score 98.318 Data time: 0.2280, Forward time: 2.2615, Backward time: 2.4482, DDP time: 0.0042, Total iter time: 4.5984 [2020-11-08 05:29:45,358][root][INFO] - ===> Epoch[570](570/1): Loss -0.7398, Sem 0.0526, dir -0.9765, norm 0.1842, swav 0.0000 LR: 8.968e-02 Score 98.255 Data time: 0.2345, Forward time: 2.2619, Backward time: 2.4478, DDP time: 0.0042, Total iter time: 4.9526 [2020-11-08 05:29:50,462][root][INFO] - ===> Epoch[571](571/1): Loss -0.7586, Sem 0.0521, dir -0.9789, norm 0.1682, swav 0.0000 LR: 8.966e-02 Score 98.246 Data time: 0.2300, Forward time: 2.2619, Backward time: 2.4477, DDP time: 0.0042, Total iter time: 4.9766 [2020-11-08 05:29:55,212][root][INFO] - ===> Epoch[572](572/1): Loss -0.7562, Sem 0.0526, dir -0.9804, norm 0.1716, swav 0.0000 LR: 8.964e-02 Score 98.286 Data time: 0.2521, Forward time: 2.2623, Backward time: 2.4467, DDP time: 0.0042, Total iter time: 4.6426 [2020-11-08 05:30:00,294][root][INFO] - ===> Epoch[573](573/1): Loss -0.7561, Sem 0.0500, dir -0.9782, norm 0.1721, swav 0.0000 LR: 8.963e-02 Score 98.315 Data time: 0.2111, Forward time: 2.2623, Backward time: 2.4467, DDP time: 0.0042, Total iter time: 4.9615 [2020-11-08 05:30:05,182][root][INFO] - ===> Epoch[574](574/1): Loss -0.7550, Sem 0.0491, dir -0.9787, norm 0.1746, swav 0.0000 LR: 8.961e-02 Score 98.337 Data time: 0.2066, Forward time: 2.2623, Backward time: 2.4465, DDP time: 0.0042, Total iter time: 4.7861 [2020-11-08 05:30:09,947][root][INFO] - ===> Epoch[575](575/1): Loss -0.7805, Sem 0.0497, dir -0.9817, norm 0.1514, swav 0.0000 LR: 8.959e-02 Score 98.306 Data time: 0.2221, Forward time: 2.2624, Backward time: 2.4458, DDP time: 0.0042, Total iter time: 4.6481 [2020-11-08 05:30:14,920][root][INFO] - ===> Epoch[576](576/1): Loss -0.7653, Sem 0.0507, dir -0.9794, norm 0.1633, swav 0.0000 LR: 8.957e-02 Score 98.281 Data time: 0.2297, Forward time: 2.2625, Backward time: 2.4454, DDP time: 0.0042, Total iter time: 4.8509 [2020-11-08 05:30:19,584][root][INFO] - ===> Epoch[577](577/1): Loss -0.7495, Sem 0.0491, dir -0.9763, norm 0.1777, swav 0.0000 LR: 8.955e-02 Score 98.301 Data time: 0.2157, Forward time: 2.2625, Backward time: 2.4447, DDP time: 0.0042, Total iter time: 4.5468 [2020-11-08 05:30:25,369][root][INFO] - ===> Epoch[578](578/1): Loss -0.7414, Sem 0.0531, dir -0.9724, norm 0.1779, swav 0.0000 LR: 8.954e-02 Score 98.207 Data time: 0.2482, Forward time: 2.2630, Backward time: 2.4454, DDP time: 0.0042, Total iter time: 5.6535 [2020-11-08 05:30:30,398][root][INFO] - ===> Epoch[579](579/1): Loss -0.7525, Sem 0.0543, dir -0.9775, norm 0.1707, swav 0.0000 LR: 8.952e-02 Score 98.164 Data time: 0.2386, Forward time: 2.2631, Backward time: 2.4451, DDP time: 0.0042, Total iter time: 4.8872 [2020-11-08 05:30:35,599][root][INFO] - ===> Epoch[580](580/1): Loss -0.7701, Sem 0.0518, dir -0.9801, norm 0.1583, swav 0.0000 LR: 8.950e-02 Score 98.249 Data time: 0.2211, Forward time: 2.2632, Backward time: 2.4452, DDP time: 0.0042, Total iter time: 5.0775 [2020-11-08 05:30:40,959][root][INFO] - ===> Epoch[581](581/1): Loss -0.7705, Sem 0.0485, dir -0.9785, norm 0.1596, swav 0.0000 LR: 8.948e-02 Score 98.382 Data time: 0.2358, Forward time: 2.2636, Backward time: 2.4452, DDP time: 0.0042, Total iter time: 5.2256 [2020-11-08 05:30:45,476][root][INFO] - ===> Epoch[582](582/1): Loss -0.7390, Sem 0.0539, dir -0.9739, norm 0.1810, swav 0.0000 LR: 8.946e-02 Score 98.212 Data time: 0.2078, Forward time: 2.2634, Backward time: 2.4444, DDP time: 0.0042, Total iter time: 4.3894 [2020-11-08 05:30:50,192][root][INFO] - ===> Epoch[583](583/1): Loss -0.7294, Sem 0.0525, dir -0.9724, norm 0.1905, swav 0.0000 LR: 8.944e-02 Score 98.243 Data time: 0.1955, Forward time: 2.2632, Backward time: 2.4441, DDP time: 0.0042, Total iter time: 4.5902 [2020-11-08 05:30:55,055][root][INFO] - ===> Epoch[584](584/1): Loss -0.7498, Sem 0.0499, dir -0.9740, norm 0.1742, swav 0.0000 LR: 8.943e-02 Score 98.316 Data time: 0.2053, Forward time: 2.2629, Backward time: 2.4439, DDP time: 0.0042, Total iter time: 4.7451 [2020-11-08 05:30:59,907][root][INFO] - ===> Epoch[585](585/1): Loss -0.7803, Sem 0.0514, dir -0.9807, norm 0.1490, swav 0.0000 LR: 8.941e-02 Score 98.255 Data time: 0.2805, Forward time: 2.2633, Backward time: 2.4431, DDP time: 0.0042, Total iter time: 4.7423 [2020-11-08 05:31:05,032][root][INFO] - ===> Epoch[586](586/1): Loss -0.7681, Sem 0.0472, dir -0.9798, norm 0.1645, swav 0.0000 LR: 8.939e-02 Score 98.410 Data time: 0.2551, Forward time: 2.2640, Backward time: 2.4424, DDP time: 0.0042, Total iter time: 4.9927 [2020-11-08 05:31:10,127][root][INFO] - ===> Epoch[587](587/1): Loss -0.7681, Sem 0.0501, dir -0.9794, norm 0.1612, swav 0.0000 LR: 8.937e-02 Score 98.300 Data time: 0.1806, Forward time: 2.2637, Backward time: 2.4428, DDP time: 0.0042, Total iter time: 4.9726 [2020-11-08 05:31:15,513][root][INFO] - ===> Epoch[588](588/1): Loss -0.7776, Sem 0.0489, dir -0.9807, norm 0.1542, swav 0.0000 LR: 8.935e-02 Score 98.323 Data time: 0.2402, Forward time: 2.2638, Backward time: 2.4431, DDP time: 0.0042, Total iter time: 5.2745 [2020-11-08 05:31:20,825][root][INFO] - ===> Epoch[589](589/1): Loss -0.7650, Sem 0.0469, dir -0.9777, norm 0.1658, swav 0.0000 LR: 8.933e-02 Score 98.426 Data time: 0.2576, Forward time: 2.2646, Backward time: 2.4427, DDP time: 0.0042, Total iter time: 5.1903 [2020-11-08 05:31:26,730][root][INFO] - ===> Epoch[590](590/1): Loss -0.7420, Sem 0.0523, dir -0.9741, norm 0.1798, swav 0.0000 LR: 8.932e-02 Score 98.230 Data time: 0.2098, Forward time: 2.2646, Backward time: 2.4440, DDP time: 0.0042, Total iter time: 5.7685 [2020-11-08 05:31:31,525][root][INFO] - ===> Epoch[591](591/1): Loss -0.7480, Sem 0.0542, dir -0.9765, norm 0.1743, swav 0.0000 LR: 8.930e-02 Score 98.196 Data time: 0.2197, Forward time: 2.2648, Backward time: 2.4433, DDP time: 0.0042, Total iter time: 4.6653 [2020-11-08 05:31:36,312][root][INFO] - ===> Epoch[592](592/1): Loss -0.7666, Sem 0.0476, dir -0.9785, norm 0.1642, swav 0.0000 LR: 8.928e-02 Score 98.392 Data time: 0.1876, Forward time: 2.2643, Backward time: 2.4432, DDP time: 0.0042, Total iter time: 4.6478 [2020-11-08 05:31:41,092][root][INFO] - ===> Epoch[593](593/1): Loss -0.7762, Sem 0.0509, dir -0.9791, norm 0.1520, swav 0.0000 LR: 8.926e-02 Score 98.289 Data time: 0.2140, Forward time: 2.2637, Backward time: 2.4432, DDP time: 0.0042, Total iter time: 4.6580 [2020-11-08 05:31:46,235][root][INFO] - ===> Epoch[594](594/1): Loss -0.7575, Sem 0.0489, dir -0.9781, norm 0.1716, swav 0.0000 LR: 8.924e-02 Score 98.341 Data time: 0.1987, Forward time: 2.2635, Backward time: 2.4436, DDP time: 0.0042, Total iter time: 5.0692 [2020-11-08 05:31:51,206][root][INFO] - ===> Epoch[595](595/1): Loss -0.7549, Sem 0.0553, dir -0.9756, norm 0.1654, swav 0.0000 LR: 8.923e-02 Score 98.148 Data time: 0.2026, Forward time: 2.2632, Backward time: 2.4437, DDP time: 0.0042, Total iter time: 4.8511 [2020-11-08 05:31:56,713][root][INFO] - ===> Epoch[596](596/1): Loss -0.7562, Sem 0.0484, dir -0.9773, norm 0.1727, swav 0.0000 LR: 8.921e-02 Score 98.333 Data time: 0.2746, Forward time: 2.2639, Backward time: 2.4437, DDP time: 0.0042, Total iter time: 5.3997 [2020-11-08 05:32:01,874][root][INFO] - ===> Epoch[597](597/1): Loss -0.7542, Sem 0.0542, dir -0.9786, norm 0.1702, swav 0.0000 LR: 8.919e-02 Score 98.193 Data time: 0.1956, Forward time: 2.2637, Backward time: 2.4441, DDP time: 0.0042, Total iter time: 5.0274 [2020-11-08 05:32:07,304][root][INFO] - ===> Epoch[598](598/1): Loss -0.7588, Sem 0.0495, dir -0.9768, norm 0.1685, swav 0.0000 LR: 8.917e-02 Score 98.318 Data time: 0.2320, Forward time: 2.2641, Backward time: 2.4441, DDP time: 0.0042, Total iter time: 5.2944 [2020-11-08 05:32:13,007][root][INFO] - ===> Epoch[599](599/1): Loss -0.7750, Sem 0.0504, dir -0.9785, norm 0.1531, swav 0.0000 LR: 8.915e-02 Score 98.293 Data time: 0.1929, Forward time: 2.2639, Backward time: 2.4453, DDP time: 0.0042, Total iter time: 5.5744 [2020-11-08 05:32:18,014][root][INFO] - ===> Epoch[600](600/1): Loss -0.7745, Sem 0.0516, dir -0.9800, norm 0.1539, swav 0.0000 LR: 8.913e-02 Score 98.266 Data time: 0.1871, Forward time: 2.2634, Backward time: 2.4458, DDP time: 0.0042, Total iter time: 4.8860 [2020-11-08 05:32:23,146][root][INFO] - ===> Epoch[601](601/1): Loss -0.7693, Sem 0.0512, dir -0.9799, norm 0.1593, swav 0.0000 LR: 8.912e-02 Score 98.276 Data time: 0.2400, Forward time: 2.2638, Backward time: 2.4454, DDP time: 0.0042, Total iter time: 5.0331 [2020-11-08 05:32:27,904][root][INFO] - ===> Epoch[602](602/1): Loss -0.7647, Sem 0.0525, dir -0.9807, norm 0.1635, swav 0.0000 LR: 8.910e-02 Score 98.240 Data time: 0.2078, Forward time: 2.2638, Backward time: 2.4448, DDP time: 0.0042, Total iter time: 4.6122 [2020-11-08 05:32:33,607][root][INFO] - ===> Epoch[603](603/1): Loss -0.7829, Sem 0.0496, dir -0.9819, norm 0.1494, swav 0.0000 LR: 8.908e-02 Score 98.337 Data time: 0.1921, Forward time: 2.2636, Backward time: 2.4460, DDP time: 0.0043, Total iter time: 5.5781 [2020-11-08 05:32:38,624][root][INFO] - ===> Epoch[604](604/1): Loss -0.7692, Sem 0.0486, dir -0.9814, norm 0.1636, swav 0.0000 LR: 8.906e-02 Score 98.348 Data time: 0.2039, Forward time: 2.2633, Backward time: 2.4462, DDP time: 0.0043, Total iter time: 4.9106 [2020-11-08 05:32:43,732][root][INFO] - ===> Epoch[605](605/1): Loss -0.7740, Sem 0.0441, dir -0.9779, norm 0.1598, swav 0.0000 LR: 8.904e-02 Score 98.488 Data time: 0.2392, Forward time: 2.2639, Backward time: 2.4457, DDP time: 0.0042, Total iter time: 4.9939 [2020-11-08 05:32:49,019][root][INFO] - ===> Epoch[606](606/1): Loss -0.7539, Sem 0.0535, dir -0.9770, norm 0.1696, swav 0.0000 LR: 8.902e-02 Score 98.178 Data time: 0.1765, Forward time: 2.2634, Backward time: 2.4465, DDP time: 0.0043, Total iter time: 5.1617 [2020-11-08 05:32:54,042][root][INFO] - ===> Epoch[607](607/1): Loss -0.7565, Sem 0.0483, dir -0.9773, norm 0.1724, swav 0.0000 LR: 8.901e-02 Score 98.333 Data time: 0.2249, Forward time: 2.2636, Backward time: 2.4462, DDP time: 0.0043, Total iter time: 4.9354 [2020-11-08 05:32:58,421][root][INFO] - ===> Epoch[608](608/1): Loss -0.7688, Sem 0.0473, dir -0.9770, norm 0.1609, swav 0.0000 LR: 8.899e-02 Score 98.366 Data time: 0.1999, Forward time: 2.2633, Backward time: 2.4454, DDP time: 0.0043, Total iter time: 4.2574 [2020-11-08 05:33:03,751][root][INFO] - ===> Epoch[609](609/1): Loss -0.7557, Sem 0.0486, dir -0.9788, norm 0.1744, swav 0.0000 LR: 8.897e-02 Score 98.342 Data time: 0.2583, Forward time: 2.2640, Backward time: 2.4451, DDP time: 0.0043, Total iter time: 5.2188 [2020-11-08 05:33:08,058][root][INFO] - ===> Epoch[610](610/1): Loss -0.7628, Sem 0.0497, dir -0.9749, norm 0.1624, swav 0.0000 LR: 8.895e-02 Score 98.321 Data time: 0.1950, Forward time: 2.2640, Backward time: 2.4438, DDP time: 0.0043, Total iter time: 4.1501 [2020-11-08 05:33:13,020][root][INFO] - ===> Epoch[611](611/1): Loss -0.7929, Sem 0.0471, dir -0.9828, norm 0.1428, swav 0.0000 LR: 8.893e-02 Score 98.395 Data time: 0.1993, Forward time: 2.2638, Backward time: 2.4438, DDP time: 0.0043, Total iter time: 4.8506 [2020-11-08 05:33:18,125][root][INFO] - ===> Epoch[612](612/1): Loss -0.7412, Sem 0.0488, dir -0.9730, norm 0.1830, swav 0.0000 LR: 8.892e-02 Score 98.344 Data time: 0.2311, Forward time: 2.2645, Backward time: 2.4432, DDP time: 0.0043, Total iter time: 4.9875 [2020-11-08 05:33:22,735][root][INFO] - ===> Epoch[613](613/1): Loss -0.7568, Sem 0.0485, dir -0.9761, norm 0.1708, swav 0.0000 LR: 8.890e-02 Score 98.345 Data time: 0.2057, Forward time: 2.2645, Backward time: 2.4425, DDP time: 0.0043, Total iter time: 4.4786 [2020-11-08 05:33:27,715][root][INFO] - ===> Epoch[614](614/1): Loss -0.7865, Sem 0.0444, dir -0.9806, norm 0.1497, swav 0.0000 LR: 8.888e-02 Score 98.472 Data time: 0.2089, Forward time: 2.2643, Backward time: 2.4425, DDP time: 0.0043, Total iter time: 4.8654 [2020-11-08 05:33:32,788][root][INFO] - ===> Epoch[615](615/1): Loss -0.7295, Sem 0.0482, dir -0.9685, norm 0.1909, swav 0.0000 LR: 8.886e-02 Score 98.366 Data time: 0.1886, Forward time: 2.2639, Backward time: 2.4428, DDP time: 0.0043, Total iter time: 4.9565 [2020-11-08 05:33:37,694][root][INFO] - ===> Epoch[616](616/1): Loss -0.7329, Sem 0.0476, dir -0.9730, norm 0.1925, swav 0.0000 LR: 8.884e-02 Score 98.343 Data time: 0.2053, Forward time: 2.2637, Backward time: 2.4428, DDP time: 0.0043, Total iter time: 4.7877 [2020-11-08 05:33:42,920][root][INFO] - ===> Epoch[617](617/1): Loss -0.7624, Sem 0.0534, dir -0.9771, norm 0.1613, swav 0.0000 LR: 8.882e-02 Score 98.214 Data time: 0.2062, Forward time: 2.2636, Backward time: 2.4431, DDP time: 0.0043, Total iter time: 5.1068 [2020-11-08 05:33:48,172][root][INFO] - ===> Epoch[618](618/1): Loss -0.7309, Sem 0.0476, dir -0.9723, norm 0.1938, swav 0.0000 LR: 8.881e-02 Score 98.385 Data time: 0.1961, Forward time: 2.2634, Backward time: 2.4435, DDP time: 0.0043, Total iter time: 5.1198 [2020-11-08 05:33:53,148][root][INFO] - ===> Epoch[619](619/1): Loss -0.7571, Sem 0.0467, dir -0.9739, norm 0.1701, swav 0.0000 LR: 8.879e-02 Score 98.432 Data time: 0.2050, Forward time: 2.2632, Backward time: 2.4436, DDP time: 0.0043, Total iter time: 4.8438 [2020-11-08 05:33:57,846][root][INFO] - ===> Epoch[620](620/1): Loss -0.7494, Sem 0.0493, dir -0.9757, norm 0.1770, swav 0.0000 LR: 8.877e-02 Score 98.312 Data time: 0.2160, Forward time: 2.2632, Backward time: 2.4430, DDP time: 0.0043, Total iter time: 4.5946 [2020-11-08 05:34:03,177][root][INFO] - ===> Epoch[621](621/1): Loss -0.7385, Sem 0.0486, dir -0.9720, norm 0.1850, swav 0.0000 LR: 8.875e-02 Score 98.353 Data time: 0.2797, Forward time: 2.2640, Backward time: 2.4426, DDP time: 0.0043, Total iter time: 5.2093 [2020-11-08 05:34:08,308][root][INFO] - ===> Epoch[622](622/1): Loss -0.7704, Sem 0.0449, dir -0.9792, norm 0.1639, swav 0.0000 LR: 8.873e-02 Score 98.479 Data time: 0.2088, Forward time: 2.2642, Backward time: 2.4424, DDP time: 0.0043, Total iter time: 4.9894 [2020-11-08 05:34:13,306][root][INFO] - ===> Epoch[623](623/1): Loss -0.7821, Sem 0.0461, dir -0.9801, norm 0.1519, swav 0.0000 LR: 8.871e-02 Score 98.434 Data time: 0.1905, Forward time: 2.2636, Backward time: 2.4428, DDP time: 0.0043, Total iter time: 4.8738 [2020-11-08 05:34:18,651][root][INFO] - ===> Epoch[624](624/1): Loss -0.7555, Sem 0.0498, dir -0.9784, norm 0.1731, swav 0.0000 LR: 8.870e-02 Score 98.307 Data time: 0.1794, Forward time: 2.2629, Backward time: 2.4440, DDP time: 0.0043, Total iter time: 5.2457 [2020-11-08 05:34:24,194][root][INFO] - ===> Epoch[625](625/1): Loss -0.7471, Sem 0.0479, dir -0.9743, norm 0.1793, swav 0.0000 LR: 8.868e-02 Score 98.369 Data time: 0.2649, Forward time: 2.2638, Backward time: 2.4437, DDP time: 0.0043, Total iter time: 5.4205 [2020-11-08 05:34:29,460][root][INFO] - ===> Epoch[626](626/1): Loss -0.7569, Sem 0.0491, dir -0.9778, norm 0.1717, swav 0.0000 LR: 8.866e-02 Score 98.319 Data time: 0.1865, Forward time: 2.2635, Backward time: 2.4442, DDP time: 0.0043, Total iter time: 5.1054 [2020-11-08 05:34:34,339][root][INFO] - ===> Epoch[627](627/1): Loss -0.7746, Sem 0.0516, dir -0.9808, norm 0.1546, swav 0.0000 LR: 8.864e-02 Score 98.294 Data time: 0.1992, Forward time: 2.2631, Backward time: 2.4444, DDP time: 0.0043, Total iter time: 4.7840 [2020-11-08 05:34:38,961][root][INFO] - ===> Epoch[628](628/1): Loss -0.7642, Sem 0.0511, dir -0.9785, norm 0.1632, swav 0.0000 LR: 8.862e-02 Score 98.274 Data time: 0.2190, Forward time: 2.2632, Backward time: 2.4435, DDP time: 0.0043, Total iter time: 4.4808 [2020-11-08 05:34:44,536][root][INFO] - ===> Epoch[629](629/1): Loss -0.7692, Sem 0.0509, dir -0.9777, norm 0.1577, swav 0.0000 LR: 8.861e-02 Score 98.273 Data time: 0.2957, Forward time: 2.2642, Backward time: 2.4432, DDP time: 0.0043, Total iter time: 5.4424 [2020-11-08 05:34:49,328][root][INFO] - ===> Epoch[630](630/1): Loss -0.7722, Sem 0.0511, dir -0.9804, norm 0.1571, swav 0.0000 LR: 8.859e-02 Score 98.250 Data time: 0.2225, Forward time: 2.2645, Backward time: 2.4425, DDP time: 0.0043, Total iter time: 4.6506 [2020-11-08 05:34:54,346][root][INFO] - ===> Epoch[631](631/1): Loss -0.7549, Sem 0.0502, dir -0.9781, norm 0.1729, swav 0.0000 LR: 8.857e-02 Score 98.294 Data time: 0.1926, Forward time: 2.2644, Backward time: 2.4424, DDP time: 0.0043, Total iter time: 4.8897 [2020-11-08 05:34:59,256][root][INFO] - ===> Epoch[632](632/1): Loss -0.7511, Sem 0.0514, dir -0.9765, norm 0.1740, swav 0.0000 LR: 8.855e-02 Score 98.263 Data time: 0.2005, Forward time: 2.2644, Backward time: 2.4421, DDP time: 0.0043, Total iter time: 4.7849 [2020-11-08 05:35:03,567][root][INFO] - ===> Epoch[633](633/1): Loss -0.7794, Sem 0.0464, dir -0.9783, norm 0.1526, swav 0.0000 LR: 8.853e-02 Score 98.434 Data time: 0.1896, Forward time: 2.2639, Backward time: 2.4415, DDP time: 0.0043, Total iter time: 4.1936 [2020-11-08 05:35:08,805][root][INFO] - ===> Epoch[634](634/1): Loss -0.7783, Sem 0.0455, dir -0.9814, norm 0.1576, swav 0.0000 LR: 8.851e-02 Score 98.442 Data time: 0.2461, Forward time: 2.2641, Backward time: 2.4416, DDP time: 0.0043, Total iter time: 5.1243 [2020-11-08 05:35:13,334][root][INFO] - ===> Epoch[635](635/1): Loss -0.7698, Sem 0.0487, dir -0.9808, norm 0.1623, swav 0.0000 LR: 8.850e-02 Score 98.338 Data time: 0.1858, Forward time: 2.2635, Backward time: 2.4412, DDP time: 0.0043, Total iter time: 4.3976 [2020-11-08 05:35:18,564][root][INFO] - ===> Epoch[636](636/1): Loss -0.7311, Sem 0.0496, dir -0.9738, norm 0.1931, swav 0.0000 LR: 8.848e-02 Score 98.288 Data time: 0.2312, Forward time: 2.2636, Backward time: 2.4414, DDP time: 0.0043, Total iter time: 5.1080 [2020-11-08 05:35:23,846][root][INFO] - ===> Epoch[637](637/1): Loss -0.7398, Sem 0.0481, dir -0.9735, norm 0.1856, swav 0.0000 LR: 8.846e-02 Score 98.362 Data time: 0.1811, Forward time: 2.2632, Backward time: 2.4421, DDP time: 0.0043, Total iter time: 5.1424 [2020-11-08 05:35:28,644][root][INFO] - ===> Epoch[638](638/1): Loss -0.7748, Sem 0.0484, dir -0.9802, norm 0.1570, swav 0.0000 LR: 8.844e-02 Score 98.330 Data time: 0.2143, Forward time: 2.2631, Backward time: 2.4418, DDP time: 0.0043, Total iter time: 4.6914 [2020-11-08 05:35:33,622][root][INFO] - ===> Epoch[639](639/1): Loss -0.7983, Sem 0.0466, dir -0.9846, norm 0.1397, swav 0.0000 LR: 8.842e-02 Score 98.398 Data time: 0.2294, Forward time: 2.2634, Backward time: 2.4413, DDP time: 0.0043, Total iter time: 4.8349 [2020-11-08 05:35:38,441][root][INFO] - ===> Epoch[640](640/1): Loss -0.7990, Sem 0.0459, dir -0.9833, norm 0.1384, swav 0.0000 LR: 8.840e-02 Score 98.413 Data time: 0.2291, Forward time: 2.2636, Backward time: 2.4406, DDP time: 0.0043, Total iter time: 4.6892 [2020-11-08 05:35:43,564][root][INFO] - ===> Epoch[641](641/1): Loss -0.7674, Sem 0.0507, dir -0.9764, norm 0.1582, swav 0.0000 LR: 8.839e-02 Score 98.277 Data time: 0.2321, Forward time: 2.2642, Backward time: 2.4401, DDP time: 0.0043, Total iter time: 4.9914 [2020-11-08 05:35:48,262][root][INFO] - ===> Epoch[642](642/1): Loss -0.7252, Sem 0.0496, dir -0.9736, norm 0.1988, swav 0.0000 LR: 8.837e-02 Score 98.291 Data time: 0.1851, Forward time: 2.2637, Backward time: 2.4400, DDP time: 0.0043, Total iter time: 4.5633 [2020-11-08 05:35:53,261][root][INFO] - ===> Epoch[643](643/1): Loss -0.7563, Sem 0.0465, dir -0.9767, norm 0.1739, swav 0.0000 LR: 8.835e-02 Score 98.392 Data time: 0.2537, Forward time: 2.2641, Backward time: 2.4394, DDP time: 0.0043, Total iter time: 4.8818 [2020-11-08 05:35:57,967][root][INFO] - ===> Epoch[644](644/1): Loss -0.7666, Sem 0.0471, dir -0.9791, norm 0.1654, swav 0.0000 LR: 8.833e-02 Score 98.383 Data time: 0.2086, Forward time: 2.2642, Backward time: 2.4388, DDP time: 0.0043, Total iter time: 4.5649 [2020-11-08 05:36:03,178][root][INFO] - ===> Epoch[645](645/1): Loss -0.7707, Sem 0.0542, dir -0.9791, norm 0.1542, swav 0.0000 LR: 8.831e-02 Score 98.188 Data time: 0.2156, Forward time: 2.2644, Backward time: 2.4388, DDP time: 0.0043, Total iter time: 5.0992 [2020-11-08 05:36:08,282][root][INFO] - ===> Epoch[646](646/1): Loss -0.7766, Sem 0.0481, dir -0.9817, norm 0.1571, swav 0.0000 LR: 8.830e-02 Score 98.391 Data time: 0.2050, Forward time: 2.2637, Backward time: 2.4394, DDP time: 0.0043, Total iter time: 4.9859 [2020-11-08 05:36:13,234][root][INFO] - ===> Epoch[647](647/1): Loss -0.7569, Sem 0.0503, dir -0.9750, norm 0.1678, swav 0.0000 LR: 8.828e-02 Score 98.297 Data time: 0.2210, Forward time: 2.2638, Backward time: 2.4391, DDP time: 0.0043, Total iter time: 4.8120 [2020-11-08 05:36:18,593][root][INFO] - ===> Epoch[648](648/1): Loss -0.7677, Sem 0.0509, dir -0.9795, norm 0.1609, swav 0.0000 LR: 8.826e-02 Score 98.275 Data time: 0.2241, Forward time: 2.2641, Backward time: 2.4392, DDP time: 0.0043, Total iter time: 5.2192 [2020-11-08 05:36:23,760][root][INFO] - ===> Epoch[649](649/1): Loss -0.7670, Sem 0.0488, dir -0.9801, norm 0.1644, swav 0.0000 LR: 8.824e-02 Score 98.369 Data time: 0.2235, Forward time: 2.2644, Backward time: 2.4390, DDP time: 0.0043, Total iter time: 5.0357 [2020-11-08 05:36:28,507][root][INFO] - ===> Epoch[650](650/1): Loss -0.7873, Sem 0.0472, dir -0.9830, norm 0.1484, swav 0.0000 LR: 8.822e-02 Score 98.380 Data time: 0.2193, Forward time: 2.2646, Backward time: 2.4384, DDP time: 0.0043, Total iter time: 4.6164 [2020-11-08 05:36:33,518][root][INFO] - ===> Epoch[651](651/1): Loss -0.7618, Sem 0.0466, dir -0.9780, norm 0.1696, swav 0.0000 LR: 8.820e-02 Score 98.413 Data time: 0.2737, Forward time: 2.2650, Backward time: 2.4377, DDP time: 0.0043, Total iter time: 4.8769 [2020-11-08 05:36:38,189][root][INFO] - ===> Epoch[652](652/1): Loss -0.7635, Sem 0.0481, dir -0.9751, norm 0.1634, swav 0.0000 LR: 8.819e-02 Score 98.327 Data time: 0.2064, Forward time: 2.2652, Backward time: 2.4370, DDP time: 0.0043, Total iter time: 4.5388 [2020-11-08 05:36:43,171][root][INFO] - ===> Epoch[653](653/1): Loss -0.7865, Sem 0.0455, dir -0.9824, norm 0.1503, swav 0.0000 LR: 8.817e-02 Score 98.437 Data time: 0.2271, Forward time: 2.2647, Backward time: 2.4372, DDP time: 0.0043, Total iter time: 4.8513 [2020-11-08 05:36:48,200][root][INFO] - ===> Epoch[654](654/1): Loss -0.7817, Sem 0.0485, dir -0.9820, norm 0.1518, swav 0.0000 LR: 8.815e-02 Score 98.371 Data time: 0.2227, Forward time: 2.2648, Backward time: 2.4371, DDP time: 0.0043, Total iter time: 4.9407 [2020-11-08 05:36:53,362][root][INFO] - ===> Epoch[655](655/1): Loss -0.7996, Sem 0.0437, dir -0.9837, norm 0.1403, swav 0.0000 LR: 8.813e-02 Score 98.442 Data time: 0.2288, Forward time: 2.2653, Backward time: 2.4368, DDP time: 0.0043, Total iter time: 5.0415 [2020-11-08 05:36:58,637][root][INFO] - ===> Epoch[656](656/1): Loss -0.7928, Sem 0.0465, dir -0.9844, norm 0.1450, swav 0.0000 LR: 8.811e-02 Score 98.397 Data time: 0.2411, Forward time: 2.2655, Backward time: 2.4367, DDP time: 0.0043, Total iter time: 5.1565 [2020-11-08 05:37:03,413][root][INFO] - ===> Epoch[657](657/1): Loss -0.7842, Sem 0.0474, dir -0.9811, norm 0.1495, swav 0.0000 LR: 8.809e-02 Score 98.370 Data time: 0.2586, Forward time: 2.2658, Backward time: 2.4361, DDP time: 0.0043, Total iter time: 4.6557 [2020-11-08 05:37:08,115][root][INFO] - ===> Epoch[658](658/1): Loss -0.7740, Sem 0.0464, dir -0.9814, norm 0.1610, swav 0.0000 LR: 8.808e-02 Score 98.385 Data time: 0.2109, Forward time: 2.2657, Backward time: 2.4356, DDP time: 0.0043, Total iter time: 4.5983 [2020-11-08 05:37:13,308][root][INFO] - ===> Epoch[659](659/1): Loss -0.7835, Sem 0.0467, dir -0.9818, norm 0.1516, swav 0.0000 LR: 8.806e-02 Score 98.391 Data time: 0.2174, Forward time: 2.2659, Backward time: 2.4356, DDP time: 0.0043, Total iter time: 5.0692 [2020-11-08 05:37:18,624][root][INFO] - ===> Epoch[660](660/1): Loss -0.7776, Sem 0.0419, dir -0.9795, norm 0.1600, swav 0.0000 LR: 8.804e-02 Score 98.548 Data time: 0.1822, Forward time: 2.2655, Backward time: 2.4363, DDP time: 0.0043, Total iter time: 5.2003 [2020-11-08 05:37:23,828][root][INFO] - ===> Epoch[661](661/1): Loss -0.7556, Sem 0.0485, dir -0.9727, norm 0.1686, swav 0.0000 LR: 8.802e-02 Score 98.332 Data time: 0.1953, Forward time: 2.2653, Backward time: 2.4368, DDP time: 0.0043, Total iter time: 5.1321 [2020-11-08 05:37:28,543][root][INFO] - ===> Epoch[662](662/1): Loss -0.7321, Sem 0.0511, dir -0.9735, norm 0.1903, swav 0.0000 LR: 8.800e-02 Score 98.259 Data time: 0.2074, Forward time: 2.2652, Backward time: 2.4363, DDP time: 0.0043, Total iter time: 4.5978 [2020-11-08 05:37:33,713][root][INFO] - ===> Epoch[663](663/1): Loss -0.7648, Sem 0.0440, dir -0.9773, norm 0.1685, swav 0.0000 LR: 8.799e-02 Score 98.468 Data time: 0.2140, Forward time: 2.2652, Backward time: 2.4364, DDP time: 0.0043, Total iter time: 5.0364 [2020-11-08 05:37:39,120][root][INFO] - ===> Epoch[664](664/1): Loss -0.7965, Sem 0.0447, dir -0.9832, norm 0.1421, swav 0.0000 LR: 8.797e-02 Score 98.469 Data time: 0.2026, Forward time: 2.2651, Backward time: 2.4370, DDP time: 0.0043, Total iter time: 5.2863 [2020-11-08 05:37:43,996][root][INFO] - ===> Epoch[665](665/1): Loss -0.8023, Sem 0.0450, dir -0.9830, norm 0.1357, swav 0.0000 LR: 8.795e-02 Score 98.439 Data time: 0.1996, Forward time: 2.2650, Backward time: 2.4368, DDP time: 0.0043, Total iter time: 4.7495 [2020-11-08 05:37:49,269][root][INFO] - ===> Epoch[666](666/1): Loss -0.7830, Sem 0.0448, dir -0.9808, norm 0.1531, swav 0.0000 LR: 8.793e-02 Score 98.474 Data time: 0.2573, Forward time: 2.2651, Backward time: 2.4369, DDP time: 0.0043, Total iter time: 5.1515 [2020-11-08 05:37:53,902][root][INFO] - ===> Epoch[667](667/1): Loss -0.7620, Sem 0.0494, dir -0.9785, norm 0.1671, swav 0.0000 LR: 8.791e-02 Score 98.308 Data time: 0.1935, Forward time: 2.2647, Backward time: 2.4367, DDP time: 0.0043, Total iter time: 4.5110 [2020-11-08 05:37:58,929][root][INFO] - ===> Epoch[668](668/1): Loss -0.7766, Sem 0.0463, dir -0.9782, norm 0.1552, swav 0.0000 LR: 8.789e-02 Score 98.403 Data time: 0.1805, Forward time: 2.2641, Backward time: 2.4372, DDP time: 0.0043, Total iter time: 4.9055 [2020-11-08 05:38:04,118][root][INFO] - ===> Epoch[669](669/1): Loss -0.7671, Sem 0.0460, dir -0.9777, norm 0.1645, swav 0.0000 LR: 8.788e-02 Score 98.432 Data time: 0.2536, Forward time: 2.2647, Backward time: 2.4368, DDP time: 0.0043, Total iter time: 5.1148 [2020-11-08 05:38:08,658][root][INFO] - ===> Epoch[670](670/1): Loss -0.7913, Sem 0.0422, dir -0.9805, norm 0.1469, swav 0.0000 LR: 8.786e-02 Score 98.541 Data time: 0.2117, Forward time: 2.2647, Backward time: 2.4360, DDP time: 0.0043, Total iter time: 4.4135 [2020-11-08 05:38:13,621][root][INFO] - ===> Epoch[671](671/1): Loss -0.8031, Sem 0.0438, dir -0.9835, norm 0.1366, swav 0.0000 LR: 8.784e-02 Score 98.492 Data time: 0.1769, Forward time: 2.2641, Backward time: 2.4365, DDP time: 0.0043, Total iter time: 4.8539 [2020-11-08 05:38:18,590][root][INFO] - ===> Epoch[672](672/1): Loss -0.7742, Sem 0.0451, dir -0.9806, norm 0.1614, swav 0.0000 LR: 8.782e-02 Score 98.448 Data time: 0.2526, Forward time: 2.2643, Backward time: 2.4362, DDP time: 0.0043, Total iter time: 4.8899 [2020-11-08 05:38:23,732][root][INFO] - ===> Epoch[673](673/1): Loss -0.7649, Sem 0.0442, dir -0.9778, norm 0.1687, swav 0.0000 LR: 8.780e-02 Score 98.473 Data time: 0.2217, Forward time: 2.2646, Backward time: 2.4359, DDP time: 0.0043, Total iter time: 5.0073 [2020-11-08 05:38:28,374][root][INFO] - ===> Epoch[674](674/1): Loss -0.7530, Sem 0.0454, dir -0.9757, norm 0.1773, swav 0.0000 LR: 8.778e-02 Score 98.439 Data time: 0.1981, Forward time: 2.2645, Backward time: 2.4354, DDP time: 0.0043, Total iter time: 4.5149 [2020-11-08 05:38:33,506][root][INFO] - ===> Epoch[675](675/1): Loss -0.7701, Sem 0.0455, dir -0.9771, norm 0.1615, swav 0.0000 LR: 8.777e-02 Score 98.446 Data time: 0.1983, Forward time: 2.2642, Backward time: 2.4357, DDP time: 0.0043, Total iter time: 5.0172 [2020-11-08 05:38:38,780][root][INFO] - ===> Epoch[676](676/1): Loss -0.7883, Sem 0.0495, dir -0.9821, norm 0.1443, swav 0.0000 LR: 8.775e-02 Score 98.327 Data time: 0.1818, Forward time: 2.2638, Backward time: 2.4365, DDP time: 0.0043, Total iter time: 5.1872 [2020-11-08 05:38:43,793][root][INFO] - ===> Epoch[677](677/1): Loss -0.7807, Sem 0.0430, dir -0.9789, norm 0.1552, swav 0.0000 LR: 8.773e-02 Score 98.508 Data time: 0.2280, Forward time: 2.2639, Backward time: 2.4363, DDP time: 0.0043, Total iter time: 4.9189 [2020-11-08 05:38:48,351][root][INFO] - ===> Epoch[678](678/1): Loss -0.7651, Sem 0.0456, dir -0.9780, norm 0.1673, swav 0.0000 LR: 8.771e-02 Score 98.408 Data time: 0.1830, Forward time: 2.2636, Backward time: 2.4359, DDP time: 0.0043, Total iter time: 4.4302 [2020-11-08 05:38:53,408][root][INFO] - ===> Epoch[679](679/1): Loss -0.7885, Sem 0.0459, dir -0.9812, norm 0.1468, swav 0.0000 LR: 8.769e-02 Score 98.415 Data time: 0.1606, Forward time: 2.2629, Backward time: 2.4366, DDP time: 0.0043, Total iter time: 4.9433 [2020-11-08 05:38:58,736][root][INFO] - ===> Epoch[680](680/1): Loss -0.7743, Sem 0.0445, dir -0.9790, norm 0.1601, swav 0.0000 LR: 8.767e-02 Score 98.466 Data time: 0.1994, Forward time: 2.2624, Backward time: 2.4374, DDP time: 0.0043, Total iter time: 5.2332 [2020-11-08 05:39:03,604][root][INFO] - ===> Epoch[681](681/1): Loss -0.7265, Sem 0.0449, dir -0.9720, norm 0.2006, swav 0.0000 LR: 8.766e-02 Score 98.437 Data time: 0.1985, Forward time: 2.2623, Backward time: 2.4373, DDP time: 0.0043, Total iter time: 4.7505 [2020-11-08 05:39:08,106][root][INFO] - ===> Epoch[682](682/1): Loss -0.7669, Sem 0.0443, dir -0.9794, norm 0.1682, swav 0.0000 LR: 8.764e-02 Score 98.465 Data time: 0.1943, Forward time: 2.2620, Backward time: 2.4368, DDP time: 0.0043, Total iter time: 4.3728 [2020-11-08 05:39:13,893][root][INFO] - ===> Epoch[683](683/1): Loss -0.7763, Sem 0.0464, dir -0.9801, norm 0.1574, swav 0.0000 LR: 8.762e-02 Score 98.404 Data time: 0.2043, Forward time: 2.2619, Backward time: 2.4380, DDP time: 0.0043, Total iter time: 5.7105 [2020-11-08 05:39:19,130][root][INFO] - ===> Epoch[684](684/1): Loss -0.7643, Sem 0.0444, dir -0.9760, norm 0.1673, swav 0.0000 LR: 8.760e-02 Score 98.424 Data time: 0.2320, Forward time: 2.2620, Backward time: 2.4380, DDP time: 0.0043, Total iter time: 5.0966 [2020-11-08 05:39:24,752][root][INFO] - ===> Epoch[685](685/1): Loss -0.7696, Sem 0.0481, dir -0.9788, norm 0.1611, swav 0.0000 LR: 8.758e-02 Score 98.354 Data time: 0.2156, Forward time: 2.2621, Backward time: 2.4386, DDP time: 0.0043, Total iter time: 5.5028 [2020-11-08 05:39:29,863][root][INFO] - ===> Epoch[686](686/1): Loss -0.7886, Sem 0.0447, dir -0.9819, norm 0.1486, swav 0.0000 LR: 8.757e-02 Score 98.471 Data time: 0.2409, Forward time: 2.2627, Backward time: 2.4381, DDP time: 0.0043, Total iter time: 4.9867 [2020-11-08 05:39:35,525][root][INFO] - ===> Epoch[687](687/1): Loss -0.7504, Sem 0.0436, dir -0.9753, norm 0.1814, swav 0.0000 LR: 8.755e-02 Score 98.493 Data time: 0.2079, Forward time: 2.2628, Backward time: 2.4389, DDP time: 0.0043, Total iter time: 5.5318 [2020-11-08 05:39:41,365][root][INFO] - ===> Epoch[688](688/1): Loss -0.7530, Sem 0.0453, dir -0.9748, norm 0.1765, swav 0.0000 LR: 8.753e-02 Score 98.445 Data time: 0.2071, Forward time: 2.2627, Backward time: 2.4400, DDP time: 0.0043, Total iter time: 5.7127 [2020-11-08 05:39:45,825][root][INFO] - ===> Epoch[689](689/1): Loss -0.7721, Sem 0.0477, dir -0.9787, norm 0.1589, swav 0.0000 LR: 8.751e-02 Score 98.365 Data time: 0.1919, Forward time: 2.2625, Backward time: 2.4393, DDP time: 0.0043, Total iter time: 4.3559 [2020-11-08 05:39:50,571][root][INFO] - ===> Epoch[690](690/1): Loss -0.7884, Sem 0.0424, dir -0.9804, norm 0.1497, swav 0.0000 LR: 8.749e-02 Score 98.521 Data time: 0.2160, Forward time: 2.2626, Backward time: 2.4387, DDP time: 0.0043, Total iter time: 4.6325 [2020-11-08 05:39:55,675][root][INFO] - ===> Epoch[691](691/1): Loss -0.7588, Sem 0.0446, dir -0.9763, norm 0.1729, swav 0.0000 LR: 8.747e-02 Score 98.447 Data time: 0.2305, Forward time: 2.2627, Backward time: 2.4387, DDP time: 0.0043, Total iter time: 4.9801 [2020-11-08 05:40:01,179][root][INFO] - ===> Epoch[692](692/1): Loss -0.7372, Sem 0.0447, dir -0.9706, norm 0.1887, swav 0.0000 LR: 8.746e-02 Score 98.448 Data time: 0.2572, Forward time: 2.2633, Backward time: 2.4386, DDP time: 0.0043, Total iter time: 5.3719 [2020-11-08 05:40:06,107][root][INFO] - ===> Epoch[693](693/1): Loss -0.7857, Sem 0.0478, dir -0.9811, norm 0.1476, swav 0.0000 LR: 8.744e-02 Score 98.326 Data time: 0.2211, Forward time: 2.2636, Backward time: 2.4381, DDP time: 0.0043, Total iter time: 4.8088 [2020-11-08 05:40:10,957][root][INFO] - ===> Epoch[694](694/1): Loss -0.7681, Sem 0.0463, dir -0.9783, norm 0.1639, swav 0.0000 LR: 8.742e-02 Score 98.410 Data time: 0.2292, Forward time: 2.2639, Backward time: 2.4375, DDP time: 0.0043, Total iter time: 4.7146 [2020-11-08 05:40:15,598][root][INFO] - ===> Epoch[695](695/1): Loss -0.7561, Sem 0.0469, dir -0.9757, norm 0.1727, swav 0.0000 LR: 8.740e-02 Score 98.383 Data time: 0.1967, Forward time: 2.2637, Backward time: 2.4371, DDP time: 0.0043, Total iter time: 4.5213 [2020-11-08 05:40:21,134][root][INFO] - ===> Epoch[696](696/1): Loss -0.7855, Sem 0.0454, dir -0.9826, norm 0.1517, swav 0.0000 LR: 8.738e-02 Score 98.423 Data time: 0.2297, Forward time: 2.2634, Backward time: 2.4379, DDP time: 0.0043, Total iter time: 5.4022 [2020-11-08 05:40:26,138][root][INFO] - ===> Epoch[697](697/1): Loss -0.7847, Sem 0.0435, dir -0.9832, norm 0.1549, swav 0.0000 LR: 8.736e-02 Score 98.492 Data time: 0.2206, Forward time: 2.2637, Backward time: 2.4376, DDP time: 0.0043, Total iter time: 4.8811 [2020-11-08 05:40:30,705][root][INFO] - ===> Epoch[698](698/1): Loss -0.7547, Sem 0.0492, dir -0.9749, norm 0.1710, swav 0.0000 LR: 8.735e-02 Score 98.317 Data time: 0.1960, Forward time: 2.2634, Backward time: 2.4371, DDP time: 0.0043, Total iter time: 4.4391 [2020-11-08 05:40:35,270][root][INFO] - ===> Epoch[699](699/1): Loss -0.7758, Sem 0.0474, dir -0.9780, norm 0.1548, swav 0.0000 LR: 8.733e-02 Score 98.347 Data time: 0.2035, Forward time: 2.2634, Backward time: 2.4365, DDP time: 0.0043, Total iter time: 4.4494 [2020-11-08 05:40:40,195][root][INFO] - ===> Epoch[700](700/1): Loss -0.7790, Sem 0.0480, dir -0.9809, norm 0.1539, swav 0.0000 LR: 8.731e-02 Score 98.320 Data time: 0.1857, Forward time: 2.2630, Backward time: 2.4366, DDP time: 0.0043, Total iter time: 4.7908 [2020-11-08 05:40:45,425][root][INFO] - ===> Epoch[701](701/1): Loss -0.7836, Sem 0.0453, dir -0.9806, norm 0.1516, swav 0.0000 LR: 8.729e-02 Score 98.440 Data time: 0.2047, Forward time: 2.2628, Backward time: 2.4370, DDP time: 0.0043, Total iter time: 5.1042 [2020-11-08 05:40:50,230][root][INFO] - ===> Epoch[702](702/1): Loss -0.7776, Sem 0.0449, dir -0.9817, norm 0.1592, swav 0.0000 LR: 8.727e-02 Score 98.464 Data time: 0.2147, Forward time: 2.2628, Backward time: 2.4366, DDP time: 0.0043, Total iter time: 4.6649 [2020-11-08 05:40:55,130][root][INFO] - ===> Epoch[703](703/1): Loss -0.7551, Sem 0.0456, dir -0.9772, norm 0.1765, swav 0.0000 LR: 8.725e-02 Score 98.431 Data time: 0.1903, Forward time: 2.2625, Backward time: 2.4367, DDP time: 0.0043, Total iter time: 4.7662 [2020-11-08 05:41:00,342][root][INFO] - ===> Epoch[704](704/1): Loss -0.7694, Sem 0.0462, dir -0.9774, norm 0.1618, swav 0.0000 LR: 8.724e-02 Score 98.416 Data time: 0.2003, Forward time: 2.2622, Backward time: 2.4371, DDP time: 0.0044, Total iter time: 5.0942 [2020-11-08 05:41:05,428][root][INFO] - ===> Epoch[705](705/1): Loss -0.7853, Sem 0.0500, dir -0.9810, norm 0.1457, swav 0.0000 LR: 8.722e-02 Score 98.282 Data time: 0.2098, Forward time: 2.2620, Backward time: 2.4373, DDP time: 0.0044, Total iter time: 4.9725 [2020-11-08 05:41:10,524][root][INFO] - ===> Epoch[706](706/1): Loss -0.7635, Sem 0.0460, dir -0.9778, norm 0.1684, swav 0.0000 LR: 8.720e-02 Score 98.407 Data time: 0.2146, Forward time: 2.2621, Backward time: 2.4372, DDP time: 0.0044, Total iter time: 4.9730 [2020-11-08 05:41:15,967][root][INFO] - ===> Epoch[707](707/1): Loss -0.7652, Sem 0.0422, dir -0.9787, norm 0.1714, swav 0.0000 LR: 8.718e-02 Score 98.518 Data time: 0.1890, Forward time: 2.2618, Backward time: 2.4380, DDP time: 0.0044, Total iter time: 5.3174 [2020-11-08 05:41:20,984][root][INFO] - ===> Epoch[708](708/1): Loss -0.7806, Sem 0.0441, dir -0.9804, norm 0.1557, swav 0.0000 LR: 8.716e-02 Score 98.479 Data time: 0.2122, Forward time: 2.2616, Backward time: 2.4381, DDP time: 0.0044, Total iter time: 4.9182 [2020-11-08 05:41:26,066][root][INFO] - ===> Epoch[709](709/1): Loss -0.7865, Sem 0.0428, dir -0.9817, norm 0.1523, swav 0.0000 LR: 8.715e-02 Score 98.496 Data time: 0.2252, Forward time: 2.2618, Backward time: 2.4380, DDP time: 0.0044, Total iter time: 4.9602 [2020-11-08 05:41:31,193][root][INFO] - ===> Epoch[710](710/1): Loss -0.7663, Sem 0.0454, dir -0.9778, norm 0.1661, swav 0.0000 LR: 8.713e-02 Score 98.459 Data time: 0.2141, Forward time: 2.2618, Backward time: 2.4380, DDP time: 0.0044, Total iter time: 4.9956 [2020-11-08 05:41:36,215][root][INFO] - ===> Epoch[711](711/1): Loss -0.7645, Sem 0.0458, dir -0.9787, norm 0.1684, swav 0.0000 LR: 8.711e-02 Score 98.422 Data time: 0.2043, Forward time: 2.2615, Backward time: 2.4382, DDP time: 0.0044, Total iter time: 4.9045 [2020-11-08 05:41:41,181][root][INFO] - ===> Epoch[712](712/1): Loss -0.7822, Sem 0.0460, dir -0.9801, norm 0.1519, swav 0.0000 LR: 8.709e-02 Score 98.401 Data time: 0.2458, Forward time: 2.2617, Backward time: 2.4379, DDP time: 0.0044, Total iter time: 4.8587 [2020-11-08 05:41:46,545][root][INFO] - ===> Epoch[713](713/1): Loss -0.7978, Sem 0.0427, dir -0.9832, norm 0.1427, swav 0.0000 LR: 8.707e-02 Score 98.518 Data time: 0.2641, Forward time: 2.2624, Backward time: 2.4375, DDP time: 0.0044, Total iter time: 5.2316 [2020-11-08 05:41:51,440][root][INFO] - ===> Epoch[714](714/1): Loss -0.7882, Sem 0.0437, dir -0.9804, norm 0.1485, swav 0.0000 LR: 8.705e-02 Score 98.505 Data time: 0.2082, Forward time: 2.2625, Backward time: 2.4372, DDP time: 0.0044, Total iter time: 4.7684 [2020-11-08 05:41:56,188][root][INFO] - ===> Epoch[715](715/1): Loss -0.7740, Sem 0.0487, dir -0.9815, norm 0.1589, swav 0.0000 LR: 8.704e-02 Score 98.339 Data time: 0.2606, Forward time: 2.2627, Backward time: 2.4365, DDP time: 0.0044, Total iter time: 4.6338 [2020-11-08 05:42:01,429][root][INFO] - ===> Epoch[716](716/1): Loss -0.7918, Sem 0.0441, dir -0.9843, norm 0.1483, swav 0.0000 LR: 8.702e-02 Score 98.468 Data time: 0.2166, Forward time: 2.2630, Backward time: 2.4364, DDP time: 0.0044, Total iter time: 5.1104 [2020-11-08 05:42:06,881][root][INFO] - ===> Epoch[717](717/1): Loss -0.7846, Sem 0.0460, dir -0.9794, norm 0.1488, swav 0.0000 LR: 8.700e-02 Score 98.442 Data time: 0.1797, Forward time: 2.2625, Backward time: 2.4374, DDP time: 0.0044, Total iter time: 5.2993 [2020-11-08 05:42:12,277][root][INFO] - ===> Epoch[718](718/1): Loss -0.7549, Sem 0.0447, dir -0.9733, norm 0.1737, swav 0.0000 LR: 8.698e-02 Score 98.461 Data time: 0.2008, Forward time: 2.2622, Backward time: 2.4381, DDP time: 0.0044, Total iter time: 5.2884 [2020-11-08 05:42:17,138][root][INFO] - ===> Epoch[719](719/1): Loss -0.7672, Sem 0.0437, dir -0.9768, norm 0.1658, swav 0.0000 LR: 8.696e-02 Score 98.469 Data time: 0.2185, Forward time: 2.2621, Backward time: 2.4379, DDP time: 0.0044, Total iter time: 4.7376 [2020-11-08 05:42:22,537][root][INFO] - ===> Epoch[720](720/1): Loss -0.7674, Sem 0.0456, dir -0.9787, norm 0.1657, swav 0.0000 LR: 8.694e-02 Score 98.438 Data time: 0.2782, Forward time: 2.2629, Backward time: 2.4375, DDP time: 0.0044, Total iter time: 5.2711 [2020-11-08 05:42:27,470][root][INFO] - ===> Epoch[721](721/1): Loss -0.7843, Sem 0.0442, dir -0.9817, norm 0.1532, swav 0.0000 LR: 8.693e-02 Score 98.459 Data time: 0.2280, Forward time: 2.2632, Backward time: 2.4370, DDP time: 0.0044, Total iter time: 4.7981 [2020-11-08 05:42:32,467][root][INFO] - ===> Epoch[722](722/1): Loss -0.7996, Sem 0.0446, dir -0.9837, norm 0.1394, swav 0.0000 LR: 8.691e-02 Score 98.453 Data time: 0.2102, Forward time: 2.2633, Backward time: 2.4368, DDP time: 0.0044, Total iter time: 4.8853 [2020-11-08 05:42:37,279][root][INFO] - ===> Epoch[723](723/1): Loss -0.7911, Sem 0.0442, dir -0.9832, norm 0.1479, swav 0.0000 LR: 8.689e-02 Score 98.475 Data time: 0.1686, Forward time: 2.2627, Backward time: 2.4371, DDP time: 0.0044, Total iter time: 4.6939 [2020-11-08 05:42:42,291][root][INFO] - ===> Epoch[724](724/1): Loss -0.7805, Sem 0.0456, dir -0.9813, norm 0.1552, swav 0.0000 LR: 8.687e-02 Score 98.435 Data time: 0.2333, Forward time: 2.2625, Backward time: 2.4371, DDP time: 0.0044, Total iter time: 4.9038 [2020-11-08 05:42:47,569][root][INFO] - ===> Epoch[725](725/1): Loss -0.7551, Sem 0.0449, dir -0.9758, norm 0.1758, swav 0.0000 LR: 8.685e-02 Score 98.446 Data time: 0.2057, Forward time: 2.2624, Backward time: 2.4375, DDP time: 0.0044, Total iter time: 5.1558 [2020-11-08 05:42:52,432][root][INFO] - ===> Epoch[726](726/1): Loss -0.7776, Sem 0.0444, dir -0.9781, norm 0.1561, swav 0.0000 LR: 8.683e-02 Score 98.465 Data time: 0.2148, Forward time: 2.2624, Backward time: 2.4372, DDP time: 0.0044, Total iter time: 4.7510 [2020-11-08 05:42:57,443][root][INFO] - ===> Epoch[727](727/1): Loss -0.7813, Sem 0.0425, dir -0.9831, norm 0.1593, swav 0.0000 LR: 8.682e-02 Score 98.501 Data time: 0.2165, Forward time: 2.2624, Backward time: 2.4371, DDP time: 0.0044, Total iter time: 4.8955 [2020-11-08 05:43:02,775][root][INFO] - ===> Epoch[728](728/1): Loss -0.7777, Sem 0.0422, dir -0.9785, norm 0.1587, swav 0.0000 LR: 8.680e-02 Score 98.525 Data time: 0.2195, Forward time: 2.2624, Backward time: 2.4374, DDP time: 0.0044, Total iter time: 5.1965 [2020-11-08 05:43:08,225][root][INFO] - ===> Epoch[729](729/1): Loss -0.7806, Sem 0.0439, dir -0.9798, norm 0.1553, swav 0.0000 LR: 8.678e-02 Score 98.471 Data time: 0.2665, Forward time: 2.2631, Backward time: 2.4371, DDP time: 0.0044, Total iter time: 5.3315 [2020-11-08 05:43:13,538][root][INFO] - ===> Epoch[730](730/1): Loss -0.7927, Sem 0.0450, dir -0.9836, norm 0.1459, swav 0.0000 LR: 8.676e-02 Score 98.424 Data time: 0.2446, Forward time: 2.2638, Backward time: 2.4368, DDP time: 0.0044, Total iter time: 5.1897 [2020-11-08 05:43:18,451][root][INFO] - ===> Epoch[731](731/1): Loss -0.7944, Sem 0.0430, dir -0.9835, norm 0.1461, swav 0.0000 LR: 8.674e-02 Score 98.504 Data time: 0.2364, Forward time: 2.2641, Backward time: 2.4363, DDP time: 0.0044, Total iter time: 4.7884 [2020-11-08 05:43:23,776][root][INFO] - ===> Epoch[732](732/1): Loss -0.7891, Sem 0.0451, dir -0.9815, norm 0.1474, swav 0.0000 LR: 8.672e-02 Score 98.434 Data time: 0.2233, Forward time: 2.2642, Backward time: 2.4365, DDP time: 0.0044, Total iter time: 5.1862 [2020-11-08 05:43:29,076][root][INFO] - ===> Epoch[733](733/1): Loss -0.7922, Sem 0.0444, dir -0.9806, norm 0.1440, swav 0.0000 LR: 8.671e-02 Score 98.454 Data time: 0.2025, Forward time: 2.2642, Backward time: 2.4368, DDP time: 0.0044, Total iter time: 5.1725 [2020-11-08 05:43:33,728][root][INFO] - ===> Epoch[734](734/1): Loss -0.7875, Sem 0.0447, dir -0.9810, norm 0.1487, swav 0.0000 LR: 8.669e-02 Score 98.459 Data time: 0.2119, Forward time: 2.2640, Backward time: 2.4364, DDP time: 0.0044, Total iter time: 4.5528 [2020-11-08 05:43:38,599][root][INFO] - ===> Epoch[735](735/1): Loss -0.7619, Sem 0.0455, dir -0.9772, norm 0.1698, swav 0.0000 LR: 8.667e-02 Score 98.428 Data time: 0.2362, Forward time: 2.2644, Backward time: 2.4358, DDP time: 0.0044, Total iter time: 4.7655 [2020-11-08 05:43:43,762][root][INFO] - ===> Epoch[736](736/1): Loss -0.7619, Sem 0.0466, dir -0.9752, norm 0.1667, swav 0.0000 LR: 8.665e-02 Score 98.367 Data time: 0.1976, Forward time: 2.2643, Backward time: 2.4360, DDP time: 0.0044, Total iter time: 5.0380 [2020-11-08 05:43:48,408][root][INFO] - ===> Epoch[737](737/1): Loss -0.7908, Sem 0.0425, dir -0.9832, norm 0.1499, swav 0.0000 LR: 8.663e-02 Score 98.511 Data time: 0.1947, Forward time: 2.2641, Backward time: 2.4356, DDP time: 0.0044, Total iter time: 4.5355 [2020-11-08 05:43:53,795][root][INFO] - ===> Epoch[738](738/1): Loss -0.8053, Sem 0.0410, dir -0.9851, norm 0.1387, swav 0.0000 LR: 8.661e-02 Score 98.554 Data time: 0.2162, Forward time: 2.2642, Backward time: 2.4359, DDP time: 0.0044, Total iter time: 5.2615 [2020-11-08 05:43:58,563][root][INFO] - ===> Epoch[739](739/1): Loss -0.7911, Sem 0.0452, dir -0.9825, norm 0.1462, swav 0.0000 LR: 8.660e-02 Score 98.441 Data time: 0.2109, Forward time: 2.2641, Backward time: 2.4355, DDP time: 0.0044, Total iter time: 4.6266 [2020-11-08 05:44:03,542][root][INFO] - ===> Epoch[740](740/1): Loss -0.7799, Sem 0.0436, dir -0.9788, norm 0.1554, swav 0.0000 LR: 8.658e-02 Score 98.488 Data time: 0.2557, Forward time: 2.2645, Backward time: 2.4350, DDP time: 0.0044, Total iter time: 4.8622 [2020-11-08 05:44:09,245][root][INFO] - ===> Epoch[741](741/1): Loss -0.7544, Sem 0.0422, dir -0.9762, norm 0.1797, swav 0.0000 LR: 8.656e-02 Score 98.526 Data time: 0.2068, Forward time: 2.2644, Backward time: 2.4359, DDP time: 0.0044, Total iter time: 5.5704 [2020-11-08 05:44:14,273][root][INFO] - ===> Epoch[742](742/1): Loss -0.7778, Sem 0.0415, dir -0.9792, norm 0.1599, swav 0.0000 LR: 8.654e-02 Score 98.535 Data time: 0.2843, Forward time: 2.2647, Backward time: 2.4355, DDP time: 0.0044, Total iter time: 4.8897 [2020-11-08 05:44:19,731][root][INFO] - ===> Epoch[743](743/1): Loss -0.7881, Sem 0.0437, dir -0.9808, norm 0.1489, swav 0.0000 LR: 8.652e-02 Score 98.462 Data time: 0.2267, Forward time: 2.2648, Backward time: 2.4358, DDP time: 0.0044, Total iter time: 5.3252 [2020-11-08 05:44:25,211][root][INFO] - ===> Epoch[744](744/1): Loss -0.7812, Sem 0.0434, dir -0.9797, norm 0.1552, swav 0.0000 LR: 8.651e-02 Score 98.510 Data time: 0.2343, Forward time: 2.2652, Backward time: 2.4359, DDP time: 0.0044, Total iter time: 5.3497 [2020-11-08 05:44:29,834][root][INFO] - ===> Epoch[745](745/1): Loss -0.7806, Sem 0.0447, dir -0.9816, norm 0.1564, swav 0.0000 LR: 8.649e-02 Score 98.446 Data time: 0.1586, Forward time: 2.2646, Backward time: 2.4359, DDP time: 0.0044, Total iter time: 4.4790 [2020-11-08 05:44:34,567][root][INFO] - ===> Epoch[746](746/1): Loss -0.8022, Sem 0.0399, dir -0.9843, norm 0.1422, swav 0.0000 LR: 8.647e-02 Score 98.584 Data time: 0.2064, Forward time: 2.2641, Backward time: 2.4359, DDP time: 0.0044, Total iter time: 4.6460 [2020-11-08 05:44:39,974][root][INFO] - ===> Epoch[747](747/1): Loss -0.7627, Sem 0.0431, dir -0.9769, norm 0.1710, swav 0.0000 LR: 8.645e-02 Score 98.503 Data time: 0.2003, Forward time: 2.2639, Backward time: 2.4366, DDP time: 0.0044, Total iter time: 5.2886 [2020-11-08 05:44:44,963][root][INFO] - ===> Epoch[748](748/1): Loss -0.7675, Sem 0.0433, dir -0.9786, norm 0.1678, swav 0.0000 LR: 8.643e-02 Score 98.489 Data time: 0.2128, Forward time: 2.2639, Backward time: 2.4365, DDP time: 0.0044, Total iter time: 4.8635 [2020-11-08 05:44:49,510][root][INFO] - ===> Epoch[749](749/1): Loss -0.7911, Sem 0.0432, dir -0.9834, norm 0.1491, swav 0.0000 LR: 8.641e-02 Score 98.504 Data time: 0.2169, Forward time: 2.2639, Backward time: 2.4357, DDP time: 0.0044, Total iter time: 4.4150 [2020-11-08 05:44:54,496][root][INFO] - ===> Epoch[750](750/1): Loss -0.7781, Sem 0.0441, dir -0.9813, norm 0.1590, swav 0.0000 LR: 8.640e-02 Score 98.444 Data time: 0.2089, Forward time: 2.2637, Backward time: 2.4358, DDP time: 0.0044, Total iter time: 4.8565 [2020-11-08 05:44:59,624][root][INFO] - ===> Epoch[751](751/1): Loss -0.7591, Sem 0.0456, dir -0.9749, norm 0.1702, swav 0.0000 LR: 8.638e-02 Score 98.412 Data time: 0.2290, Forward time: 2.2641, Backward time: 2.4355, DDP time: 0.0044, Total iter time: 5.0126 [2020-11-08 05:45:04,808][root][INFO] - ===> Epoch[752](752/1): Loss -0.7548, Sem 0.0447, dir -0.9796, norm 0.1801, swav 0.0000 LR: 8.636e-02 Score 98.422 Data time: 0.2423, Forward time: 2.2641, Backward time: 2.4355, DDP time: 0.0044, Total iter time: 5.0452 [2020-11-08 05:45:10,292][root][INFO] - ===> Epoch[753](753/1): Loss -0.7825, Sem 0.0424, dir -0.9810, norm 0.1562, swav 0.0000 LR: 8.634e-02 Score 98.513 Data time: 0.2303, Forward time: 2.2642, Backward time: 2.4359, DDP time: 0.0044, Total iter time: 5.3644 [2020-11-08 05:45:15,593][root][INFO] - ===> Epoch[754](754/1): Loss -0.7941, Sem 0.0443, dir -0.9828, norm 0.1443, swav 0.0000 LR: 8.632e-02 Score 98.475 Data time: 0.1746, Forward time: 2.2637, Backward time: 2.4368, DDP time: 0.0044, Total iter time: 5.1808 [2020-11-08 05:45:20,393][root][INFO] - ===> Epoch[755](755/1): Loss -0.7756, Sem 0.0466, dir -0.9785, norm 0.1563, swav 0.0000 LR: 8.630e-02 Score 98.384 Data time: 0.2323, Forward time: 2.2639, Backward time: 2.4363, DDP time: 0.0044, Total iter time: 4.7024 [2020-11-08 05:45:24,861][root][INFO] - ===> Epoch[756](756/1): Loss -0.7754, Sem 0.0409, dir -0.9804, norm 0.1641, swav 0.0000 LR: 8.629e-02 Score 98.539 Data time: 0.1688, Forward time: 2.2632, Backward time: 2.4361, DDP time: 0.0044, Total iter time: 4.3334 [2020-11-08 05:45:30,774][root][INFO] - ===> Epoch[757](757/1): Loss -0.7785, Sem 0.0456, dir -0.9802, norm 0.1561, swav 0.0000 LR: 8.627e-02 Score 98.397 Data time: 0.1639, Forward time: 2.2625, Backward time: 2.4379, DDP time: 0.0044, Total iter time: 5.8172 [2020-11-08 05:45:35,631][root][INFO] - ===> Epoch[758](758/1): Loss -0.7539, Sem 0.0483, dir -0.9757, norm 0.1736, swav 0.0000 LR: 8.625e-02 Score 98.346 Data time: 0.2007, Forward time: 2.2623, Backward time: 2.4379, DDP time: 0.0044, Total iter time: 4.7535 [2020-11-08 05:45:40,844][root][INFO] - ===> Epoch[759](759/1): Loss -0.7824, Sem 0.0462, dir -0.9811, norm 0.1525, swav 0.0000 LR: 8.623e-02 Score 98.372 Data time: 0.2369, Forward time: 2.2624, Backward time: 2.4379, DDP time: 0.0044, Total iter time: 5.0913 [2020-11-08 05:45:45,878][root][INFO] - ===> Epoch[760](760/1): Loss -0.7944, Sem 0.0453, dir -0.9838, norm 0.1441, swav 0.0000 LR: 8.621e-02 Score 98.428 Data time: 0.2317, Forward time: 2.2627, Backward time: 2.4376, DDP time: 0.0044, Total iter time: 4.9037 [2020-11-08 05:45:50,810][root][INFO] - ===> Epoch[761](761/1): Loss -0.8066, Sem 0.0409, dir -0.9849, norm 0.1374, swav 0.0000 LR: 8.619e-02 Score 98.559 Data time: 0.1913, Forward time: 2.2625, Backward time: 2.4375, DDP time: 0.0044, Total iter time: 4.8010 [2020-11-08 05:45:55,711][root][INFO] - ===> Epoch[762](762/1): Loss -0.8045, Sem 0.0426, dir -0.9841, norm 0.1371, swav 0.0000 LR: 8.618e-02 Score 98.511 Data time: 0.2253, Forward time: 2.2621, Backward time: 2.4377, DDP time: 0.0044, Total iter time: 4.7827 [2020-11-08 05:46:00,973][root][INFO] - ===> Epoch[763](763/1): Loss -0.7983, Sem 0.0436, dir -0.9840, norm 0.1421, swav 0.0000 LR: 8.616e-02 Score 98.479 Data time: 0.1932, Forward time: 2.2618, Backward time: 2.4382, DDP time: 0.0044, Total iter time: 5.1615 [2020-11-08 05:46:06,561][root][INFO] - ===> Epoch[764](764/1): Loss -0.7945, Sem 0.0447, dir -0.9831, norm 0.1439, swav 0.0000 LR: 8.614e-02 Score 98.434 Data time: 0.2124, Forward time: 2.2619, Backward time: 2.4388, DDP time: 0.0044, Total iter time: 5.4719 [2020-11-08 05:46:11,968][root][INFO] - ===> Epoch[765](765/1): Loss -0.7863, Sem 0.0469, dir -0.9818, norm 0.1486, swav 0.0000 LR: 8.612e-02 Score 98.349 Data time: 0.1884, Forward time: 2.2616, Backward time: 2.4395, DDP time: 0.0044, Total iter time: 5.2975 [2020-11-08 05:46:17,336][root][INFO] - ===> Epoch[766](766/1): Loss -0.7928, Sem 0.0438, dir -0.9825, norm 0.1459, swav 0.0000 LR: 8.610e-02 Score 98.471 Data time: 0.1868, Forward time: 2.2613, Backward time: 2.4402, DDP time: 0.0044, Total iter time: 5.2410 [2020-11-08 05:46:22,567][root][INFO] - ===> Epoch[767](767/1): Loss -0.7720, Sem 0.0466, dir -0.9797, norm 0.1612, swav 0.0000 LR: 8.608e-02 Score 98.394 Data time: 0.1701, Forward time: 2.2608, Backward time: 2.4409, DDP time: 0.0044, Total iter time: 5.1307 [2020-11-08 05:46:27,579][root][INFO] - ===> Epoch[768](768/1): Loss -0.7739, Sem 0.0478, dir -0.9774, norm 0.1556, swav 0.0000 LR: 8.607e-02 Score 98.361 Data time: 0.1949, Forward time: 2.2606, Backward time: 2.4411, DDP time: 0.0044, Total iter time: 4.9060 [2020-11-08 05:46:32,748][root][INFO] - ===> Epoch[769](769/1): Loss -0.7834, Sem 0.0427, dir -0.9810, norm 0.1550, swav 0.0000 LR: 8.605e-02 Score 98.522 Data time: 0.1896, Forward time: 2.2603, Backward time: 2.4415, DDP time: 0.0044, Total iter time: 5.0511 [2020-11-08 05:46:37,723][root][INFO] - ===> Epoch[770](770/1): Loss -0.7932, Sem 0.0461, dir -0.9831, norm 0.1438, swav 0.0000 LR: 8.603e-02 Score 98.400 Data time: 0.1895, Forward time: 2.2601, Backward time: 2.4416, DDP time: 0.0044, Total iter time: 4.8706 [2020-11-08 05:46:42,353][root][INFO] - ===> Epoch[771](771/1): Loss -0.8032, Sem 0.0415, dir -0.9825, norm 0.1378, swav 0.0000 LR: 8.601e-02 Score 98.542 Data time: 0.1806, Forward time: 2.2596, Backward time: 2.4415, DDP time: 0.0044, Total iter time: 4.5090 [2020-11-08 05:46:47,345][root][INFO] - ===> Epoch[772](772/1): Loss -0.7769, Sem 0.0427, dir -0.9783, norm 0.1587, swav 0.0000 LR: 8.599e-02 Score 98.528 Data time: 0.2003, Forward time: 2.2594, Backward time: 2.4417, DDP time: 0.0044, Total iter time: 4.8952 [2020-11-08 05:46:52,894][root][INFO] - ===> Epoch[773](773/1): Loss -0.7679, Sem 0.0445, dir -0.9752, norm 0.1628, swav 0.0000 LR: 8.597e-02 Score 98.449 Data time: 0.1769, Forward time: 2.2588, Backward time: 2.4428, DDP time: 0.0044, Total iter time: 5.4226 [2020-11-08 05:46:57,731][root][INFO] - ===> Epoch[774](774/1): Loss -0.7778, Sem 0.0469, dir -0.9815, norm 0.1569, swav 0.0000 LR: 8.596e-02 Score 98.391 Data time: 0.2004, Forward time: 2.2587, Backward time: 2.4426, DDP time: 0.0044, Total iter time: 4.7754 [2020-11-08 05:47:02,708][root][INFO] - ===> Epoch[775](775/1): Loss -0.8100, Sem 0.0427, dir -0.9847, norm 0.1320, swav 0.0000 LR: 8.594e-02 Score 98.507 Data time: 0.2097, Forward time: 2.2587, Backward time: 2.4425, DDP time: 0.0044, Total iter time: 4.8548 [2020-11-08 05:47:07,449][root][INFO] - ===> Epoch[776](776/1): Loss -0.8149, Sem 0.0406, dir -0.9856, norm 0.1300, swav 0.0000 LR: 8.592e-02 Score 98.558 Data time: 0.2178, Forward time: 2.2588, Backward time: 2.4420, DDP time: 0.0044, Total iter time: 4.6177 [2020-11-08 05:47:12,487][root][INFO] - ===> Epoch[777](777/1): Loss -0.7915, Sem 0.0442, dir -0.9828, norm 0.1471, swav 0.0000 LR: 8.590e-02 Score 98.452 Data time: 0.2535, Forward time: 2.2588, Backward time: 2.4419, DDP time: 0.0044, Total iter time: 4.8995 [2020-11-08 05:47:17,622][root][INFO] - ===> Epoch[778](778/1): Loss -0.7882, Sem 0.0433, dir -0.9816, norm 0.1501, swav 0.0000 LR: 8.588e-02 Score 98.490 Data time: 0.2165, Forward time: 2.2590, Backward time: 2.4418, DDP time: 0.0044, Total iter time: 5.0005 [2020-11-08 05:47:22,742][root][INFO] - ===> Epoch[779](779/1): Loss -0.7973, Sem 0.0428, dir -0.9835, norm 0.1434, swav 0.0000 LR: 8.586e-02 Score 98.485 Data time: 0.2180, Forward time: 2.2591, Backward time: 2.4418, DDP time: 0.0044, Total iter time: 4.9959 [2020-11-08 05:47:27,457][root][INFO] - ===> Epoch[780](780/1): Loss -0.7914, Sem 0.0414, dir -0.9826, norm 0.1499, swav 0.0000 LR: 8.585e-02 Score 98.536 Data time: 0.2084, Forward time: 2.2590, Backward time: 2.4413, DDP time: 0.0044, Total iter time: 4.5877 [2020-11-08 05:47:32,795][root][INFO] - ===> Epoch[781](781/1): Loss -0.7866, Sem 0.0402, dir -0.9799, norm 0.1531, swav 0.0000 LR: 8.583e-02 Score 98.579 Data time: 0.2693, Forward time: 2.2596, Backward time: 2.4410, DDP time: 0.0044, Total iter time: 5.2280 [2020-11-08 05:47:38,439][root][INFO] - ===> Epoch[782](782/1): Loss -0.7730, Sem 0.0436, dir -0.9804, norm 0.1638, swav 0.0000 LR: 8.581e-02 Score 98.469 Data time: 0.3036, Forward time: 2.2605, Backward time: 2.4408, DDP time: 0.0044, Total iter time: 5.5159 [2020-11-08 05:47:43,450][root][INFO] - ===> Epoch[783](783/1): Loss -0.8033, Sem 0.0433, dir -0.9843, norm 0.1377, swav 0.0000 LR: 8.579e-02 Score 98.497 Data time: 0.2247, Forward time: 2.2606, Backward time: 2.4406, DDP time: 0.0044, Total iter time: 4.8729 [2020-11-08 05:47:48,344][root][INFO] - ===> Epoch[784](784/1): Loss -0.7985, Sem 0.0409, dir -0.9830, norm 0.1436, swav 0.0000 LR: 8.577e-02 Score 98.545 Data time: 0.2320, Forward time: 2.2610, Backward time: 2.4400, DDP time: 0.0044, Total iter time: 4.7773 [2020-11-08 05:47:53,456][root][INFO] - ===> Epoch[785](785/1): Loss -0.7627, Sem 0.0442, dir -0.9733, norm 0.1665, swav 0.0000 LR: 8.575e-02 Score 98.447 Data time: 0.1945, Forward time: 2.2608, Backward time: 2.4403, DDP time: 0.0044, Total iter time: 4.9917 [2020-11-08 05:47:58,416][root][INFO] - ===> Epoch[786](786/1): Loss -0.7536, Sem 0.0421, dir -0.9777, norm 0.1821, swav 0.0000 LR: 8.574e-02 Score 98.523 Data time: 0.2529, Forward time: 2.2612, Backward time: 2.4397, DDP time: 0.0044, Total iter time: 4.8277 [2020-11-08 05:48:04,037][root][INFO] - ===> Epoch[787](787/1): Loss -0.7926, Sem 0.0427, dir -0.9827, norm 0.1473, swav 0.0000 LR: 8.572e-02 Score 98.505 Data time: 0.2118, Forward time: 2.2612, Backward time: 2.4403, DDP time: 0.0044, Total iter time: 5.4827 [2020-11-08 05:48:09,171][root][INFO] - ===> Epoch[788](788/1): Loss -0.7969, Sem 0.0413, dir -0.9833, norm 0.1451, swav 0.0000 LR: 8.570e-02 Score 98.553 Data time: 0.2363, Forward time: 2.2614, Backward time: 2.4401, DDP time: 0.0044, Total iter time: 4.9951 [2020-11-08 05:48:13,879][root][INFO] - ===> Epoch[789](789/1): Loss -0.7852, Sem 0.0415, dir -0.9803, norm 0.1537, swav 0.0000 LR: 8.568e-02 Score 98.554 Data time: 0.2225, Forward time: 2.2616, Backward time: 2.4394, DDP time: 0.0044, Total iter time: 4.5694 [2020-11-08 05:48:18,948][root][INFO] - ===> Epoch[790](790/1): Loss -0.7882, Sem 0.0435, dir -0.9791, norm 0.1474, swav 0.0000 LR: 8.566e-02 Score 98.460 Data time: 0.2130, Forward time: 2.2616, Backward time: 2.4394, DDP time: 0.0044, Total iter time: 4.9430 [2020-11-08 05:48:24,271][root][INFO] - ===> Epoch[791](791/1): Loss -0.7987, Sem 0.0418, dir -0.9840, norm 0.1435, swav 0.0000 LR: 8.565e-02 Score 98.520 Data time: 0.1730, Forward time: 2.2611, Backward time: 2.4402, DDP time: 0.0044, Total iter time: 5.2007 [2020-11-08 05:48:29,582][root][INFO] - ===> Epoch[792](792/1): Loss -0.8013, Sem 0.0416, dir -0.9832, norm 0.1403, swav 0.0000 LR: 8.563e-02 Score 98.555 Data time: 0.2509, Forward time: 2.2615, Backward time: 2.4400, DDP time: 0.0044, Total iter time: 5.2004 [2020-11-08 05:48:34,764][root][INFO] - ===> Epoch[793](793/1): Loss -0.7848, Sem 0.0426, dir -0.9812, norm 0.1538, swav 0.0000 LR: 8.561e-02 Score 98.484 Data time: 0.2493, Forward time: 2.2621, Backward time: 2.4396, DDP time: 0.0044, Total iter time: 5.0449 [2020-11-08 05:48:39,803][root][INFO] - ===> Epoch[794](794/1): Loss -0.7876, Sem 0.0436, dir -0.9799, norm 0.1487, swav 0.0000 LR: 8.559e-02 Score 98.468 Data time: 0.2135, Forward time: 2.2620, Backward time: 2.4396, DDP time: 0.0044, Total iter time: 4.9078 [2020-11-08 05:48:44,451][root][INFO] - ===> Epoch[795](795/1): Loss -0.7877, Sem 0.0432, dir -0.9828, norm 0.1519, swav 0.0000 LR: 8.557e-02 Score 98.481 Data time: 0.2158, Forward time: 2.2621, Backward time: 2.4390, DDP time: 0.0044, Total iter time: 4.5250 [2020-11-08 05:48:49,068][root][INFO] - ===> Epoch[796](796/1): Loss -0.7891, Sem 0.0421, dir -0.9818, norm 0.1505, swav 0.0000 LR: 8.555e-02 Score 98.527 Data time: 0.1892, Forward time: 2.2618, Backward time: 2.4387, DDP time: 0.0044, Total iter time: 4.4921 [2020-11-08 05:48:54,517][root][INFO] - ===> Epoch[797](797/1): Loss -0.7790, Sem 0.0436, dir -0.9804, norm 0.1578, swav 0.0000 LR: 8.554e-02 Score 98.446 Data time: 0.2760, Forward time: 2.2622, Backward time: 2.4387, DDP time: 0.0044, Total iter time: 5.3454 [2020-11-08 05:48:59,131][root][INFO] - ===> Epoch[798](798/1): Loss -0.7758, Sem 0.0422, dir -0.9761, norm 0.1581, swav 0.0000 LR: 8.552e-02 Score 98.513 Data time: 0.2219, Forward time: 2.2623, Backward time: 2.4380, DDP time: 0.0044, Total iter time: 4.4834 [2020-11-08 05:49:04,643][root][INFO] - ===> Epoch[799](799/1): Loss -0.7818, Sem 0.0393, dir -0.9809, norm 0.1597, swav 0.0000 LR: 8.550e-02 Score 98.600 Data time: 0.2302, Forward time: 2.2625, Backward time: 2.4383, DDP time: 0.0044, Total iter time: 5.3939 [2020-11-08 05:49:09,796][root][INFO] - ===> Epoch[800](800/1): Loss -0.7667, Sem 0.0456, dir -0.9752, norm 0.1629, swav 0.0000 LR: 8.548e-02 Score 98.423 Data time: 0.2239, Forward time: 2.2627, Backward time: 2.4382, DDP time: 0.0044, Total iter time: 5.0059 [2020-11-08 05:49:14,965][root][INFO] - ===> Epoch[801](801/1): Loss -0.7817, Sem 0.0455, dir -0.9801, norm 0.1530, swav 0.0000 LR: 8.546e-02 Score 98.414 Data time: 0.2318, Forward time: 2.2628, Backward time: 2.4382, DDP time: 0.0044, Total iter time: 5.0503 [2020-11-08 05:49:20,109][root][INFO] - ===> Epoch[802](802/1): Loss -0.8090, Sem 0.0419, dir -0.9839, norm 0.1331, swav 0.0000 LR: 8.544e-02 Score 98.517 Data time: 0.2066, Forward time: 2.2628, Backward time: 2.4383, DDP time: 0.0044, Total iter time: 5.0101 [2020-11-08 05:49:25,153][root][INFO] - ===> Epoch[803](803/1): Loss -0.7891, Sem 0.0426, dir -0.9808, norm 0.1491, swav 0.0000 LR: 8.543e-02 Score 98.497 Data time: 0.2033, Forward time: 2.2627, Backward time: 2.4384, DDP time: 0.0044, Total iter time: 4.9245 [2020-11-08 05:49:29,926][root][INFO] - ===> Epoch[804](804/1): Loss -0.7803, Sem 0.0407, dir -0.9798, norm 0.1588, swav 0.0000 LR: 8.541e-02 Score 98.553 Data time: 0.1769, Forward time: 2.2621, Backward time: 2.4386, DDP time: 0.0044, Total iter time: 4.6538 [2020-11-08 05:49:35,461][root][INFO] - ===> Epoch[805](805/1): Loss -0.7658, Sem 0.0465, dir -0.9776, norm 0.1653, swav 0.0000 LR: 8.539e-02 Score 98.421 Data time: 0.1877, Forward time: 2.2616, Backward time: 2.4396, DDP time: 0.0044, Total iter time: 5.4550 [2020-11-08 05:49:40,560][root][INFO] - ===> Epoch[806](806/1): Loss -0.8067, Sem 0.0422, dir -0.9840, norm 0.1351, swav 0.0000 LR: 8.537e-02 Score 98.498 Data time: 0.2311, Forward time: 2.2619, Backward time: 2.4394, DDP time: 0.0044, Total iter time: 4.9860 [2020-11-08 05:49:45,630][root][INFO] - ===> Epoch[807](807/1): Loss -0.8004, Sem 0.0402, dir -0.9831, norm 0.1425, swav 0.0000 LR: 8.535e-02 Score 98.577 Data time: 0.2241, Forward time: 2.2618, Backward time: 2.4394, DDP time: 0.0044, Total iter time: 4.9558 [2020-11-08 05:49:51,031][root][INFO] - ===> Epoch[808](808/1): Loss -0.7736, Sem 0.0414, dir -0.9796, norm 0.1646, swav 0.0000 LR: 8.533e-02 Score 98.540 Data time: 0.2325, Forward time: 2.2619, Backward time: 2.4397, DDP time: 0.0044, Total iter time: 5.2682 [2020-11-08 05:49:56,157][root][INFO] - ===> Epoch[809](809/1): Loss -0.7426, Sem 0.0447, dir -0.9759, norm 0.1886, swav 0.0000 LR: 8.532e-02 Score 98.430 Data time: 0.2292, Forward time: 2.2621, Backward time: 2.4396, DDP time: 0.0044, Total iter time: 5.0012 [2020-11-08 05:50:00,851][root][INFO] - ===> Epoch[810](810/1): Loss -0.7763, Sem 0.0432, dir -0.9785, norm 0.1590, swav 0.0000 LR: 8.530e-02 Score 98.496 Data time: 0.2036, Forward time: 2.2621, Backward time: 2.4391, DDP time: 0.0044, Total iter time: 4.5499 [2020-11-08 05:50:06,057][root][INFO] - ===> Epoch[811](811/1): Loss -0.7886, Sem 0.0430, dir -0.9816, norm 0.1500, swav 0.0000 LR: 8.528e-02 Score 98.483 Data time: 0.2767, Forward time: 2.2625, Backward time: 2.4388, DDP time: 0.0044, Total iter time: 5.0677 [2020-11-08 05:50:11,018][root][INFO] - ===> Epoch[812](812/1): Loss -0.7716, Sem 0.0426, dir -0.9779, norm 0.1637, swav 0.0000 LR: 8.526e-02 Score 98.475 Data time: 0.2398, Forward time: 2.2627, Backward time: 2.4384, DDP time: 0.0044, Total iter time: 4.8442 [2020-11-08 05:50:16,478][root][INFO] - ===> Epoch[813](813/1): Loss -0.8037, Sem 0.0393, dir -0.9859, norm 0.1429, swav 0.0000 LR: 8.524e-02 Score 98.588 Data time: 0.2509, Forward time: 2.2633, Backward time: 2.4383, DDP time: 0.0044, Total iter time: 5.3488 [2020-11-08 05:50:21,780][root][INFO] - ===> Epoch[814](814/1): Loss -0.7918, Sem 0.0456, dir -0.9829, norm 0.1455, swav 0.0000 LR: 8.522e-02 Score 98.415 Data time: 0.2093, Forward time: 2.2632, Backward time: 2.4386, DDP time: 0.0044, Total iter time: 5.1802 [2020-11-08 05:50:27,019][root][INFO] - ===> Epoch[815](815/1): Loss -0.7960, Sem 0.0404, dir -0.9832, norm 0.1468, swav 0.0000 LR: 8.521e-02 Score 98.555 Data time: 0.1993, Forward time: 2.2630, Backward time: 2.4390, DDP time: 0.0044, Total iter time: 5.1419 [2020-11-08 05:50:31,839][root][INFO] - ===> Epoch[816](816/1): Loss -0.7782, Sem 0.0417, dir -0.9818, norm 0.1619, swav 0.0000 LR: 8.519e-02 Score 98.521 Data time: 0.2305, Forward time: 2.2632, Backward time: 2.4386, DDP time: 0.0044, Total iter time: 4.6937 [2020-11-08 05:50:36,817][root][INFO] - ===> Epoch[817](817/1): Loss -0.7780, Sem 0.0470, dir -0.9807, norm 0.1558, swav 0.0000 LR: 8.517e-02 Score 98.389 Data time: 0.2277, Forward time: 2.2634, Backward time: 2.4382, DDP time: 0.0044, Total iter time: 4.8562 [2020-11-08 05:50:42,123][root][INFO] - ===> Epoch[818](818/1): Loss -0.8089, Sem 0.0408, dir -0.9843, norm 0.1346, swav 0.0000 LR: 8.515e-02 Score 98.551 Data time: 0.2148, Forward time: 2.2634, Backward time: 2.4384, DDP time: 0.0044, Total iter time: 5.1823 [2020-11-08 05:50:47,206][root][INFO] - ===> Epoch[819](819/1): Loss -0.7920, Sem 0.0423, dir -0.9825, norm 0.1481, swav 0.0000 LR: 8.513e-02 Score 98.532 Data time: 0.2119, Forward time: 2.2633, Backward time: 2.4385, DDP time: 0.0044, Total iter time: 4.9584 [2020-11-08 05:50:52,226][root][INFO] - ===> Epoch[820](820/1): Loss -0.8006, Sem 0.0403, dir -0.9830, norm 0.1420, swav 0.0000 LR: 8.511e-02 Score 98.566 Data time: 0.2405, Forward time: 2.2638, Backward time: 2.4380, DDP time: 0.0044, Total iter time: 4.9126 [2020-11-08 05:50:57,093][root][INFO] - ===> Epoch[821](821/1): Loss -0.7819, Sem 0.0396, dir -0.9794, norm 0.1579, swav 0.0000 LR: 8.510e-02 Score 98.578 Data time: 0.2307, Forward time: 2.2641, Backward time: 2.4374, DDP time: 0.0045, Total iter time: 4.7424 [2020-11-08 05:51:02,113][root][INFO] - ===> Epoch[822](822/1): Loss -0.7993, Sem 0.0427, dir -0.9826, norm 0.1406, swav 0.0000 LR: 8.508e-02 Score 98.495 Data time: 0.1841, Forward time: 2.2639, Backward time: 2.4376, DDP time: 0.0045, Total iter time: 4.8842 [2020-11-08 05:51:07,488][root][INFO] - ===> Epoch[823](823/1): Loss -0.7779, Sem 0.0437, dir -0.9809, norm 0.1593, swav 0.0000 LR: 8.506e-02 Score 98.486 Data time: 0.1739, Forward time: 2.2633, Backward time: 2.4385, DDP time: 0.0045, Total iter time: 5.2562 [2020-11-08 05:51:12,091][root][INFO] - ===> Epoch[824](824/1): Loss -0.7737, Sem 0.0425, dir -0.9797, norm 0.1634, swav 0.0000 LR: 8.504e-02 Score 98.503 Data time: 0.2309, Forward time: 2.2634, Backward time: 2.4378, DDP time: 0.0044, Total iter time: 4.4955 [2020-11-08 05:51:16,819][root][INFO] - ===> Epoch[825](825/1): Loss -0.7807, Sem 0.0430, dir -0.9810, norm 0.1572, swav 0.0000 LR: 8.502e-02 Score 98.452 Data time: 0.2109, Forward time: 2.2633, Backward time: 2.4375, DDP time: 0.0045, Total iter time: 4.6026 [2020-11-08 05:51:22,127][root][INFO] - ===> Epoch[826](826/1): Loss -0.8029, Sem 0.0439, dir -0.9833, norm 0.1365, swav 0.0000 LR: 8.500e-02 Score 98.440 Data time: 0.2379, Forward time: 2.2635, Backward time: 2.4375, DDP time: 0.0045, Total iter time: 5.1781 [2020-11-08 05:51:27,319][root][INFO] - ===> Epoch[827](827/1): Loss -0.7890, Sem 0.0456, dir -0.9831, norm 0.1485, swav 0.0000 LR: 8.499e-02 Score 98.432 Data time: 0.2018, Forward time: 2.2632, Backward time: 2.4379, DDP time: 0.0045, Total iter time: 5.0548 [2020-11-08 05:51:32,949][root][INFO] - ===> Epoch[828](828/1): Loss -0.7830, Sem 0.0407, dir -0.9787, norm 0.1550, swav 0.0000 LR: 8.497e-02 Score 98.544 Data time: 0.2631, Forward time: 2.2635, Backward time: 2.4383, DDP time: 0.0045, Total iter time: 5.5175 [2020-11-08 05:51:37,974][root][INFO] - ===> Epoch[829](829/1): Loss -0.7598, Sem 0.0422, dir -0.9766, norm 0.1746, swav 0.0000 LR: 8.495e-02 Score 98.526 Data time: 0.2241, Forward time: 2.2636, Backward time: 2.4381, DDP time: 0.0045, Total iter time: 4.9055 [2020-11-08 05:51:43,141][root][INFO] - ===> Epoch[830](830/1): Loss -0.7832, Sem 0.0407, dir -0.9824, norm 0.1585, swav 0.0000 LR: 8.493e-02 Score 98.560 Data time: 0.2221, Forward time: 2.2637, Backward time: 2.4380, DDP time: 0.0045, Total iter time: 5.0331 [2020-11-08 05:51:48,312][root][INFO] - ===> Epoch[831](831/1): Loss -0.7900, Sem 0.0409, dir -0.9799, norm 0.1491, swav 0.0000 LR: 8.491e-02 Score 98.561 Data time: 0.2433, Forward time: 2.2642, Backward time: 2.4377, DDP time: 0.0045, Total iter time: 5.0438 [2020-11-08 05:51:53,923][root][INFO] - ===> Epoch[832](832/1): Loss -0.7843, Sem 0.0426, dir -0.9812, norm 0.1543, swav 0.0000 LR: 8.489e-02 Score 98.504 Data time: 0.2027, Forward time: 2.2642, Backward time: 2.4382, DDP time: 0.0045, Total iter time: 5.4874 [2020-11-08 05:51:59,274][root][INFO] - ===> Epoch[833](833/1): Loss -0.7922, Sem 0.0416, dir -0.9812, norm 0.1475, swav 0.0000 LR: 8.488e-02 Score 98.523 Data time: 0.2082, Forward time: 2.2641, Backward time: 2.4387, DDP time: 0.0045, Total iter time: 5.2217 [2020-11-08 05:52:04,286][root][INFO] - ===> Epoch[834](834/1): Loss -0.8108, Sem 0.0386, dir -0.9845, norm 0.1351, swav 0.0000 LR: 8.486e-02 Score 98.630 Data time: 0.2530, Forward time: 2.2643, Backward time: 2.4384, DDP time: 0.0045, Total iter time: 4.9161 [2020-11-08 05:52:09,191][root][INFO] - ===> Epoch[835](835/1): Loss -0.7951, Sem 0.0401, dir -0.9835, norm 0.1482, swav 0.0000 LR: 8.484e-02 Score 98.571 Data time: 0.2076, Forward time: 2.2641, Backward time: 2.4384, DDP time: 0.0045, Total iter time: 4.7719 [2020-11-08 05:52:14,276][root][INFO] - ===> Epoch[836](836/1): Loss -0.8060, Sem 0.0399, dir -0.9835, norm 0.1377, swav 0.0000 LR: 8.482e-02 Score 98.582 Data time: 0.2300, Forward time: 2.2643, Backward time: 2.4382, DDP time: 0.0045, Total iter time: 4.9564 [2020-11-08 05:52:19,014][root][INFO] - ===> Epoch[837](837/1): Loss -0.7973, Sem 0.0425, dir -0.9822, norm 0.1424, swav 0.0000 LR: 8.480e-02 Score 98.501 Data time: 0.1964, Forward time: 2.2640, Backward time: 2.4381, DDP time: 0.0045, Total iter time: 4.6190 [2020-11-08 05:52:24,226][root][INFO] - ===> Epoch[838](838/1): Loss -0.7751, Sem 0.0408, dir -0.9798, norm 0.1639, swav 0.0000 LR: 8.478e-02 Score 98.549 Data time: 0.2516, Forward time: 2.2645, Backward time: 2.4377, DDP time: 0.0045, Total iter time: 5.0945 [2020-11-08 05:52:29,388][root][INFO] - ===> Epoch[839](839/1): Loss -0.7997, Sem 0.0383, dir -0.9819, norm 0.1439, swav 0.0000 LR: 8.477e-02 Score 98.632 Data time: 0.2064, Forward time: 2.2644, Backward time: 2.4379, DDP time: 0.0045, Total iter time: 5.0184 [2020-11-08 05:52:35,140][root][INFO] - ===> Epoch[840](840/1): Loss -0.8040, Sem 0.0410, dir -0.9819, norm 0.1369, swav 0.0000 LR: 8.475e-02 Score 98.560 Data time: 0.2699, Forward time: 2.2652, Backward time: 2.4379, DDP time: 0.0045, Total iter time: 5.6338 [2020-11-08 05:52:40,057][root][INFO] - ===> Epoch[841](841/1): Loss -0.7775, Sem 0.0408, dir -0.9812, norm 0.1629, swav 0.0000 LR: 8.473e-02 Score 98.557 Data time: 0.2166, Forward time: 2.2652, Backward time: 2.4377, DDP time: 0.0045, Total iter time: 4.7821 [2020-11-08 05:52:45,287][root][INFO] - ===> Epoch[842](842/1): Loss -0.7996, Sem 0.0377, dir -0.9820, norm 0.1447, swav 0.0000 LR: 8.471e-02 Score 98.666 Data time: 0.2537, Forward time: 2.2656, Backward time: 2.4374, DDP time: 0.0045, Total iter time: 5.1091 [2020-11-08 05:52:50,752][root][INFO] - ===> Epoch[843](843/1): Loss -0.7900, Sem 0.0421, dir -0.9827, norm 0.1507, swav 0.0000 LR: 8.469e-02 Score 98.514 Data time: 0.2629, Forward time: 2.2663, Backward time: 2.4371, DDP time: 0.0045, Total iter time: 5.3244 [2020-11-08 05:52:55,711][root][INFO] - ===> Epoch[844](844/1): Loss -0.8084, Sem 0.0398, dir -0.9840, norm 0.1359, swav 0.0000 LR: 8.467e-02 Score 98.607 Data time: 0.2026, Forward time: 2.2662, Backward time: 2.4370, DDP time: 0.0045, Total iter time: 4.8342 [2020-11-08 05:53:00,562][root][INFO] - ===> Epoch[845](845/1): Loss -0.8105, Sem 0.0409, dir -0.9841, norm 0.1328, swav 0.0000 LR: 8.466e-02 Score 98.543 Data time: 0.2320, Forward time: 2.2665, Backward time: 2.4365, DDP time: 0.0045, Total iter time: 4.7391 [2020-11-08 05:53:05,887][root][INFO] - ===> Epoch[846](846/1): Loss -0.8038, Sem 0.0378, dir -0.9845, norm 0.1430, swav 0.0000 LR: 8.464e-02 Score 98.644 Data time: 0.2008, Forward time: 2.2666, Backward time: 2.4367, DDP time: 0.0045, Total iter time: 5.1879 [2020-11-08 05:53:10,333][root][INFO] - ===> Epoch[847](847/1): Loss -0.7822, Sem 0.0415, dir -0.9812, norm 0.1575, swav 0.0000 LR: 8.462e-02 Score 98.517 Data time: 0.1662, Forward time: 2.2661, Backward time: 2.4364, DDP time: 0.0045, Total iter time: 4.3188 [2020-11-08 05:53:15,390][root][INFO] - ===> Epoch[848](848/1): Loss -0.7883, Sem 0.0391, dir -0.9795, norm 0.1522, swav 0.0000 LR: 8.460e-02 Score 98.617 Data time: 0.1961, Forward time: 2.2659, Backward time: 2.4366, DDP time: 0.0045, Total iter time: 4.9428 [2020-11-08 05:53:20,554][root][INFO] - ===> Epoch[849](849/1): Loss -0.8069, Sem 0.0414, dir -0.9834, norm 0.1351, swav 0.0000 LR: 8.458e-02 Score 98.525 Data time: 0.2178, Forward time: 2.2660, Backward time: 2.4366, DDP time: 0.0045, Total iter time: 5.0335 [2020-11-08 05:53:25,592][root][INFO] - ===> Epoch[850](850/1): Loss -0.8127, Sem 0.0360, dir -0.9861, norm 0.1374, swav 0.0000 LR: 8.456e-02 Score 98.711 Data time: 0.2269, Forward time: 2.2662, Backward time: 2.4363, DDP time: 0.0045, Total iter time: 4.8938 [2020-11-08 05:53:29,960][root][INFO] - ===> Epoch[851](851/1): Loss -0.7869, Sem 0.0408, dir -0.9818, norm 0.1540, swav 0.0000 LR: 8.455e-02 Score 98.555 Data time: 0.2303, Forward time: 2.2660, Backward time: 2.4357, DDP time: 0.0045, Total iter time: 4.2414 [2020-11-08 05:53:35,320][root][INFO] - ===> Epoch[852](852/1): Loss -0.7794, Sem 0.0410, dir -0.9779, norm 0.1575, swav 0.0000 LR: 8.453e-02 Score 98.558 Data time: 0.2115, Forward time: 2.2659, Backward time: 2.4361, DDP time: 0.0045, Total iter time: 5.2359 [2020-11-08 05:53:40,262][root][INFO] - ===> Epoch[853](853/1): Loss -0.8087, Sem 0.0412, dir -0.9839, norm 0.1340, swav 0.0000 LR: 8.451e-02 Score 98.537 Data time: 0.2492, Forward time: 2.2662, Backward time: 2.4356, DDP time: 0.0045, Total iter time: 4.8100 [2020-11-08 05:53:44,821][root][INFO] - ===> Epoch[854](854/1): Loss -0.8056, Sem 0.0401, dir -0.9819, norm 0.1362, swav 0.0000 LR: 8.449e-02 Score 98.599 Data time: 0.2011, Forward time: 2.2661, Backward time: 2.4351, DDP time: 0.0045, Total iter time: 4.4225 [2020-11-08 05:53:49,901][root][INFO] - ===> Epoch[855](855/1): Loss -0.7694, Sem 0.0415, dir -0.9777, norm 0.1668, swav 0.0000 LR: 8.447e-02 Score 98.527 Data time: 0.2197, Forward time: 2.2661, Backward time: 2.4351, DDP time: 0.0045, Total iter time: 4.9644 [2020-11-08 05:53:55,216][root][INFO] - ===> Epoch[856](856/1): Loss -0.7347, Sem 0.0421, dir -0.9715, norm 0.1947, swav 0.0000 LR: 8.445e-02 Score 98.518 Data time: 0.2267, Forward time: 2.2666, Backward time: 2.4349, DDP time: 0.0045, Total iter time: 5.1784 [2020-11-08 05:54:00,326][root][INFO] - ===> Epoch[857](857/1): Loss -0.7996, Sem 0.0399, dir -0.9803, norm 0.1407, swav 0.0000 LR: 8.444e-02 Score 98.586 Data time: 0.1947, Forward time: 2.2664, Backward time: 2.4351, DDP time: 0.0045, Total iter time: 4.9819 [2020-11-08 05:54:05,489][root][INFO] - ===> Epoch[858](858/1): Loss -0.8011, Sem 0.0404, dir -0.9843, norm 0.1428, swav 0.0000 LR: 8.442e-02 Score 98.577 Data time: 0.1809, Forward time: 2.2661, Backward time: 2.4355, DDP time: 0.0045, Total iter time: 5.0416 [2020-11-08 05:54:11,109][root][INFO] - ===> Epoch[859](859/1): Loss -0.7760, Sem 0.0395, dir -0.9784, norm 0.1629, swav 0.0000 LR: 8.440e-02 Score 98.592 Data time: 0.1822, Forward time: 2.2657, Backward time: 2.4365, DDP time: 0.0045, Total iter time: 5.5243 [2020-11-08 05:54:16,347][root][INFO] - ===> Epoch[860](860/1): Loss -0.7837, Sem 0.0405, dir -0.9814, norm 0.1572, swav 0.0000 LR: 8.438e-02 Score 98.559 Data time: 0.2149, Forward time: 2.2657, Backward time: 2.4367, DDP time: 0.0045, Total iter time: 5.1300 [2020-11-08 05:54:21,336][root][INFO] - ===> Epoch[861](861/1): Loss -0.7960, Sem 0.0399, dir -0.9825, norm 0.1467, swav 0.0000 LR: 8.436e-02 Score 98.582 Data time: 0.2354, Forward time: 2.2659, Backward time: 2.4364, DDP time: 0.0045, Total iter time: 4.8604 [2020-11-08 05:54:27,110][root][INFO] - ===> Epoch[862](862/1): Loss -0.7916, Sem 0.0399, dir -0.9801, norm 0.1486, swav 0.0000 LR: 8.434e-02 Score 98.571 Data time: 0.2189, Forward time: 2.2659, Backward time: 2.4371, DDP time: 0.0045, Total iter time: 5.6425 [2020-11-08 05:54:31,875][root][INFO] - ===> Epoch[863](863/1): Loss -0.8086, Sem 0.0380, dir -0.9837, norm 0.1371, swav 0.0000 LR: 8.433e-02 Score 98.638 Data time: 0.2339, Forward time: 2.2660, Backward time: 2.4367, DDP time: 0.0045, Total iter time: 4.6352 [2020-11-08 05:54:36,728][root][INFO] - ===> Epoch[864](864/1): Loss -0.8170, Sem 0.0380, dir -0.9856, norm 0.1306, swav 0.0000 LR: 8.431e-02 Score 98.649 Data time: 0.2183, Forward time: 2.2660, Backward time: 2.4364, DDP time: 0.0045, Total iter time: 4.7367 [2020-11-08 05:54:41,929][root][INFO] - ===> Epoch[865](865/1): Loss -0.7850, Sem 0.0451, dir -0.9805, norm 0.1504, swav 0.0000 LR: 8.429e-02 Score 98.443 Data time: 0.2574, Forward time: 2.2665, Backward time: 2.4360, DDP time: 0.0045, Total iter time: 5.0727 [2020-11-08 05:54:46,413][root][INFO] - ===> Epoch[866](866/1): Loss -0.8120, Sem 0.0390, dir -0.9855, norm 0.1344, swav 0.0000 LR: 8.427e-02 Score 98.595 Data time: 0.2162, Forward time: 2.2666, Backward time: 2.4353, DDP time: 0.0045, Total iter time: 4.3575 [2020-11-08 05:54:51,837][root][INFO] - ===> Epoch[867](867/1): Loss -0.8311, Sem 0.0388, dir -0.9866, norm 0.1167, swav 0.0000 LR: 8.425e-02 Score 98.601 Data time: 0.2246, Forward time: 2.2665, Backward time: 2.4357, DDP time: 0.0045, Total iter time: 5.2838 [2020-11-08 05:54:56,724][root][INFO] - ===> Epoch[868](868/1): Loss -0.8009, Sem 0.0406, dir -0.9831, norm 0.1416, swav 0.0000 LR: 8.423e-02 Score 98.529 Data time: 0.2534, Forward time: 2.2667, Backward time: 2.4352, DDP time: 0.0045, Total iter time: 4.7689 [2020-11-08 05:55:02,225][root][INFO] - ===> Epoch[869](869/1): Loss -0.7781, Sem 0.0411, dir -0.9760, norm 0.1568, swav 0.0000 LR: 8.422e-02 Score 98.552 Data time: 0.2554, Forward time: 2.2672, Backward time: 2.4351, DDP time: 0.0045, Total iter time: 5.3581 [2020-11-08 05:55:07,719][root][INFO] - ===> Epoch[870](870/1): Loss -0.7979, Sem 0.0390, dir -0.9828, norm 0.1459, swav 0.0000 LR: 8.420e-02 Score 98.601 Data time: 0.1917, Forward time: 2.2669, Backward time: 2.4359, DDP time: 0.0045, Total iter time: 5.3604 [2020-11-08 05:55:12,653][root][INFO] - ===> Epoch[871](871/1): Loss -0.7876, Sem 0.0397, dir -0.9778, norm 0.1504, swav 0.0000 LR: 8.418e-02 Score 98.590 Data time: 0.2288, Forward time: 2.2669, Backward time: 2.4357, DDP time: 0.0045, Total iter time: 4.8360 [2020-11-08 05:55:17,635][root][INFO] - ===> Epoch[872](872/1): Loss -0.7608, Sem 0.0387, dir -0.9749, norm 0.1754, swav 0.0000 LR: 8.416e-02 Score 98.600 Data time: 0.2248, Forward time: 2.2672, Backward time: 2.4354, DDP time: 0.0045, Total iter time: 4.8694 [2020-11-08 05:55:23,083][root][INFO] - ===> Epoch[873](873/1): Loss -0.8071, Sem 0.0380, dir -0.9847, norm 0.1396, swav 0.0000 LR: 8.414e-02 Score 98.650 Data time: 0.2049, Forward time: 2.2670, Backward time: 2.4359, DDP time: 0.0045, Total iter time: 5.3244 [2020-11-08 05:55:28,039][root][INFO] - ===> Epoch[874](874/1): Loss -0.8057, Sem 0.0405, dir -0.9847, norm 0.1386, swav 0.0000 LR: 8.412e-02 Score 98.581 Data time: 0.2228, Forward time: 2.2671, Backward time: 2.4357, DDP time: 0.0045, Total iter time: 4.8242 [2020-11-08 05:55:33,170][root][INFO] - ===> Epoch[875](875/1): Loss -0.7907, Sem 0.0416, dir -0.9822, norm 0.1499, swav 0.0000 LR: 8.411e-02 Score 98.516 Data time: 0.2640, Forward time: 2.2673, Backward time: 2.4356, DDP time: 0.0045, Total iter time: 5.0174 [2020-11-08 05:55:38,858][root][INFO] - ===> Epoch[876](876/1): Loss -0.8084, Sem 0.0384, dir -0.9824, norm 0.1356, swav 0.0000 LR: 8.409e-02 Score 98.647 Data time: 0.1990, Forward time: 2.2671, Backward time: 2.4364, DDP time: 0.0045, Total iter time: 5.5454 [2020-11-08 05:55:43,685][root][INFO] - ===> Epoch[877](877/1): Loss -0.7822, Sem 0.0418, dir -0.9814, norm 0.1574, swav 0.0000 LR: 8.407e-02 Score 98.553 Data time: 0.1920, Forward time: 2.2667, Backward time: 2.4365, DDP time: 0.0045, Total iter time: 4.7107 [2020-11-08 05:55:48,791][root][INFO] - ===> Epoch[878](878/1): Loss -0.7857, Sem 0.0408, dir -0.9814, norm 0.1549, swav 0.0000 LR: 8.405e-02 Score 98.518 Data time: 0.1960, Forward time: 2.2663, Backward time: 2.4369, DDP time: 0.0045, Total iter time: 4.9988 [2020-11-08 05:55:53,466][root][INFO] - ===> Epoch[879](879/1): Loss -0.7784, Sem 0.0398, dir -0.9786, norm 0.1605, swav 0.0000 LR: 8.403e-02 Score 98.596 Data time: 0.2355, Forward time: 2.2665, Backward time: 2.4363, DDP time: 0.0045, Total iter time: 4.5775 [2020-11-08 05:55:58,519][root][INFO] - ===> Epoch[880](880/1): Loss -0.7921, Sem 0.0424, dir -0.9795, norm 0.1449, swav 0.0000 LR: 8.401e-02 Score 98.516 Data time: 0.2025, Forward time: 2.2664, Backward time: 2.4364, DDP time: 0.0045, Total iter time: 4.9387 [2020-11-08 05:56:03,285][root][INFO] - ===> Epoch[881](881/1): Loss -0.7931, Sem 0.0385, dir -0.9803, norm 0.1487, swav 0.0000 LR: 8.400e-02 Score 98.620 Data time: 0.2128, Forward time: 2.2663, Backward time: 2.4361, DDP time: 0.0045, Total iter time: 4.6365 [2020-11-08 05:56:08,560][root][INFO] - ===> Epoch[882](882/1): Loss -0.7896, Sem 0.0394, dir -0.9807, norm 0.1517, swav 0.0000 LR: 8.398e-02 Score 98.585 Data time: 0.2181, Forward time: 2.2661, Backward time: 2.4364, DDP time: 0.0045, Total iter time: 5.1439 [2020-11-08 05:56:13,802][root][INFO] - ===> Epoch[883](883/1): Loss -0.8035, Sem 0.0391, dir -0.9826, norm 0.1400, swav 0.0000 LR: 8.396e-02 Score 98.618 Data time: 0.2281, Forward time: 2.2663, Backward time: 2.4365, DDP time: 0.0045, Total iter time: 5.1348 [2020-11-08 05:56:18,837][root][INFO] - ===> Epoch[884](884/1): Loss -0.7989, Sem 0.0402, dir -0.9817, norm 0.1426, swav 0.0000 LR: 8.394e-02 Score 98.558 Data time: 0.2373, Forward time: 2.2665, Backward time: 2.4362, DDP time: 0.0045, Total iter time: 4.9060 [2020-11-08 05:56:23,639][root][INFO] - ===> Epoch[885](885/1): Loss -0.7792, Sem 0.0393, dir -0.9780, norm 0.1595, swav 0.0000 LR: 8.392e-02 Score 98.604 Data time: 0.2201, Forward time: 2.2664, Backward time: 2.4359, DDP time: 0.0045, Total iter time: 4.6586 [2020-11-08 05:56:29,499][root][INFO] - ===> Epoch[886](886/1): Loss -0.7753, Sem 0.0398, dir -0.9791, norm 0.1641, swav 0.0000 LR: 8.390e-02 Score 98.604 Data time: 0.3058, Forward time: 2.2673, Backward time: 2.4359, DDP time: 0.0045, Total iter time: 5.7160 [2020-11-08 05:56:34,894][root][INFO] - ===> Epoch[887](887/1): Loss -0.8066, Sem 0.0386, dir -0.9849, norm 0.1397, swav 0.0000 LR: 8.389e-02 Score 98.611 Data time: 0.2053, Forward time: 2.2672, Backward time: 2.4362, DDP time: 0.0045, Total iter time: 5.2410 [2020-11-08 05:56:39,930][root][INFO] - ===> Epoch[888](888/1): Loss -0.8176, Sem 0.0413, dir -0.9855, norm 0.1267, swav 0.0000 LR: 8.387e-02 Score 98.517 Data time: 0.2084, Forward time: 2.2672, Backward time: 2.4362, DDP time: 0.0045, Total iter time: 4.9273 [2020-11-08 05:56:44,864][root][INFO] - ===> Epoch[889](889/1): Loss -0.8156, Sem 0.0406, dir -0.9850, norm 0.1288, swav 0.0000 LR: 8.385e-02 Score 98.557 Data time: 0.2291, Forward time: 2.2674, Backward time: 2.4358, DDP time: 0.0045, Total iter time: 4.8059 [2020-11-08 05:56:49,405][root][INFO] - ===> Epoch[890](890/1): Loss -0.7944, Sem 0.0417, dir -0.9813, norm 0.1453, swav 0.0000 LR: 8.383e-02 Score 98.529 Data time: 0.2174, Forward time: 2.2675, Backward time: 2.4351, DDP time: 0.0045, Total iter time: 4.4132 [2020-11-08 05:56:54,958][root][INFO] - ===> Epoch[891](891/1): Loss -0.8051, Sem 0.0382, dir -0.9826, norm 0.1393, swav 0.0000 LR: 8.381e-02 Score 98.655 Data time: 0.2054, Forward time: 2.2673, Backward time: 2.4358, DDP time: 0.0045, Total iter time: 5.4192 [2020-11-08 05:57:00,134][root][INFO] - ===> Epoch[892](892/1): Loss -0.8205, Sem 0.0355, dir -0.9856, norm 0.1295, swav 0.0000 LR: 8.379e-02 Score 98.740 Data time: 0.1848, Forward time: 2.2669, Backward time: 2.4363, DDP time: 0.0045, Total iter time: 5.0620 [2020-11-08 05:57:05,263][root][INFO] - ===> Epoch[893](893/1): Loss -0.8124, Sem 0.0376, dir -0.9830, norm 0.1330, swav 0.0000 LR: 8.378e-02 Score 98.644 Data time: 0.1919, Forward time: 2.2667, Backward time: 2.4366, DDP time: 0.0045, Total iter time: 5.0322 [2020-11-08 05:57:10,367][root][INFO] - ===> Epoch[894](894/1): Loss -0.7720, Sem 0.0408, dir -0.9770, norm 0.1642, swav 0.0000 LR: 8.376e-02 Score 98.556 Data time: 0.2226, Forward time: 2.2666, Backward time: 2.4367, DDP time: 0.0045, Total iter time: 4.9877 [2020-11-08 05:57:15,276][root][INFO] - ===> Epoch[895](895/1): Loss -0.7842, Sem 0.0415, dir -0.9830, norm 0.1573, swav 0.0000 LR: 8.374e-02 Score 98.501 Data time: 0.2419, Forward time: 2.2668, Backward time: 2.4363, DDP time: 0.0045, Total iter time: 4.7626 [2020-11-08 05:57:20,433][root][INFO] - ===> Epoch[896](896/1): Loss -0.8075, Sem 0.0388, dir -0.9836, norm 0.1374, swav 0.0000 LR: 8.372e-02 Score 98.618 Data time: 0.1911, Forward time: 2.2665, Backward time: 2.4366, DDP time: 0.0045, Total iter time: 5.0220 [2020-11-08 05:57:25,442][root][INFO] - ===> Epoch[897](897/1): Loss -0.7894, Sem 0.0375, dir -0.9812, norm 0.1543, swav 0.0000 LR: 8.370e-02 Score 98.641 Data time: 0.2174, Forward time: 2.2665, Backward time: 2.4366, DDP time: 0.0045, Total iter time: 4.8910 [2020-11-08 05:57:30,412][root][INFO] - ===> Epoch[898](898/1): Loss -0.7664, Sem 0.0415, dir -0.9758, norm 0.1678, swav 0.0000 LR: 8.368e-02 Score 98.499 Data time: 0.1878, Forward time: 2.2662, Backward time: 2.4368, DDP time: 0.0045, Total iter time: 4.8406 [2020-11-08 05:57:35,132][root][INFO] - ===> Epoch[899](899/1): Loss -0.8069, Sem 0.0398, dir -0.9848, norm 0.1382, swav 0.0000 LR: 8.367e-02 Score 98.572 Data time: 0.1816, Forward time: 2.2659, Backward time: 2.4367, DDP time: 0.0045, Total iter time: 4.6318 [2020-11-08 05:57:40,138][root][INFO] - ===> Epoch[900](900/1): Loss -0.8055, Sem 0.0379, dir -0.9830, norm 0.1396, swav 0.0000 LR: 8.365e-02 Score 98.638 Data time: 0.2464, Forward time: 2.2663, Backward time: 2.4363, DDP time: 0.0045, Total iter time: 4.8738 [2020-11-08 05:57:45,730][root][INFO] - ===> Epoch[901](901/1): Loss -0.7778, Sem 0.0369, dir -0.9778, norm 0.1631, swav 0.0000 LR: 8.363e-02 Score 98.683 Data time: 0.2025, Forward time: 2.2662, Backward time: 2.4369, DDP time: 0.0045, Total iter time: 5.4611 [2020-11-08 05:57:50,629][root][INFO] - ===> Epoch[902](902/1): Loss -0.7838, Sem 0.0399, dir -0.9791, norm 0.1554, swav 0.0000 LR: 8.361e-02 Score 98.613 Data time: 0.1922, Forward time: 2.2660, Backward time: 2.4369, DDP time: 0.0045, Total iter time: 4.7972 [2020-11-08 05:57:55,690][root][INFO] - ===> Epoch[903](903/1): Loss -0.7764, Sem 0.0404, dir -0.9795, norm 0.1628, swav 0.0000 LR: 8.359e-02 Score 98.539 Data time: 0.2052, Forward time: 2.2660, Backward time: 2.4369, DDP time: 0.0045, Total iter time: 4.9545 [2020-11-08 05:58:00,711][root][INFO] - ===> Epoch[904](904/1): Loss -0.7795, Sem 0.0380, dir -0.9775, norm 0.1599, swav 0.0000 LR: 8.357e-02 Score 98.620 Data time: 0.2035, Forward time: 2.2657, Backward time: 2.4371, DDP time: 0.0045, Total iter time: 4.8920 [2020-11-08 05:58:05,731][root][INFO] - ===> Epoch[905](905/1): Loss -0.7722, Sem 0.0408, dir -0.9807, norm 0.1677, swav 0.0000 LR: 8.356e-02 Score 98.553 Data time: 0.2407, Forward time: 2.2661, Backward time: 2.4367, DDP time: 0.0045, Total iter time: 4.9184 [2020-11-08 05:58:10,608][root][INFO] - ===> Epoch[906](906/1): Loss -0.8107, Sem 0.0395, dir -0.9860, norm 0.1358, swav 0.0000 LR: 8.354e-02 Score 98.592 Data time: 0.2064, Forward time: 2.2662, Backward time: 2.4363, DDP time: 0.0045, Total iter time: 4.7462 [2020-11-08 05:58:15,347][root][INFO] - ===> Epoch[907](907/1): Loss -0.7925, Sem 0.0405, dir -0.9806, norm 0.1476, swav 0.0000 LR: 8.352e-02 Score 98.559 Data time: 0.1921, Forward time: 2.2658, Backward time: 2.4363, DDP time: 0.0045, Total iter time: 4.6180 [2020-11-08 05:58:20,316][root][INFO] - ===> Epoch[908](908/1): Loss -0.7597, Sem 0.0362, dir -0.9720, norm 0.1760, swav 0.0000 LR: 8.350e-02 Score 98.698 Data time: 0.1968, Forward time: 2.2656, Backward time: 2.4365, DDP time: 0.0045, Total iter time: 4.8820 [2020-11-08 05:58:25,306][root][INFO] - ===> Epoch[909](909/1): Loss -0.7904, Sem 0.0413, dir -0.9835, norm 0.1518, swav 0.0000 LR: 8.348e-02 Score 98.533 Data time: 0.2227, Forward time: 2.2657, Backward time: 2.4363, DDP time: 0.0045, Total iter time: 4.8490 [2020-11-08 05:58:30,739][root][INFO] - ===> Epoch[910](910/1): Loss -0.7948, Sem 0.0382, dir -0.9817, norm 0.1486, swav 0.0000 LR: 8.346e-02 Score 98.611 Data time: 0.2120, Forward time: 2.2657, Backward time: 2.4367, DDP time: 0.0045, Total iter time: 5.3058 [2020-11-08 05:58:35,207][root][INFO] - ===> Epoch[911](911/1): Loss -0.7665, Sem 0.0391, dir -0.9789, norm 0.1733, swav 0.0000 LR: 8.344e-02 Score 98.579 Data time: 0.1846, Forward time: 2.2653, Backward time: 2.4364, DDP time: 0.0045, Total iter time: 4.3391 [2020-11-08 05:58:40,379][root][INFO] - ===> Epoch[912](912/1): Loss -0.7780, Sem 0.0391, dir -0.9774, norm 0.1603, swav 0.0000 LR: 8.343e-02 Score 98.587 Data time: 0.2595, Forward time: 2.2657, Backward time: 2.4360, DDP time: 0.0045, Total iter time: 5.0587 [2020-11-08 05:58:45,894][root][INFO] - ===> Epoch[913](913/1): Loss -0.7972, Sem 0.0387, dir -0.9815, norm 0.1456, swav 0.0000 LR: 8.341e-02 Score 98.626 Data time: 0.2315, Forward time: 2.2659, Backward time: 2.4363, DDP time: 0.0045, Total iter time: 5.3751 [2020-11-08 05:58:50,375][root][INFO] - ===> Epoch[914](914/1): Loss -0.7681, Sem 0.0415, dir -0.9775, norm 0.1679, swav 0.0000 LR: 8.339e-02 Score 98.553 Data time: 0.2060, Forward time: 2.2658, Backward time: 2.4358, DDP time: 0.0045, Total iter time: 4.3625 [2020-11-08 05:58:56,338][root][INFO] - ===> Epoch[915](915/1): Loss -0.7743, Sem 0.0422, dir -0.9785, norm 0.1621, swav 0.0000 LR: 8.337e-02 Score 98.489 Data time: 0.2892, Forward time: 2.2666, Backward time: 2.4358, DDP time: 0.0045, Total iter time: 5.8443 [2020-11-08 05:59:01,447][root][INFO] - ===> Epoch[916](916/1): Loss -0.7994, Sem 0.0395, dir -0.9825, norm 0.1436, swav 0.0000 LR: 8.335e-02 Score 98.596 Data time: 0.2222, Forward time: 2.2668, Backward time: 2.4357, DDP time: 0.0045, Total iter time: 4.9674 [2020-11-08 05:59:06,620][root][INFO] - ===> Epoch[917](917/1): Loss -0.7879, Sem 0.0399, dir -0.9796, norm 0.1518, swav 0.0000 LR: 8.333e-02 Score 98.582 Data time: 0.2271, Forward time: 2.2669, Backward time: 2.4357, DDP time: 0.0045, Total iter time: 5.0444 [2020-11-08 05:59:11,796][root][INFO] - ===> Epoch[918](918/1): Loss -0.7720, Sem 0.0394, dir -0.9785, norm 0.1672, swav 0.0000 LR: 8.332e-02 Score 98.581 Data time: 0.1658, Forward time: 2.2664, Backward time: 2.4362, DDP time: 0.0045, Total iter time: 5.0412 [2020-11-08 05:59:17,028][root][INFO] - ===> Epoch[919](919/1): Loss -0.8035, Sem 0.0380, dir -0.9829, norm 0.1415, swav 0.0000 LR: 8.330e-02 Score 98.641 Data time: 0.1889, Forward time: 2.2662, Backward time: 2.4367, DDP time: 0.0045, Total iter time: 5.1247 [2020-11-08 05:59:22,105][root][INFO] - ===> Epoch[920](920/1): Loss -0.8172, Sem 0.0363, dir -0.9855, norm 0.1320, swav 0.0000 LR: 8.328e-02 Score 98.690 Data time: 0.2174, Forward time: 2.2662, Backward time: 2.4367, DDP time: 0.0045, Total iter time: 4.9412 [2020-11-08 05:59:27,450][root][INFO] - ===> Epoch[921](921/1): Loss -0.7716, Sem 0.0392, dir -0.9762, norm 0.1655, swav 0.0000 LR: 8.326e-02 Score 98.601 Data time: 0.2056, Forward time: 2.2661, Backward time: 2.4370, DDP time: 0.0045, Total iter time: 5.2081 [2020-11-08 05:59:32,461][root][INFO] - ===> Epoch[922](922/1): Loss -0.7789, Sem 0.0412, dir -0.9787, norm 0.1587, swav 0.0000 LR: 8.324e-02 Score 98.533 Data time: 0.2202, Forward time: 2.2662, Backward time: 2.4368, DDP time: 0.0045, Total iter time: 4.8893 [2020-11-08 05:59:37,321][root][INFO] - ===> Epoch[923](923/1): Loss -0.7976, Sem 0.0413, dir -0.9812, norm 0.1423, swav 0.0000 LR: 8.322e-02 Score 98.535 Data time: 0.2086, Forward time: 2.2661, Backward time: 2.4365, DDP time: 0.0045, Total iter time: 4.7336 [2020-11-08 05:59:42,288][root][INFO] - ===> Epoch[924](924/1): Loss -0.7857, Sem 0.0389, dir -0.9798, norm 0.1552, swav 0.0000 LR: 8.321e-02 Score 98.597 Data time: 0.2181, Forward time: 2.2662, Backward time: 2.4363, DDP time: 0.0045, Total iter time: 4.8396 [2020-11-08 05:59:47,559][root][INFO] - ===> Epoch[925](925/1): Loss -0.7690, Sem 0.0398, dir -0.9786, norm 0.1698, swav 0.0000 LR: 8.319e-02 Score 98.575 Data time: 0.1975, Forward time: 2.2660, Backward time: 2.4367, DDP time: 0.0045, Total iter time: 5.1255 [2020-11-08 05:59:52,511][root][INFO] - ===> Epoch[926](926/1): Loss -0.8072, Sem 0.0389, dir -0.9842, norm 0.1381, swav 0.0000 LR: 8.317e-02 Score 98.606 Data time: 0.1939, Forward time: 2.2658, Backward time: 2.4367, DDP time: 0.0045, Total iter time: 4.8240 [2020-11-08 05:59:57,760][root][INFO] - ===> Epoch[927](927/1): Loss -0.7948, Sem 0.0375, dir -0.9802, norm 0.1479, swav 0.0000 LR: 8.315e-02 Score 98.679 Data time: 0.2202, Forward time: 2.2657, Backward time: 2.4369, DDP time: 0.0045, Total iter time: 5.1189 [2020-11-08 06:00:02,841][root][INFO] - ===> Epoch[928](928/1): Loss -0.7749, Sem 0.0386, dir -0.9790, norm 0.1656, swav 0.0000 LR: 8.313e-02 Score 98.605 Data time: 0.2383, Forward time: 2.2661, Backward time: 2.4366, DDP time: 0.0045, Total iter time: 4.9395 [2020-11-08 06:00:07,913][root][INFO] - ===> Epoch[929](929/1): Loss -0.7877, Sem 0.0379, dir -0.9819, norm 0.1563, swav 0.0000 LR: 8.311e-02 Score 98.646 Data time: 0.1698, Forward time: 2.2656, Backward time: 2.4370, DDP time: 0.0045, Total iter time: 4.9333 [2020-11-08 06:00:13,104][root][INFO] - ===> Epoch[930](930/1): Loss -0.8034, Sem 0.0376, dir -0.9836, norm 0.1425, swav 0.0000 LR: 8.310e-02 Score 98.651 Data time: 0.1948, Forward time: 2.2653, Backward time: 2.4374, DDP time: 0.0045, Total iter time: 5.0465 [2020-11-08 06:00:18,266][root][INFO] - ===> Epoch[931](931/1): Loss -0.7902, Sem 0.0424, dir -0.9794, norm 0.1468, swav 0.0000 LR: 8.308e-02 Score 98.499 Data time: 0.2068, Forward time: 2.2649, Backward time: 2.4379, DDP time: 0.0045, Total iter time: 5.0469 [2020-11-08 06:00:23,151][root][INFO] - ===> Epoch[932](932/1): Loss -0.7747, Sem 0.0409, dir -0.9801, norm 0.1645, swav 0.0000 LR: 8.306e-02 Score 98.519 Data time: 0.1931, Forward time: 2.2645, Backward time: 2.4381, DDP time: 0.0045, Total iter time: 4.7762 [2020-11-08 06:00:28,175][root][INFO] - ===> Epoch[933](933/1): Loss -0.7838, Sem 0.0386, dir -0.9816, norm 0.1593, swav 0.0000 LR: 8.304e-02 Score 98.623 Data time: 0.2371, Forward time: 2.2648, Backward time: 2.4377, DDP time: 0.0045, Total iter time: 4.8870 [2020-11-08 06:00:32,769][root][INFO] - ===> Epoch[934](934/1): Loss -0.8099, Sem 0.0393, dir -0.9854, norm 0.1363, swav 0.0000 LR: 8.302e-02 Score 98.579 Data time: 0.2105, Forward time: 2.2649, Backward time: 2.4371, DDP time: 0.0045, Total iter time: 4.4597 [2020-11-08 06:00:37,717][root][INFO] - ===> Epoch[935](935/1): Loss -0.7988, Sem 0.0413, dir -0.9813, norm 0.1412, swav 0.0000 LR: 8.300e-02 Score 98.526 Data time: 0.2101, Forward time: 2.2648, Backward time: 2.4370, DDP time: 0.0045, Total iter time: 4.8204 [2020-11-08 06:00:43,772][root][INFO] - ===> Epoch[936](936/1): Loss -0.7829, Sem 0.0392, dir -0.9780, norm 0.1560, swav 0.0000 LR: 8.299e-02 Score 98.593 Data time: 0.2234, Forward time: 2.2648, Backward time: 2.4380, DDP time: 0.0045, Total iter time: 5.9281 [2020-11-08 06:00:49,593][root][INFO] - ===> Epoch[937](937/1): Loss -0.7986, Sem 0.0398, dir -0.9834, norm 0.1451, swav 0.0000 LR: 8.297e-02 Score 98.571 Data time: 0.2116, Forward time: 2.2649, Backward time: 2.4387, DDP time: 0.0045, Total iter time: 5.6812 [2020-11-08 06:00:54,824][root][INFO] - ===> Epoch[938](938/1): Loss -0.8159, Sem 0.0387, dir -0.9858, norm 0.1312, swav 0.0000 LR: 8.295e-02 Score 98.614 Data time: 0.2297, Forward time: 2.2649, Backward time: 2.4388, DDP time: 0.0045, Total iter time: 5.0911 [2020-11-08 06:01:00,030][root][INFO] - ===> Epoch[939](939/1): Loss -0.7942, Sem 0.0381, dir -0.9815, norm 0.1491, swav 0.0000 LR: 8.293e-02 Score 98.624 Data time: 0.2802, Forward time: 2.2654, Backward time: 2.4384, DDP time: 0.0045, Total iter time: 5.0767 [2020-11-08 06:01:05,350][root][INFO] - ===> Epoch[940](940/1): Loss -0.7886, Sem 0.0392, dir -0.9790, norm 0.1512, swav 0.0000 LR: 8.291e-02 Score 98.590 Data time: 0.2059, Forward time: 2.2653, Backward time: 2.4387, DDP time: 0.0045, Total iter time: 5.1785 [2020-11-08 06:01:10,364][root][INFO] - ===> Epoch[941](941/1): Loss -0.7955, Sem 0.0401, dir -0.9817, norm 0.1460, swav 0.0000 LR: 8.289e-02 Score 98.582 Data time: 0.2069, Forward time: 2.2654, Backward time: 2.4386, DDP time: 0.0045, Total iter time: 4.8921 [2020-11-08 06:01:16,040][root][INFO] - ===> Epoch[942](942/1): Loss -0.8082, Sem 0.0377, dir -0.9836, norm 0.1377, swav 0.0000 LR: 8.288e-02 Score 98.641 Data time: 0.1902, Forward time: 2.2650, Backward time: 2.4395, DDP time: 0.0045, Total iter time: 5.5458 [2020-11-08 06:01:21,095][root][INFO] - ===> Epoch[943](943/1): Loss -0.8168, Sem 0.0350, dir -0.9856, norm 0.1338, swav 0.0000 LR: 8.286e-02 Score 98.752 Data time: 0.2418, Forward time: 2.2652, Backward time: 2.4393, DDP time: 0.0045, Total iter time: 4.9481 [2020-11-08 06:01:26,816][root][INFO] - ===> Epoch[944](944/1): Loss -0.7848, Sem 0.0386, dir -0.9795, norm 0.1561, swav 0.0000 LR: 8.284e-02 Score 98.624 Data time: 0.2702, Forward time: 2.2659, Backward time: 2.4393, DDP time: 0.0045, Total iter time: 5.5963 [2020-11-08 06:01:31,837][root][INFO] - ===> Epoch[945](945/1): Loss -0.7778, Sem 0.0382, dir -0.9817, norm 0.1656, swav 0.0000 LR: 8.282e-02 Score 98.613 Data time: 0.2332, Forward time: 2.2660, Backward time: 2.4390, DDP time: 0.0045, Total iter time: 4.8807 [2020-11-08 06:01:37,507][root][INFO] - ===> Epoch[946](946/1): Loss -0.8046, Sem 0.0387, dir -0.9826, norm 0.1393, swav 0.0000 LR: 8.280e-02 Score 98.600 Data time: 0.2233, Forward time: 2.2663, Backward time: 2.4393, DDP time: 0.0045, Total iter time: 5.5429 [2020-11-08 06:01:42,048][root][INFO] - ===> Epoch[947](947/1): Loss -0.7809, Sem 0.0421, dir -0.9791, norm 0.1561, swav 0.0000 LR: 8.278e-02 Score 98.538 Data time: 0.1949, Forward time: 2.2661, Backward time: 2.4389, DDP time: 0.0045, Total iter time: 4.4105 [2020-11-08 06:01:47,256][root][INFO] - ===> Epoch[948](948/1): Loss -0.8042, Sem 0.0399, dir -0.9825, norm 0.1384, swav 0.0000 LR: 8.277e-02 Score 98.578 Data time: 0.2110, Forward time: 2.2661, Backward time: 2.4391, DDP time: 0.0045, Total iter time: 5.0922 [2020-11-08 06:01:52,478][root][INFO] - ===> Epoch[949](949/1): Loss -0.8021, Sem 0.0395, dir -0.9836, norm 0.1420, swav 0.0000 LR: 8.275e-02 Score 98.595 Data time: 0.2345, Forward time: 2.2662, Backward time: 2.4391, DDP time: 0.0045, Total iter time: 5.0884 [2020-11-08 06:01:57,489][root][INFO] - ===> Epoch[950](950/1): Loss -0.7821, Sem 0.0414, dir -0.9814, norm 0.1578, swav 0.0000 LR: 8.273e-02 Score 98.492 Data time: 0.1980, Forward time: 2.2661, Backward time: 2.4391, DDP time: 0.0045, Total iter time: 4.8772 [2020-11-08 06:02:02,711][root][INFO] - ===> Epoch[951](951/1): Loss -0.8073, Sem 0.0408, dir -0.9841, norm 0.1360, swav 0.0000 LR: 8.271e-02 Score 98.543 Data time: 0.2094, Forward time: 2.2662, Backward time: 2.4392, DDP time: 0.0045, Total iter time: 5.0978 [2020-11-08 06:02:07,743][root][INFO] - ===> Epoch[952](952/1): Loss -0.8235, Sem 0.0388, dir -0.9857, norm 0.1235, swav 0.0000 LR: 8.269e-02 Score 98.597 Data time: 0.2034, Forward time: 2.2659, Backward time: 2.4393, DDP time: 0.0045, Total iter time: 4.9000 [2020-11-08 06:02:12,573][root][INFO] - ===> Epoch[953](953/1): Loss -0.8080, Sem 0.0423, dir -0.9847, norm 0.1344, swav 0.0000 LR: 8.267e-02 Score 98.521 Data time: 0.2321, Forward time: 2.2661, Backward time: 2.4389, DDP time: 0.0045, Total iter time: 4.7056 [2020-11-08 06:02:17,556][root][INFO] - ===> Epoch[954](954/1): Loss -0.8107, Sem 0.0381, dir -0.9846, norm 0.1357, swav 0.0000 LR: 8.265e-02 Score 98.620 Data time: 0.1838, Forward time: 2.2658, Backward time: 2.4391, DDP time: 0.0045, Total iter time: 4.8628 [2020-11-08 06:02:22,712][root][INFO] - ===> Epoch[955](955/1): Loss -0.7995, Sem 0.0355, dir -0.9830, norm 0.1480, swav 0.0000 LR: 8.264e-02 Score 98.725 Data time: 0.2493, Forward time: 2.2660, Backward time: 2.4389, DDP time: 0.0045, Total iter time: 5.0431 [2020-11-08 06:02:27,850][root][INFO] - ===> Epoch[956](956/1): Loss -0.7937, Sem 0.0384, dir -0.9800, norm 0.1479, swav 0.0000 LR: 8.262e-02 Score 98.623 Data time: 0.1845, Forward time: 2.2658, Backward time: 2.4393, DDP time: 0.0045, Total iter time: 5.0152 [2020-11-08 06:02:33,193][root][INFO] - ===> Epoch[957](957/1): Loss -0.8091, Sem 0.0377, dir -0.9846, norm 0.1378, swav 0.0000 LR: 8.260e-02 Score 98.641 Data time: 0.1658, Forward time: 2.2652, Backward time: 2.4401, DDP time: 0.0045, Total iter time: 5.2327 [2020-11-08 06:02:38,643][root][INFO] - ===> Epoch[958](958/1): Loss -0.8095, Sem 0.0399, dir -0.9849, norm 0.1355, swav 0.0000 LR: 8.258e-02 Score 98.572 Data time: 0.1945, Forward time: 2.2649, Backward time: 2.4408, DDP time: 0.0045, Total iter time: 5.3332 [2020-11-08 06:02:43,385][root][INFO] - ===> Epoch[959](959/1): Loss -0.7940, Sem 0.0389, dir -0.9799, norm 0.1471, swav 0.0000 LR: 8.256e-02 Score 98.617 Data time: 0.2127, Forward time: 2.2647, Backward time: 2.4406, DDP time: 0.0045, Total iter time: 4.6195 [2020-11-08 06:02:49,056][root][INFO] - ===> Epoch[960](960/1): Loss -0.7966, Sem 0.0395, dir -0.9824, norm 0.1463, swav 0.0000 LR: 8.254e-02 Score 98.603 Data time: 0.2970, Forward time: 2.2654, Backward time: 2.4405, DDP time: 0.0045, Total iter time: 5.5450 [2020-11-08 06:02:54,471][root][INFO] - ===> Epoch[961](961/1): Loss -0.8060, Sem 0.0376, dir -0.9832, norm 0.1396, swav 0.0000 LR: 8.253e-02 Score 98.659 Data time: 0.2120, Forward time: 2.2654, Backward time: 2.4408, DDP time: 0.0045, Total iter time: 5.2877 [2020-11-08 06:02:59,224][root][INFO] - ===> Epoch[962](962/1): Loss -0.7874, Sem 0.0413, dir -0.9815, norm 0.1528, swav 0.0000 LR: 8.251e-02 Score 98.504 Data time: 0.2147, Forward time: 2.2653, Backward time: 2.4406, DDP time: 0.0045, Total iter time: 4.6304 [2020-11-08 06:03:04,493][root][INFO] - ===> Epoch[963](963/1): Loss -0.8014, Sem 0.0372, dir -0.9838, norm 0.1452, swav 0.0000 LR: 8.249e-02 Score 98.677 Data time: 0.2430, Forward time: 2.2655, Backward time: 2.4405, DDP time: 0.0045, Total iter time: 5.1649 [2020-11-08 06:03:09,878][root][INFO] - ===> Epoch[964](964/1): Loss -0.7987, Sem 0.0380, dir -0.9829, norm 0.1462, swav 0.0000 LR: 8.247e-02 Score 98.653 Data time: 0.2571, Forward time: 2.2658, Backward time: 2.4405, DDP time: 0.0045, Total iter time: 5.2378 [2020-11-08 06:03:14,995][root][INFO] - ===> Epoch[965](965/1): Loss -0.8085, Sem 0.0385, dir -0.9850, norm 0.1381, swav 0.0000 LR: 8.245e-02 Score 98.610 Data time: 0.2467, Forward time: 2.2662, Backward time: 2.4401, DDP time: 0.0045, Total iter time: 5.0004 [2020-11-08 06:03:20,516][root][INFO] - ===> Epoch[966](966/1): Loss -0.8091, Sem 0.0386, dir -0.9854, norm 0.1376, swav 0.0000 LR: 8.243e-02 Score 98.615 Data time: 0.2106, Forward time: 2.2662, Backward time: 2.4405, DDP time: 0.0045, Total iter time: 5.3760 [2020-11-08 06:03:25,217][root][INFO] - ===> Epoch[967](967/1): Loss -0.7990, Sem 0.0372, dir -0.9821, norm 0.1459, swav 0.0000 LR: 8.242e-02 Score 98.659 Data time: 0.2145, Forward time: 2.2662, Backward time: 2.4401, DDP time: 0.0045, Total iter time: 4.5879 [2020-11-08 06:03:30,416][root][INFO] - ===> Epoch[968](968/1): Loss -0.8032, Sem 0.0374, dir -0.9845, norm 0.1439, swav 0.0000 LR: 8.240e-02 Score 98.665 Data time: 0.2155, Forward time: 2.2663, Backward time: 2.4402, DDP time: 0.0045, Total iter time: 5.0795 [2020-11-08 06:03:35,540][root][INFO] - ===> Epoch[969](969/1): Loss -0.8120, Sem 0.0393, dir -0.9858, norm 0.1344, swav 0.0000 LR: 8.238e-02 Score 98.593 Data time: 0.2191, Forward time: 2.2664, Backward time: 2.4401, DDP time: 0.0045, Total iter time: 4.9791 [2020-11-08 06:03:40,434][root][INFO] - ===> Epoch[970](970/1): Loss -0.8217, Sem 0.0387, dir -0.9848, norm 0.1244, swav 0.0000 LR: 8.236e-02 Score 98.618 Data time: 0.1946, Forward time: 2.2662, Backward time: 2.4401, DDP time: 0.0045, Total iter time: 4.7563 [2020-11-08 06:03:45,492][root][INFO] - ===> Epoch[971](971/1): Loss -0.8091, Sem 0.0380, dir -0.9847, norm 0.1376, swav 0.0000 LR: 8.234e-02 Score 98.614 Data time: 0.2268, Forward time: 2.2663, Backward time: 2.4400, DDP time: 0.0045, Total iter time: 4.9434 [2020-11-08 06:03:50,941][root][INFO] - ===> Epoch[972](972/1): Loss -0.8121, Sem 0.0389, dir -0.9859, norm 0.1349, swav 0.0000 LR: 8.232e-02 Score 98.596 Data time: 0.2509, Forward time: 2.2665, Backward time: 2.4401, DDP time: 0.0045, Total iter time: 5.3093 [2020-11-08 06:03:55,653][root][INFO] - ===> Epoch[973](973/1): Loss -0.8083, Sem 0.0393, dir -0.9837, norm 0.1360, swav 0.0000 LR: 8.231e-02 Score 98.599 Data time: 0.1963, Forward time: 2.2663, Backward time: 2.4399, DDP time: 0.0045, Total iter time: 4.5724 [2020-11-08 06:04:00,819][root][INFO] - ===> Epoch[974](974/1): Loss -0.8177, Sem 0.0412, dir -0.9844, norm 0.1255, swav 0.0000 LR: 8.229e-02 Score 98.529 Data time: 0.2486, Forward time: 2.2667, Backward time: 2.4396, DDP time: 0.0045, Total iter time: 5.0346 [2020-11-08 06:04:06,247][root][INFO] - ===> Epoch[975](975/1): Loss -0.8220, Sem 0.0393, dir -0.9866, norm 0.1253, swav 0.0000 LR: 8.227e-02 Score 98.599 Data time: 0.1657, Forward time: 2.2662, Backward time: 2.4404, DDP time: 0.0045, Total iter time: 5.2879 [2020-11-08 06:04:11,184][root][INFO] - ===> Epoch[976](976/1): Loss -0.7925, Sem 0.0405, dir -0.9817, norm 0.1487, swav 0.0000 LR: 8.225e-02 Score 98.565 Data time: 0.2059, Forward time: 2.2660, Backward time: 2.4404, DDP time: 0.0045, Total iter time: 4.8176 [2020-11-08 06:04:16,137][root][INFO] - ===> Epoch[977](977/1): Loss -0.7757, Sem 0.0401, dir -0.9781, norm 0.1622, swav 0.0000 LR: 8.223e-02 Score 98.578 Data time: 0.1754, Forward time: 2.2655, Backward time: 2.4407, DDP time: 0.0045, Total iter time: 4.8223 [2020-11-08 06:04:20,729][root][INFO] - ===> Epoch[978](978/1): Loss -0.7938, Sem 0.0403, dir -0.9806, norm 0.1465, swav 0.0000 LR: 8.221e-02 Score 98.568 Data time: 0.2103, Forward time: 2.2655, Backward time: 2.4403, DDP time: 0.0045, Total iter time: 4.4680 [2020-11-08 06:04:25,692][root][INFO] - ===> Epoch[979](979/1): Loss -0.8056, Sem 0.0390, dir -0.9827, norm 0.1381, swav 0.0000 LR: 8.220e-02 Score 98.592 Data time: 0.2670, Forward time: 2.2658, Backward time: 2.4399, DDP time: 0.0045, Total iter time: 4.8474 [2020-11-08 06:04:31,046][root][INFO] - ===> Epoch[980](980/1): Loss -0.8111, Sem 0.0381, dir -0.9843, norm 0.1351, swav 0.0000 LR: 8.218e-02 Score 98.631 Data time: 0.2458, Forward time: 2.2662, Backward time: 2.4397, DDP time: 0.0045, Total iter time: 5.2292 [2020-11-08 06:04:35,754][root][INFO] - ===> Epoch[981](981/1): Loss -0.7989, Sem 0.0387, dir -0.9803, norm 0.1427, swav 0.0000 LR: 8.216e-02 Score 98.617 Data time: 0.2099, Forward time: 2.2662, Backward time: 2.4393, DDP time: 0.0045, Total iter time: 4.5769 [2020-11-08 06:04:41,132][root][INFO] - ===> Epoch[982](982/1): Loss -0.7934, Sem 0.0395, dir -0.9828, norm 0.1498, swav 0.0000 LR: 8.214e-02 Score 98.594 Data time: 0.2623, Forward time: 2.2667, Backward time: 2.4391, DDP time: 0.0045, Total iter time: 5.2592 [2020-11-08 06:04:46,440][root][INFO] - ===> Epoch[983](983/1): Loss -0.7829, Sem 0.0393, dir -0.9810, norm 0.1588, swav 0.0000 LR: 8.212e-02 Score 98.610 Data time: 0.2534, Forward time: 2.2667, Backward time: 2.4392, DDP time: 0.0045, Total iter time: 5.1806 [2020-11-08 06:04:51,483][root][INFO] - ===> Epoch[984](984/1): Loss -0.7963, Sem 0.0385, dir -0.9821, norm 0.1474, swav 0.0000 LR: 8.210e-02 Score 98.614 Data time: 0.2391, Forward time: 2.2670, Backward time: 2.4389, DDP time: 0.0045, Total iter time: 4.9218 [2020-11-08 06:04:56,858][root][INFO] - ===> Epoch[985](985/1): Loss -0.8060, Sem 0.0424, dir -0.9820, norm 0.1336, swav 0.0000 LR: 8.208e-02 Score 98.506 Data time: 0.2373, Forward time: 2.2672, Backward time: 2.4390, DDP time: 0.0045, Total iter time: 5.2502 [2020-11-08 06:05:01,760][root][INFO] - ===> Epoch[986](986/1): Loss -0.8161, Sem 0.0387, dir -0.9861, norm 0.1313, swav 0.0000 LR: 8.207e-02 Score 98.588 Data time: 0.2215, Forward time: 2.2673, Backward time: 2.4387, DDP time: 0.0045, Total iter time: 4.7808 [2020-11-08 06:05:07,692][root][INFO] - ===> Epoch[987](987/1): Loss -0.7773, Sem 0.0420, dir -0.9801, norm 0.1608, swav 0.0000 LR: 8.205e-02 Score 98.538 Data time: 0.1925, Forward time: 2.2671, Backward time: 2.4397, DDP time: 0.0045, Total iter time: 5.8118 [2020-11-08 06:05:12,653][root][INFO] - ===> Epoch[988](988/1): Loss -0.7963, Sem 0.0392, dir -0.9812, norm 0.1456, swav 0.0000 LR: 8.203e-02 Score 98.604 Data time: 0.1870, Forward time: 2.2667, Backward time: 2.4400, DDP time: 0.0045, Total iter time: 4.8603 [2020-11-08 06:05:17,712][root][INFO] - ===> Epoch[989](989/1): Loss -0.8043, Sem 0.0401, dir -0.9839, norm 0.1395, swav 0.0000 LR: 8.201e-02 Score 98.559 Data time: 0.2493, Forward time: 2.2670, Backward time: 2.4397, DDP time: 0.0045, Total iter time: 4.9573 [2020-11-08 06:05:22,756][root][INFO] - ===> Epoch[990](990/1): Loss -0.8286, Sem 0.0350, dir -0.9852, norm 0.1217, swav 0.0000 LR: 8.199e-02 Score 98.739 Data time: 0.2238, Forward time: 2.2671, Backward time: 2.4396, DDP time: 0.0045, Total iter time: 4.9221 [2020-11-08 06:05:28,242][root][INFO] - ===> Epoch[991](991/1): Loss -0.8224, Sem 0.0388, dir -0.9868, norm 0.1255, swav 0.0000 LR: 8.197e-02 Score 98.604 Data time: 0.2627, Forward time: 2.2676, Backward time: 2.4395, DDP time: 0.0045, Total iter time: 5.3660 [2020-11-08 06:05:33,467][root][INFO] - ===> Epoch[992](992/1): Loss -0.8263, Sem 0.0372, dir -0.9861, norm 0.1227, swav 0.0000 LR: 8.196e-02 Score 98.667 Data time: 0.2121, Forward time: 2.2675, Backward time: 2.4396, DDP time: 0.0045, Total iter time: 5.0939 [2020-11-08 06:05:38,440][root][INFO] - ===> Epoch[993](993/1): Loss -0.8052, Sem 0.0374, dir -0.9835, norm 0.1408, swav 0.0000 LR: 8.194e-02 Score 98.642 Data time: 0.2148, Forward time: 2.2676, Backward time: 2.4394, DDP time: 0.0045, Total iter time: 4.8433 [2020-11-08 06:05:43,514][root][INFO] - ===> Epoch[994](994/1): Loss -0.8153, Sem 0.0401, dir -0.9844, norm 0.1289, swav 0.0000 LR: 8.192e-02 Score 98.562 Data time: 0.2279, Forward time: 2.2676, Backward time: 2.4394, DDP time: 0.0045, Total iter time: 4.9353 [2020-11-08 06:05:48,816][root][INFO] - ===> Epoch[995](995/1): Loss -0.8322, Sem 0.0376, dir -0.9869, norm 0.1171, swav 0.0000 LR: 8.190e-02 Score 98.659 Data time: 0.2511, Forward time: 2.2681, Backward time: 2.4391, DDP time: 0.0045, Total iter time: 5.1798 [2020-11-08 06:05:54,148][root][INFO] - ===> Epoch[996](996/1): Loss -0.8299, Sem 0.0378, dir -0.9871, norm 0.1195, swav 0.0000 LR: 8.188e-02 Score 98.625 Data time: 0.2163, Forward time: 2.2682, Backward time: 2.4392, DDP time: 0.0045, Total iter time: 5.1876 [2020-11-08 06:05:59,191][root][INFO] - ===> Epoch[997](997/1): Loss -0.7981, Sem 0.0381, dir -0.9804, norm 0.1443, swav 0.0000 LR: 8.186e-02 Score 98.631 Data time: 0.2325, Forward time: 2.2685, Backward time: 2.4388, DDP time: 0.0045, Total iter time: 4.9132 [2020-11-08 06:06:03,741][root][INFO] - ===> Epoch[998](998/1): Loss -0.8084, Sem 0.0400, dir -0.9832, norm 0.1348, swav 0.0000 LR: 8.185e-02 Score 98.561 Data time: 0.2203, Forward time: 2.2686, Backward time: 2.4382, DDP time: 0.0045, Total iter time: 4.4277 [2020-11-08 06:06:09,013][root][INFO] - ===> Epoch[999](999/1): Loss -0.8224, Sem 0.0388, dir -0.9859, norm 0.1247, swav 0.0000 LR: 8.183e-02 Score 98.595 Data time: 0.2265, Forward time: 2.2687, Backward time: 2.4384, DDP time: 0.0045, Total iter time: 5.1432 [2020-11-08 06:06:14,097][root][INFO] - ===> Epoch[1000](1000/1): Loss -0.7944, Sem 0.0407, dir -0.9827, norm 0.1476, swav 0.0000 LR: 8.181e-02 Score 98.555 Data time: 0.1481, Forward time: 2.2680, Backward time: 2.4390, DDP time: 0.0045, Total iter time: 4.9591 [2020-11-08 06:06:14,770][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 06:06:14,982][root][INFO] - ===> Start testing [2020-11-08 06:07:44,618][root][INFO] - 101/312: Data time: 0.0097, Iter time: 0.3795 Loss 2.261 (AVG: 2.429) Score 66.057 (AVG: 71.520) mIOU 28.162 mAP 39.285 mAcc 39.546 IOU: 67.467 92.818 18.367 41.947 64.510 39.099 43.267 27.439 8.726 34.245 15.123 12.361 25.143 38.576 13.135 0.000 0.000 10.222 0.000 10.803 mAP: 70.731 94.318 26.004 38.426 66.186 64.270 51.445 39.713 23.551 44.597 36.436 23.978 41.303 49.350 37.052 10.094 3.173 32.097 10.394 22.579 mAcc: 87.035 98.350 28.713 48.050 76.278 46.426 71.004 41.627 9.680 51.398 25.791 33.360 49.900 52.735 38.254 0.000 0.000 18.047 0.000 14.272 [2020-11-08 06:09:13,874][root][INFO] - 201/312: Data time: 0.0098, Iter time: 0.5461 Loss 1.292 (AVG: 2.376) Score 82.312 (AVG: 72.077) mIOU 28.246 mAP 39.649 mAcc 39.236 IOU: 68.645 93.144 19.235 42.408 62.334 36.972 43.181 26.429 8.747 45.063 15.038 11.039 25.234 34.152 10.900 0.000 0.000 11.829 0.000 10.578 mAP: 71.235 94.803 25.516 42.367 68.430 62.577 54.218 40.198 23.554 49.738 33.141 24.564 41.106 45.903 31.075 9.599 4.044 34.965 11.687 24.265 mAcc: 88.078 98.740 29.578 47.920 74.990 42.068 72.128 39.011 9.909 60.669 29.913 30.883 47.690 44.987 33.589 0.000 0.000 20.412 0.000 14.165 [2020-11-08 06:10:39,420][root][INFO] - 301/312: Data time: 0.0077, Iter time: 0.3800 Loss 3.441 (AVG: 2.371) Score 65.902 (AVG: 72.036) mIOU 28.613 mAP 39.464 mAcc 39.674 IOU: 69.001 92.653 21.704 43.590 62.189 36.550 41.114 26.344 9.458 41.134 14.072 13.599 26.132 37.933 12.847 0.000 0.000 12.880 0.000 11.060 mAP: 71.171 94.554 26.308 44.915 68.085 62.007 51.258 40.131 23.030 47.127 31.085 26.495 40.357 48.840 29.933 9.224 3.909 34.419 11.552 24.872 mAcc: 87.655 98.620 33.298 47.371 74.758 41.934 69.987 39.809 10.781 58.246 28.711 34.795 47.258 47.828 35.838 0.000 0.000 21.597 0.000 14.997 [2020-11-08 06:10:49,831][root][INFO] - 312/312: Data time: 0.0043, Iter time: 0.4970 Loss 2.728 (AVG: 2.383) Score 70.585 (AVG: 71.903) mIOU 28.403 mAP 39.349 mAcc 39.479 IOU: 69.066 92.652 21.393 43.077 61.641 35.499 40.755 26.617 9.285 40.777 13.745 13.611 26.284 37.668 12.246 0.000 0.000 12.845 0.000 10.894 mAP: 71.366 94.554 26.125 44.399 67.984 62.228 50.596 40.190 22.995 47.127 31.104 26.939 40.069 48.840 28.708 9.724 4.120 34.408 11.203 24.303 mAcc: 87.754 98.579 32.901 46.926 74.945 40.648 69.557 39.443 10.561 58.246 28.576 35.039 47.351 47.828 35.102 0.000 0.000 21.334 0.000 14.796 [2020-11-08 06:10:49,833][root][INFO] - Finished test. Elapsed time: 274.8483 [2020-11-08 06:11:03,778][root][INFO] - [2020-11-08 06:11:03,779][root][INFO] - ################################################################ [2020-11-08 06:11:03,779][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 06:11:03,779][root][INFO] - ################################################################ [2020-11-08 06:11:03,779][root][INFO] - cabinet : 0.009 0.025 0.096 [2020-11-08 06:11:03,779][root][INFO] - bed : 0.194 0.370 0.405 [2020-11-08 06:11:03,779][root][INFO] - chair : 0.446 0.627 0.744 [2020-11-08 06:11:03,780][root][INFO] - sofa : 0.115 0.261 0.423 [2020-11-08 06:11:03,780][root][INFO] - table : 0.098 0.180 0.326 [2020-11-08 06:11:03,780][root][INFO] - door : 0.086 0.171 0.265 [2020-11-08 06:11:03,780][root][INFO] - window : 0.000 0.001 0.016 [2020-11-08 06:11:03,780][root][INFO] - bookshelf : 0.023 0.074 0.229 [2020-11-08 06:11:03,780][root][INFO] - picture : 0.045 0.116 0.192 [2020-11-08 06:11:03,780][root][INFO] - counter : 0.000 0.001 0.024 [2020-11-08 06:11:03,780][root][INFO] - desk : 0.005 0.028 0.243 [2020-11-08 06:11:03,780][root][INFO] - curtain : 0.022 0.063 0.193 [2020-11-08 06:11:03,780][root][INFO] - refrigerator : 0.023 0.061 0.148 [2020-11-08 06:11:03,780][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 06:11:03,780][root][INFO] - toilet : 0.000 0.000 0.000 [2020-11-08 06:11:03,780][root][INFO] - sink : 0.000 0.002 0.107 [2020-11-08 06:11:03,780][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-08 06:11:03,780][root][INFO] - otherfurniture : 0.062 0.099 0.174 [2020-11-08 06:11:03,780][root][INFO] - ---------------------------------------------------------------- [2020-11-08 06:11:03,780][root][INFO] - average : 0.063 0.115 0.199 [2020-11-08 06:11:03,780][root][INFO] - [2020-11-08 06:11:04,094][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 06:11:04,804][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 06:11:04,997][root][INFO] - Current best mIoU: 28.403 at iter 1000 [2020-11-08 06:11:09,079][root][INFO] - ===> Epoch[1001](1001/1): Loss -0.7984, Sem 0.0384, dir -0.9811, norm 0.1443, swav 0.0000 LR: 8.179e-02 Score 98.614 Data time: 0.1843, Forward time: 2.2677, Backward time: 2.4384, DDP time: 0.0045, Total iter time: 4.0744 [2020-11-08 06:11:13,881][root][INFO] - ===> Epoch[1002](1002/1): Loss -0.8086, Sem 0.0390, dir -0.9835, norm 0.1359, swav 0.0000 LR: 8.177e-02 Score 98.603 Data time: 0.2115, Forward time: 2.2677, Backward time: 2.4382, DDP time: 0.0045, Total iter time: 4.6908 [2020-11-08 06:11:19,404][root][INFO] - ===> Epoch[1003](1003/1): Loss -0.8282, Sem 0.0382, dir -0.9876, norm 0.1212, swav 0.0000 LR: 8.175e-02 Score 98.629 Data time: 0.2075, Forward time: 2.2677, Backward time: 2.4386, DDP time: 0.0045, Total iter time: 5.4134 [2020-11-08 06:11:24,539][root][INFO] - ===> Epoch[1004](1004/1): Loss -0.8144, Sem 0.0388, dir -0.9842, norm 0.1310, swav 0.0000 LR: 8.174e-02 Score 98.599 Data time: 0.2395, Forward time: 2.2679, Backward time: 2.4384, DDP time: 0.0045, Total iter time: 5.0268 [2020-11-08 06:11:29,538][root][INFO] - ===> Epoch[1005](1005/1): Loss -0.7979, Sem 0.0403, dir -0.9818, norm 0.1436, swav 0.0000 LR: 8.172e-02 Score 98.606 Data time: 0.2334, Forward time: 2.2682, Backward time: 2.4381, DDP time: 0.0045, Total iter time: 4.8582 [2020-11-08 06:11:34,767][root][INFO] - ===> Epoch[1006](1006/1): Loss -0.7991, Sem 0.0414, dir -0.9823, norm 0.1419, swav 0.0000 LR: 8.170e-02 Score 98.530 Data time: 0.1712, Forward time: 2.2677, Backward time: 2.4387, DDP time: 0.0045, Total iter time: 5.0979 [2020-11-08 06:11:39,428][root][INFO] - ===> Epoch[1007](1007/1): Loss -0.8203, Sem 0.0415, dir -0.9853, norm 0.1235, swav 0.0000 LR: 8.168e-02 Score 98.535 Data time: 0.1516, Forward time: 2.2671, Backward time: 2.4389, DDP time: 0.0045, Total iter time: 4.5647 [2020-11-08 06:11:43,808][root][INFO] - ===> Epoch[1008](1008/1): Loss -0.8057, Sem 0.0412, dir -0.9837, norm 0.1368, swav 0.0000 LR: 8.166e-02 Score 98.528 Data time: 0.1846, Forward time: 2.2668, Backward time: 2.4386, DDP time: 0.0045, Total iter time: 4.2773 [2020-11-08 06:11:49,229][root][INFO] - ===> Epoch[1009](1009/1): Loss -0.7687, Sem 0.0411, dir -0.9784, norm 0.1685, swav 0.0000 LR: 8.164e-02 Score 98.529 Data time: 0.1675, Forward time: 2.2662, Backward time: 2.4395, DDP time: 0.0045, Total iter time: 5.3021 [2020-11-08 06:11:54,258][root][INFO] - ===> Epoch[1010](1010/1): Loss -0.7635, Sem 0.0370, dir -0.9715, norm 0.1710, swav 0.0000 LR: 8.162e-02 Score 98.663 Data time: 0.2152, Forward time: 2.2661, Backward time: 2.4395, DDP time: 0.0045, Total iter time: 4.8995 [2020-11-08 06:11:59,345][root][INFO] - ===> Epoch[1011](1011/1): Loss -0.7909, Sem 0.0367, dir -0.9818, norm 0.1543, swav 0.0000 LR: 8.161e-02 Score 98.676 Data time: 0.2122, Forward time: 2.2661, Backward time: 2.4395, DDP time: 0.0045, Total iter time: 4.9618 [2020-11-08 06:12:04,077][root][INFO] - ===> Epoch[1012](1012/1): Loss -0.8176, Sem 0.0382, dir -0.9862, norm 0.1304, swav 0.0000 LR: 8.159e-02 Score 98.610 Data time: 0.1971, Forward time: 2.2660, Backward time: 2.4393, DDP time: 0.0045, Total iter time: 4.6072 [2020-11-08 06:12:08,518][root][INFO] - ===> Epoch[1013](1013/1): Loss -0.7699, Sem 0.0398, dir -0.9767, norm 0.1670, swav 0.0000 LR: 8.157e-02 Score 98.579 Data time: 0.1918, Forward time: 2.2657, Backward time: 2.4390, DDP time: 0.0045, Total iter time: 4.3197 [2020-11-08 06:12:13,539][root][INFO] - ===> Epoch[1014](1014/1): Loss -0.7562, Sem 0.0416, dir -0.9763, norm 0.1785, swav 0.0000 LR: 8.155e-02 Score 98.502 Data time: 0.2272, Forward time: 2.2658, Backward time: 2.4388, DDP time: 0.0045, Total iter time: 4.9059 [2020-11-08 06:12:18,247][root][INFO] - ===> Epoch[1015](1015/1): Loss -0.8084, Sem 0.0411, dir -0.9831, norm 0.1335, swav 0.0000 LR: 8.153e-02 Score 98.537 Data time: 0.1880, Forward time: 2.2657, Backward time: 2.4385, DDP time: 0.0045, Total iter time: 4.5756 [2020-11-08 06:12:22,953][root][INFO] - ===> Epoch[1016](1016/1): Loss -0.7852, Sem 0.0387, dir -0.9803, norm 0.1564, swav 0.0000 LR: 8.151e-02 Score 98.596 Data time: 0.2199, Forward time: 2.2656, Backward time: 2.4383, DDP time: 0.0045, Total iter time: 4.5777 [2020-11-08 06:12:27,991][root][INFO] - ===> Epoch[1017](1017/1): Loss -0.7664, Sem 0.0389, dir -0.9797, norm 0.1744, swav 0.0000 LR: 8.150e-02 Score 98.602 Data time: 0.2102, Forward time: 2.2655, Backward time: 2.4383, DDP time: 0.0045, Total iter time: 4.9150 [2020-11-08 06:12:32,595][root][INFO] - ===> Epoch[1018](1018/1): Loss -0.8061, Sem 0.0420, dir -0.9849, norm 0.1368, swav 0.0000 LR: 8.148e-02 Score 98.522 Data time: 0.2011, Forward time: 2.2651, Backward time: 2.4383, DDP time: 0.0045, Total iter time: 4.4870 [2020-11-08 06:12:37,680][root][INFO] - ===> Epoch[1019](1019/1): Loss -0.8065, Sem 0.0415, dir -0.9838, norm 0.1357, swav 0.0000 LR: 8.146e-02 Score 98.538 Data time: 0.1901, Forward time: 2.2647, Backward time: 2.4387, DDP time: 0.0045, Total iter time: 4.9853 [2020-11-08 06:12:43,214][root][INFO] - ===> Epoch[1020](1020/1): Loss -0.7828, Sem 0.0390, dir -0.9783, norm 0.1564, swav 0.0000 LR: 8.144e-02 Score 98.569 Data time: 0.2286, Forward time: 2.2649, Backward time: 2.4389, DDP time: 0.0046, Total iter time: 5.4087 [2020-11-08 06:12:47,899][root][INFO] - ===> Epoch[1021](1021/1): Loss -0.7934, Sem 0.0407, dir -0.9842, norm 0.1500, swav 0.0000 LR: 8.142e-02 Score 98.551 Data time: 0.2136, Forward time: 2.2647, Backward time: 2.4386, DDP time: 0.0046, Total iter time: 4.5464 [2020-11-08 06:12:52,549][root][INFO] - ===> Epoch[1022](1022/1): Loss -0.8165, Sem 0.0408, dir -0.9866, norm 0.1292, swav 0.0000 LR: 8.140e-02 Score 98.519 Data time: 0.2049, Forward time: 2.2647, Backward time: 2.4383, DDP time: 0.0046, Total iter time: 4.5302 [2020-11-08 06:12:57,495][root][INFO] - ===> Epoch[1023](1023/1): Loss -0.8193, Sem 0.0357, dir -0.9864, norm 0.1314, swav 0.0000 LR: 8.139e-02 Score 98.705 Data time: 0.1892, Forward time: 2.2646, Backward time: 2.4382, DDP time: 0.0046, Total iter time: 4.8248 [2020-11-08 06:13:02,236][root][INFO] - ===> Epoch[1024](1024/1): Loss -0.7994, Sem 0.0407, dir -0.9807, norm 0.1405, swav 0.0000 LR: 8.137e-02 Score 98.533 Data time: 0.1729, Forward time: 2.2643, Backward time: 2.4383, DDP time: 0.0046, Total iter time: 4.6169 [2020-11-08 06:13:07,529][root][INFO] - ===> Epoch[1025](1025/1): Loss -0.8191, Sem 0.0373, dir -0.9855, norm 0.1291, swav 0.0000 LR: 8.135e-02 Score 98.634 Data time: 0.1751, Forward time: 2.2639, Backward time: 2.4388, DDP time: 0.0046, Total iter time: 5.1842 [2020-11-08 06:13:12,987][root][INFO] - ===> Epoch[1026](1026/1): Loss -0.8200, Sem 0.0387, dir -0.9870, norm 0.1282, swav 0.0000 LR: 8.133e-02 Score 98.583 Data time: 0.2074, Forward time: 2.2637, Backward time: 2.4394, DDP time: 0.0046, Total iter time: 5.3477 [2020-11-08 06:13:18,696][root][INFO] - ===> Epoch[1027](1027/1): Loss -0.8142, Sem 0.0397, dir -0.9849, norm 0.1311, swav 0.0000 LR: 8.131e-02 Score 98.583 Data time: 0.2541, Forward time: 2.2637, Backward time: 2.4399, DDP time: 0.0046, Total iter time: 5.5873 [2020-11-08 06:13:24,233][root][INFO] - ===> Epoch[1028](1028/1): Loss -0.8122, Sem 0.0362, dir -0.9832, norm 0.1348, swav 0.0000 LR: 8.129e-02 Score 98.685 Data time: 0.2130, Forward time: 2.2636, Backward time: 2.4405, DDP time: 0.0046, Total iter time: 5.4074 [2020-11-08 06:13:29,262][root][INFO] - ===> Epoch[1029](1029/1): Loss -0.7993, Sem 0.0378, dir -0.9815, norm 0.1444, swav 0.0000 LR: 8.128e-02 Score 98.636 Data time: 0.2142, Forward time: 2.2635, Backward time: 2.4405, DDP time: 0.0046, Total iter time: 4.9095 [2020-11-08 06:13:34,931][root][INFO] - ===> Epoch[1030](1030/1): Loss -0.8086, Sem 0.0362, dir -0.9826, norm 0.1378, swav 0.0000 LR: 8.126e-02 Score 98.694 Data time: 0.2740, Forward time: 2.2641, Backward time: 2.4404, DDP time: 0.0046, Total iter time: 5.5419 [2020-11-08 06:13:40,044][root][INFO] - ===> Epoch[1031](1031/1): Loss -0.8037, Sem 0.0378, dir -0.9841, norm 0.1426, swav 0.0000 LR: 8.124e-02 Score 98.629 Data time: 0.2494, Forward time: 2.2645, Backward time: 2.4401, DDP time: 0.0046, Total iter time: 4.9865 [2020-11-08 06:13:45,288][root][INFO] - ===> Epoch[1032](1032/1): Loss -0.8143, Sem 0.0365, dir -0.9850, norm 0.1341, swav 0.0000 LR: 8.122e-02 Score 98.687 Data time: 0.2191, Forward time: 2.2646, Backward time: 2.4401, DDP time: 0.0046, Total iter time: 5.1186 [2020-11-08 06:13:50,440][root][INFO] - ===> Epoch[1033](1033/1): Loss -0.8057, Sem 0.0363, dir -0.9827, norm 0.1407, swav 0.0000 LR: 8.120e-02 Score 98.677 Data time: 0.2151, Forward time: 2.2646, Backward time: 2.4401, DDP time: 0.0046, Total iter time: 5.0371 [2020-11-08 06:13:55,143][root][INFO] - ===> Epoch[1034](1034/1): Loss -0.7904, Sem 0.0390, dir -0.9809, norm 0.1515, swav 0.0000 LR: 8.118e-02 Score 98.601 Data time: 0.2221, Forward time: 2.2646, Backward time: 2.4398, DDP time: 0.0046, Total iter time: 4.5968 [2020-11-08 06:14:00,022][root][INFO] - ===> Epoch[1035](1035/1): Loss -0.7969, Sem 0.0351, dir -0.9835, norm 0.1515, swav 0.0000 LR: 8.116e-02 Score 98.720 Data time: 0.2639, Forward time: 2.2649, Backward time: 2.4393, DDP time: 0.0046, Total iter time: 4.7466 [2020-11-08 06:14:04,827][root][INFO] - ===> Epoch[1036](1036/1): Loss -0.8232, Sem 0.0349, dir -0.9837, norm 0.1256, swav 0.0000 LR: 8.115e-02 Score 98.737 Data time: 0.2186, Forward time: 2.2649, Backward time: 2.4390, DDP time: 0.0046, Total iter time: 4.6680 [2020-11-08 06:14:10,655][root][INFO] - ===> Epoch[1037](1037/1): Loss -0.7981, Sem 0.0356, dir -0.9833, norm 0.1496, swav 0.0000 LR: 8.113e-02 Score 98.707 Data time: 0.2263, Forward time: 2.2651, Backward time: 2.4395, DDP time: 0.0046, Total iter time: 5.7103 [2020-11-08 06:14:15,897][root][INFO] - ===> Epoch[1038](1038/1): Loss -0.7978, Sem 0.0365, dir -0.9804, norm 0.1461, swav 0.0000 LR: 8.111e-02 Score 98.661 Data time: 0.2066, Forward time: 2.2650, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 5.1150 [2020-11-08 06:14:21,292][root][INFO] - ===> Epoch[1039](1039/1): Loss -0.8054, Sem 0.0373, dir -0.9837, norm 0.1410, swav 0.0000 LR: 8.109e-02 Score 98.659 Data time: 0.2324, Forward time: 2.2651, Backward time: 2.4399, DDP time: 0.0046, Total iter time: 5.2734 [2020-11-08 06:14:26,123][root][INFO] - ===> Epoch[1040](1040/1): Loss -0.8007, Sem 0.0380, dir -0.9831, norm 0.1444, swav 0.0000 LR: 8.107e-02 Score 98.606 Data time: 0.2244, Forward time: 2.2652, Backward time: 2.4395, DDP time: 0.0046, Total iter time: 4.7006 [2020-11-08 06:14:31,372][root][INFO] - ===> Epoch[1041](1041/1): Loss -0.8044, Sem 0.0350, dir -0.9831, norm 0.1438, swav 0.0000 LR: 8.105e-02 Score 98.724 Data time: 0.2066, Forward time: 2.2650, Backward time: 2.4399, DDP time: 0.0046, Total iter time: 5.1339 [2020-11-08 06:14:36,452][root][INFO] - ===> Epoch[1042](1042/1): Loss -0.8144, Sem 0.0359, dir -0.9835, norm 0.1331, swav 0.0000 LR: 8.104e-02 Score 98.710 Data time: 0.2438, Forward time: 2.2652, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 4.9431 [2020-11-08 06:14:41,501][root][INFO] - ===> Epoch[1043](1043/1): Loss -0.8315, Sem 0.0370, dir -0.9882, norm 0.1196, swav 0.0000 LR: 8.102e-02 Score 98.654 Data time: 0.2387, Forward time: 2.2655, Backward time: 2.4394, DDP time: 0.0046, Total iter time: 4.9183 [2020-11-08 06:14:46,231][root][INFO] - ===> Epoch[1044](1044/1): Loss -0.8174, Sem 0.0366, dir -0.9840, norm 0.1301, swav 0.0000 LR: 8.100e-02 Score 98.689 Data time: 0.1789, Forward time: 2.2651, Backward time: 2.4393, DDP time: 0.0046, Total iter time: 4.5834 [2020-11-08 06:14:50,835][root][INFO] - ===> Epoch[1045](1045/1): Loss -0.7921, Sem 0.0379, dir -0.9811, norm 0.1511, swav 0.0000 LR: 8.098e-02 Score 98.637 Data time: 0.1858, Forward time: 2.2649, Backward time: 2.4392, DDP time: 0.0046, Total iter time: 4.5133 [2020-11-08 06:14:55,643][root][INFO] - ===> Epoch[1046](1046/1): Loss -0.7728, Sem 0.0379, dir -0.9769, norm 0.1662, swav 0.0000 LR: 8.096e-02 Score 98.620 Data time: 0.2257, Forward time: 2.2651, Backward time: 2.4388, DDP time: 0.0046, Total iter time: 4.7126 [2020-11-08 06:15:00,740][root][INFO] - ===> Epoch[1047](1047/1): Loss -0.8055, Sem 0.0376, dir -0.9837, norm 0.1405, swav 0.0000 LR: 8.094e-02 Score 98.627 Data time: 0.2481, Forward time: 2.2654, Backward time: 2.4384, DDP time: 0.0046, Total iter time: 4.9731 [2020-11-08 06:15:05,999][root][INFO] - ===> Epoch[1048](1048/1): Loss -0.8261, Sem 0.0358, dir -0.9858, norm 0.1240, swav 0.0000 LR: 8.093e-02 Score 98.710 Data time: 0.2009, Forward time: 2.2653, Backward time: 2.4387, DDP time: 0.0046, Total iter time: 5.1259 [2020-11-08 06:15:10,953][root][INFO] - ===> Epoch[1049](1049/1): Loss -0.8041, Sem 0.0376, dir -0.9823, norm 0.1406, swav 0.0000 LR: 8.091e-02 Score 98.653 Data time: 0.2130, Forward time: 2.2652, Backward time: 2.4386, DDP time: 0.0046, Total iter time: 4.8237 [2020-11-08 06:15:15,859][root][INFO] - ===> Epoch[1050](1050/1): Loss -0.7951, Sem 0.0380, dir -0.9806, norm 0.1475, swav 0.0000 LR: 8.089e-02 Score 98.608 Data time: 0.2211, Forward time: 2.2651, Backward time: 2.4385, DDP time: 0.0046, Total iter time: 4.7676 [2020-11-08 06:15:20,712][root][INFO] - ===> Epoch[1051](1051/1): Loss -0.8279, Sem 0.0363, dir -0.9857, norm 0.1215, swav 0.0000 LR: 8.087e-02 Score 98.699 Data time: 0.2488, Forward time: 2.2654, Backward time: 2.4381, DDP time: 0.0046, Total iter time: 4.7354 [2020-11-08 06:15:25,306][root][INFO] - ===> Epoch[1052](1052/1): Loss -0.8116, Sem 0.0364, dir -0.9842, norm 0.1362, swav 0.0000 LR: 8.085e-02 Score 98.686 Data time: 0.2125, Forward time: 2.2654, Backward time: 2.4376, DDP time: 0.0046, Total iter time: 4.4720 [2020-11-08 06:15:30,497][root][INFO] - ===> Epoch[1053](1053/1): Loss -0.7889, Sem 0.0350, dir -0.9806, norm 0.1566, swav 0.0000 LR: 8.083e-02 Score 98.717 Data time: 0.2435, Forward time: 2.2657, Backward time: 2.4374, DDP time: 0.0046, Total iter time: 5.0686 [2020-11-08 06:15:35,625][root][INFO] - ===> Epoch[1054](1054/1): Loss -0.7901, Sem 0.0366, dir -0.9806, norm 0.1539, swav 0.0000 LR: 8.081e-02 Score 98.666 Data time: 0.2096, Forward time: 2.2657, Backward time: 2.4374, DDP time: 0.0046, Total iter time: 4.9816 [2020-11-08 06:15:40,725][root][INFO] - ===> Epoch[1055](1055/1): Loss -0.8175, Sem 0.0360, dir -0.9853, norm 0.1318, swav 0.0000 LR: 8.080e-02 Score 98.697 Data time: 0.2081, Forward time: 2.2655, Backward time: 2.4376, DDP time: 0.0046, Total iter time: 4.9743 [2020-11-08 06:15:45,631][root][INFO] - ===> Epoch[1056](1056/1): Loss -0.8285, Sem 0.0327, dir -0.9853, norm 0.1240, swav 0.0000 LR: 8.078e-02 Score 98.797 Data time: 0.2401, Forward time: 2.2657, Backward time: 2.4372, DDP time: 0.0046, Total iter time: 4.7907 [2020-11-08 06:15:50,653][root][INFO] - ===> Epoch[1057](1057/1): Loss -0.7854, Sem 0.0383, dir -0.9808, norm 0.1571, swav 0.0000 LR: 8.076e-02 Score 98.597 Data time: 0.2082, Forward time: 2.2658, Backward time: 2.4371, DDP time: 0.0046, Total iter time: 4.8931 [2020-11-08 06:15:55,931][root][INFO] - ===> Epoch[1058](1058/1): Loss -0.7824, Sem 0.0379, dir -0.9798, norm 0.1595, swav 0.0000 LR: 8.074e-02 Score 98.624 Data time: 0.2513, Forward time: 2.2662, Backward time: 2.4368, DDP time: 0.0046, Total iter time: 5.1572 [2020-11-08 06:16:00,724][root][INFO] - ===> Epoch[1059](1059/1): Loss -0.8087, Sem 0.0362, dir -0.9840, norm 0.1391, swav 0.0000 LR: 8.072e-02 Score 98.684 Data time: 0.2365, Forward time: 2.2663, Backward time: 2.4365, DDP time: 0.0046, Total iter time: 4.6646 [2020-11-08 06:16:06,074][root][INFO] - ===> Epoch[1060](1060/1): Loss -0.8015, Sem 0.0370, dir -0.9826, norm 0.1441, swav 0.0000 LR: 8.070e-02 Score 98.654 Data time: 0.2072, Forward time: 2.2662, Backward time: 2.4368, DDP time: 0.0046, Total iter time: 5.2159 [2020-11-08 06:16:10,906][root][INFO] - ===> Epoch[1061](1061/1): Loss -0.7938, Sem 0.0374, dir -0.9806, norm 0.1494, swav 0.0000 LR: 8.069e-02 Score 98.656 Data time: 0.1977, Forward time: 2.2659, Backward time: 2.4368, DDP time: 0.0046, Total iter time: 4.7047 [2020-11-08 06:16:16,420][root][INFO] - ===> Epoch[1062](1062/1): Loss -0.7902, Sem 0.0386, dir -0.9827, norm 0.1538, swav 0.0000 LR: 8.067e-02 Score 98.598 Data time: 0.2381, Forward time: 2.2661, Backward time: 2.4370, DDP time: 0.0046, Total iter time: 5.4057 [2020-11-08 06:16:21,245][root][INFO] - ===> Epoch[1063](1063/1): Loss -0.8096, Sem 0.0394, dir -0.9837, norm 0.1347, swav 0.0000 LR: 8.065e-02 Score 98.580 Data time: 0.2311, Forward time: 2.2663, Backward time: 2.4366, DDP time: 0.0046, Total iter time: 4.6831 [2020-11-08 06:16:26,196][root][INFO] - ===> Epoch[1064](1064/1): Loss -0.7858, Sem 0.0355, dir -0.9803, norm 0.1590, swav 0.0000 LR: 8.063e-02 Score 98.704 Data time: 0.2068, Forward time: 2.2661, Backward time: 2.4367, DDP time: 0.0046, Total iter time: 4.8255 [2020-11-08 06:16:30,789][root][INFO] - ===> Epoch[1065](1065/1): Loss -0.7847, Sem 0.0372, dir -0.9790, norm 0.1571, swav 0.0000 LR: 8.061e-02 Score 98.662 Data time: 0.2117, Forward time: 2.2660, Backward time: 2.4363, DDP time: 0.0046, Total iter time: 4.4793 [2020-11-08 06:16:36,179][root][INFO] - ===> Epoch[1066](1066/1): Loss -0.8114, Sem 0.0335, dir -0.9839, norm 0.1391, swav 0.0000 LR: 8.059e-02 Score 98.775 Data time: 0.2016, Forward time: 2.2659, Backward time: 2.4367, DDP time: 0.0046, Total iter time: 5.2724 [2020-11-08 06:16:41,040][root][INFO] - ===> Epoch[1067](1067/1): Loss -0.8105, Sem 0.0368, dir -0.9840, norm 0.1368, swav 0.0000 LR: 8.057e-02 Score 98.669 Data time: 0.2248, Forward time: 2.2659, Backward time: 2.4365, DDP time: 0.0046, Total iter time: 4.7516 [2020-11-08 06:16:46,096][root][INFO] - ===> Epoch[1068](1068/1): Loss -0.7852, Sem 0.0428, dir -0.9787, norm 0.1507, swav 0.0000 LR: 8.056e-02 Score 98.520 Data time: 0.2484, Forward time: 2.2661, Backward time: 2.4362, DDP time: 0.0046, Total iter time: 4.9310 [2020-11-08 06:16:51,375][root][INFO] - ===> Epoch[1069](1069/1): Loss -0.8112, Sem 0.0354, dir -0.9838, norm 0.1372, swav 0.0000 LR: 8.054e-02 Score 98.693 Data time: 0.2525, Forward time: 2.2666, Backward time: 2.4360, DDP time: 0.0046, Total iter time: 5.1338 [2020-11-08 06:16:56,997][root][INFO] - ===> Epoch[1070](1070/1): Loss -0.8247, Sem 0.0377, dir -0.9866, norm 0.1242, swav 0.0000 LR: 8.052e-02 Score 98.633 Data time: 0.2446, Forward time: 2.2669, Backward time: 2.4361, DDP time: 0.0046, Total iter time: 5.4807 [2020-11-08 06:17:02,236][root][INFO] - ===> Epoch[1071](1071/1): Loss -0.8177, Sem 0.0370, dir -0.9862, norm 0.1316, swav 0.0000 LR: 8.050e-02 Score 98.650 Data time: 0.2402, Forward time: 2.2671, Backward time: 2.4360, DDP time: 0.0046, Total iter time: 5.1046 [2020-11-08 06:17:08,013][root][INFO] - ===> Epoch[1072](1072/1): Loss -0.7927, Sem 0.0363, dir -0.9809, norm 0.1519, swav 0.0000 LR: 8.048e-02 Score 98.668 Data time: 0.2786, Forward time: 2.2678, Backward time: 2.4359, DDP time: 0.0046, Total iter time: 5.6430 [2020-11-08 06:17:13,241][root][INFO] - ===> Epoch[1073](1073/1): Loss -0.7964, Sem 0.0350, dir -0.9810, norm 0.1496, swav 0.0000 LR: 8.046e-02 Score 98.718 Data time: 0.2153, Forward time: 2.2678, Backward time: 2.4360, DDP time: 0.0046, Total iter time: 5.0936 [2020-11-08 06:17:19,017][root][INFO] - ===> Epoch[1074](1074/1): Loss -0.8125, Sem 0.0358, dir -0.9848, norm 0.1364, swav 0.0000 LR: 8.045e-02 Score 98.700 Data time: 0.2019, Forward time: 2.2677, Backward time: 2.4368, DDP time: 0.0046, Total iter time: 5.6707 [2020-11-08 06:17:23,805][root][INFO] - ===> Epoch[1075](1075/1): Loss -0.8090, Sem 0.0361, dir -0.9831, norm 0.1380, swav 0.0000 LR: 8.043e-02 Score 98.700 Data time: 0.2227, Forward time: 2.2677, Backward time: 2.4365, DDP time: 0.0046, Total iter time: 4.6549 [2020-11-08 06:17:29,287][root][INFO] - ===> Epoch[1076](1076/1): Loss -0.7878, Sem 0.0374, dir -0.9794, norm 0.1542, swav 0.0000 LR: 8.041e-02 Score 98.656 Data time: 0.2891, Forward time: 2.2681, Backward time: 2.4364, DDP time: 0.0046, Total iter time: 5.3623 [2020-11-08 06:17:34,183][root][INFO] - ===> Epoch[1077](1077/1): Loss -0.8198, Sem 0.0378, dir -0.9869, norm 0.1293, swav 0.0000 LR: 8.039e-02 Score 98.632 Data time: 0.2219, Forward time: 2.2683, Backward time: 2.4360, DDP time: 0.0046, Total iter time: 4.7600 [2020-11-08 06:17:39,597][root][INFO] - ===> Epoch[1078](1078/1): Loss -0.8149, Sem 0.0371, dir -0.9854, norm 0.1334, swav 0.0000 LR: 8.037e-02 Score 98.652 Data time: 0.2336, Forward time: 2.2685, Backward time: 2.4361, DDP time: 0.0046, Total iter time: 5.2895 [2020-11-08 06:17:44,474][root][INFO] - ===> Epoch[1079](1079/1): Loss -0.7985, Sem 0.0358, dir -0.9812, norm 0.1469, swav 0.0000 LR: 8.035e-02 Score 98.714 Data time: 0.2044, Forward time: 2.2684, Backward time: 2.4360, DDP time: 0.0046, Total iter time: 4.7457 [2020-11-08 06:17:49,154][root][INFO] - ===> Epoch[1080](1080/1): Loss -0.7899, Sem 0.0348, dir -0.9803, norm 0.1555, swav 0.0000 LR: 8.034e-02 Score 98.741 Data time: 0.2158, Forward time: 2.2685, Backward time: 2.4355, DDP time: 0.0046, Total iter time: 4.5656 [2020-11-08 06:17:54,612][root][INFO] - ===> Epoch[1081](1081/1): Loss -0.7997, Sem 0.0358, dir -0.9833, norm 0.1478, swav 0.0000 LR: 8.032e-02 Score 98.690 Data time: 0.2229, Forward time: 2.2684, Backward time: 2.4359, DDP time: 0.0046, Total iter time: 5.3402 [2020-11-08 06:17:59,844][root][INFO] - ===> Epoch[1082](1082/1): Loss -0.8141, Sem 0.0372, dir -0.9845, norm 0.1333, swav 0.0000 LR: 8.030e-02 Score 98.647 Data time: 0.2253, Forward time: 2.2685, Backward time: 2.4360, DDP time: 0.0046, Total iter time: 5.1227 [2020-11-08 06:18:05,517][root][INFO] - ===> Epoch[1083](1083/1): Loss -0.8024, Sem 0.0377, dir -0.9818, norm 0.1417, swav 0.0000 LR: 8.028e-02 Score 98.659 Data time: 0.2552, Forward time: 2.2689, Backward time: 2.4362, DDP time: 0.0046, Total iter time: 5.5576 [2020-11-08 06:18:10,517][root][INFO] - ===> Epoch[1084](1084/1): Loss -0.7958, Sem 0.0370, dir -0.9821, norm 0.1493, swav 0.0000 LR: 8.026e-02 Score 98.658 Data time: 0.2524, Forward time: 2.2691, Backward time: 2.4358, DDP time: 0.0046, Total iter time: 4.8656 [2020-11-08 06:18:16,232][root][INFO] - ===> Epoch[1085](1085/1): Loss -0.8147, Sem 0.0376, dir -0.9847, norm 0.1324, swav 0.0000 LR: 8.024e-02 Score 98.649 Data time: 0.2680, Forward time: 2.2698, Backward time: 2.4357, DDP time: 0.0046, Total iter time: 5.6055 [2020-11-08 06:18:21,492][root][INFO] - ===> Epoch[1086](1086/1): Loss -0.8152, Sem 0.0386, dir -0.9837, norm 0.1299, swav 0.0000 LR: 8.022e-02 Score 98.622 Data time: 0.1918, Forward time: 2.2696, Backward time: 2.4360, DDP time: 0.0046, Total iter time: 5.1366 [2020-11-08 06:18:26,637][root][INFO] - ===> Epoch[1087](1087/1): Loss -0.8125, Sem 0.0394, dir -0.9828, norm 0.1310, swav 0.0000 LR: 8.021e-02 Score 98.584 Data time: 0.2476, Forward time: 2.2698, Backward time: 2.4359, DDP time: 0.0046, Total iter time: 5.0523 [2020-11-08 06:18:31,395][root][INFO] - ===> Epoch[1088](1088/1): Loss -0.8085, Sem 0.0362, dir -0.9820, norm 0.1373, swav 0.0000 LR: 8.019e-02 Score 98.665 Data time: 0.2323, Forward time: 2.2699, Backward time: 2.4355, DDP time: 0.0046, Total iter time: 4.6258 [2020-11-08 06:18:36,224][root][INFO] - ===> Epoch[1089](1089/1): Loss -0.7807, Sem 0.0375, dir -0.9802, norm 0.1620, swav 0.0000 LR: 8.017e-02 Score 98.652 Data time: 0.1978, Forward time: 2.2698, Backward time: 2.4354, DDP time: 0.0046, Total iter time: 4.7286 [2020-11-08 06:18:41,582][root][INFO] - ===> Epoch[1090](1090/1): Loss -0.7989, Sem 0.0378, dir -0.9816, norm 0.1449, swav 0.0000 LR: 8.015e-02 Score 98.613 Data time: 0.2610, Forward time: 2.2703, Backward time: 2.4352, DDP time: 0.0046, Total iter time: 5.2674 [2020-11-08 06:18:47,249][root][INFO] - ===> Epoch[1091](1091/1): Loss -0.8372, Sem 0.0363, dir -0.9876, norm 0.1140, swav 0.0000 LR: 8.013e-02 Score 98.667 Data time: 0.2219, Forward time: 2.2704, Backward time: 2.4356, DDP time: 0.0046, Total iter time: 5.5431 [2020-11-08 06:18:52,177][root][INFO] - ===> Epoch[1092](1092/1): Loss -0.8004, Sem 0.0352, dir -0.9815, norm 0.1459, swav 0.0000 LR: 8.011e-02 Score 98.713 Data time: 0.2301, Forward time: 2.2706, Backward time: 2.4353, DDP time: 0.0046, Total iter time: 4.8109 [2020-11-08 06:18:57,436][root][INFO] - ===> Epoch[1093](1093/1): Loss -0.7747, Sem 0.0360, dir -0.9784, norm 0.1677, swav 0.0000 LR: 8.010e-02 Score 98.687 Data time: 0.2661, Forward time: 2.2710, Backward time: 2.4350, DDP time: 0.0046, Total iter time: 5.1373 [2020-11-08 06:19:02,456][root][INFO] - ===> Epoch[1094](1094/1): Loss -0.8146, Sem 0.0367, dir -0.9839, norm 0.1326, swav 0.0000 LR: 8.008e-02 Score 98.662 Data time: 0.2327, Forward time: 2.2713, Backward time: 2.4346, DDP time: 0.0046, Total iter time: 4.8878 [2020-11-08 06:19:07,404][root][INFO] - ===> Epoch[1095](1095/1): Loss -0.8294, Sem 0.0353, dir -0.9870, norm 0.1223, swav 0.0000 LR: 8.006e-02 Score 98.713 Data time: 0.2123, Forward time: 2.2713, Backward time: 2.4345, DDP time: 0.0046, Total iter time: 4.8190 [2020-11-08 06:19:12,603][root][INFO] - ===> Epoch[1096](1096/1): Loss -0.7822, Sem 0.0363, dir -0.9785, norm 0.1601, swav 0.0000 LR: 8.004e-02 Score 98.695 Data time: 0.2078, Forward time: 2.2713, Backward time: 2.4346, DDP time: 0.0046, Total iter time: 5.0861 [2020-11-08 06:19:17,516][root][INFO] - ===> Epoch[1097](1097/1): Loss -0.7810, Sem 0.0377, dir -0.9770, norm 0.1583, swav 0.0000 LR: 8.002e-02 Score 98.636 Data time: 0.1950, Forward time: 2.2711, Backward time: 2.4346, DDP time: 0.0046, Total iter time: 4.7913 [2020-11-08 06:19:23,247][root][INFO] - ===> Epoch[1098](1098/1): Loss -0.8157, Sem 0.0372, dir -0.9838, norm 0.1309, swav 0.0000 LR: 8.000e-02 Score 98.664 Data time: 0.1979, Forward time: 2.2710, Backward time: 2.4353, DDP time: 0.0046, Total iter time: 5.6392 [2020-11-08 06:19:28,403][root][INFO] - ===> Epoch[1099](1099/1): Loss -0.7860, Sem 0.0387, dir -0.9782, norm 0.1534, swav 0.0000 LR: 7.998e-02 Score 98.613 Data time: 0.1812, Forward time: 2.2706, Backward time: 2.4358, DDP time: 0.0046, Total iter time: 5.0140 [2020-11-08 06:19:33,691][root][INFO] - ===> Epoch[1100](1100/1): Loss -0.7927, Sem 0.0366, dir -0.9823, norm 0.1530, swav 0.0000 LR: 7.997e-02 Score 98.666 Data time: 0.2442, Forward time: 2.2709, Backward time: 2.4357, DDP time: 0.0046, Total iter time: 5.1811 [2020-11-08 06:19:39,115][root][INFO] - ===> Epoch[1101](1101/1): Loss -0.8042, Sem 0.0364, dir -0.9838, norm 0.1431, swav 0.0000 LR: 7.995e-02 Score 98.660 Data time: 0.2219, Forward time: 2.2708, Backward time: 2.4360, DDP time: 0.0046, Total iter time: 5.2860 [2020-11-08 06:19:44,297][root][INFO] - ===> Epoch[1102](1102/1): Loss -0.7945, Sem 0.0362, dir -0.9825, norm 0.1517, swav 0.0000 LR: 7.993e-02 Score 98.675 Data time: 0.2118, Forward time: 2.2708, Backward time: 2.4361, DDP time: 0.0046, Total iter time: 5.0628 [2020-11-08 06:19:49,344][root][INFO] - ===> Epoch[1103](1103/1): Loss -0.7992, Sem 0.0359, dir -0.9811, norm 0.1459, swav 0.0000 LR: 7.991e-02 Score 98.714 Data time: 0.1869, Forward time: 2.2706, Backward time: 2.4363, DDP time: 0.0046, Total iter time: 4.9214 [2020-11-08 06:19:54,691][root][INFO] - ===> Epoch[1104](1104/1): Loss -0.8299, Sem 0.0376, dir -0.9864, norm 0.1189, swav 0.0000 LR: 7.989e-02 Score 98.637 Data time: 0.2103, Forward time: 2.2705, Backward time: 2.4366, DDP time: 0.0046, Total iter time: 5.2417 [2020-11-08 06:19:59,446][root][INFO] - ===> Epoch[1105](1105/1): Loss -0.7909, Sem 0.0372, dir -0.9783, norm 0.1503, swav 0.0000 LR: 7.987e-02 Score 98.642 Data time: 0.2216, Forward time: 2.2707, Backward time: 2.4362, DDP time: 0.0046, Total iter time: 4.6432 [2020-11-08 06:20:04,692][root][INFO] - ===> Epoch[1106](1106/1): Loss -0.7944, Sem 0.0382, dir -0.9836, norm 0.1510, swav 0.0000 LR: 7.986e-02 Score 98.633 Data time: 0.1843, Forward time: 2.2704, Backward time: 2.4365, DDP time: 0.0046, Total iter time: 5.1246 [2020-11-08 06:20:09,520][root][INFO] - ===> Epoch[1107](1107/1): Loss -0.8050, Sem 0.0366, dir -0.9849, norm 0.1432, swav 0.0000 LR: 7.984e-02 Score 98.650 Data time: 0.2297, Forward time: 2.2707, Backward time: 2.4361, DDP time: 0.0046, Total iter time: 4.7415 [2020-11-08 06:20:14,373][root][INFO] - ===> Epoch[1108](1108/1): Loss -0.7695, Sem 0.0363, dir -0.9767, norm 0.1709, swav 0.0000 LR: 7.982e-02 Score 98.668 Data time: 0.1901, Forward time: 2.2705, Backward time: 2.4361, DDP time: 0.0046, Total iter time: 4.7059 [2020-11-08 06:20:19,714][root][INFO] - ===> Epoch[1109](1109/1): Loss -0.8122, Sem 0.0375, dir -0.9823, norm 0.1326, swav 0.0000 LR: 7.980e-02 Score 98.661 Data time: 0.2129, Forward time: 2.2702, Backward time: 2.4366, DDP time: 0.0046, Total iter time: 5.2327 [2020-11-08 06:20:24,574][root][INFO] - ===> Epoch[1110](1110/1): Loss -0.8148, Sem 0.0364, dir -0.9833, norm 0.1321, swav 0.0000 LR: 7.978e-02 Score 98.672 Data time: 0.2251, Forward time: 2.2704, Backward time: 2.4362, DDP time: 0.0046, Total iter time: 4.7412 [2020-11-08 06:20:30,009][root][INFO] - ===> Epoch[1111](1111/1): Loss -0.7888, Sem 0.0368, dir -0.9789, norm 0.1532, swav 0.0000 LR: 7.976e-02 Score 98.666 Data time: 0.2221, Forward time: 2.2704, Backward time: 2.4364, DDP time: 0.0046, Total iter time: 5.3042 [2020-11-08 06:20:35,824][root][INFO] - ===> Epoch[1112](1112/1): Loss -0.7959, Sem 0.0376, dir -0.9829, norm 0.1495, swav 0.0000 LR: 7.974e-02 Score 98.649 Data time: 0.2766, Forward time: 2.2711, Backward time: 2.4364, DDP time: 0.0046, Total iter time: 5.6849 [2020-11-08 06:20:41,687][root][INFO] - ===> Epoch[1113](1113/1): Loss -0.7681, Sem 0.0402, dir -0.9775, norm 0.1692, swav 0.0000 LR: 7.973e-02 Score 98.541 Data time: 0.1817, Forward time: 2.2709, Backward time: 2.4373, DDP time: 0.0046, Total iter time: 5.7411 [2020-11-08 06:20:46,856][root][INFO] - ===> Epoch[1114](1114/1): Loss -0.7829, Sem 0.0368, dir -0.9814, norm 0.1617, swav 0.0000 LR: 7.971e-02 Score 98.640 Data time: 0.2222, Forward time: 2.2710, Backward time: 2.4372, DDP time: 0.0046, Total iter time: 5.0744 [2020-11-08 06:20:52,311][root][INFO] - ===> Epoch[1115](1115/1): Loss -0.8063, Sem 0.0354, dir -0.9823, norm 0.1406, swav 0.0000 LR: 7.969e-02 Score 98.699 Data time: 0.2241, Forward time: 2.2711, Backward time: 2.4374, DDP time: 0.0046, Total iter time: 5.3126 [2020-11-08 06:20:57,534][root][INFO] - ===> Epoch[1116](1116/1): Loss -0.8057, Sem 0.0340, dir -0.9853, norm 0.1457, swav 0.0000 LR: 7.967e-02 Score 98.752 Data time: 0.2269, Forward time: 2.2712, Backward time: 2.4374, DDP time: 0.0046, Total iter time: 5.1118 [2020-11-08 06:21:02,346][root][INFO] - ===> Epoch[1117](1117/1): Loss -0.7939, Sem 0.0364, dir -0.9796, norm 0.1493, swav 0.0000 LR: 7.965e-02 Score 98.684 Data time: 0.1944, Forward time: 2.2711, Backward time: 2.4373, DDP time: 0.0046, Total iter time: 4.6781 [2020-11-08 06:21:07,768][root][INFO] - ===> Epoch[1118](1118/1): Loss -0.7892, Sem 0.0378, dir -0.9791, norm 0.1521, swav 0.0000 LR: 7.963e-02 Score 98.635 Data time: 0.2199, Forward time: 2.2710, Backward time: 2.4377, DDP time: 0.0046, Total iter time: 5.3118 [2020-11-08 06:21:13,025][root][INFO] - ===> Epoch[1119](1119/1): Loss -0.8186, Sem 0.0351, dir -0.9868, norm 0.1331, swav 0.0000 LR: 7.962e-02 Score 98.716 Data time: 0.2376, Forward time: 2.2713, Backward time: 2.4375, DDP time: 0.0046, Total iter time: 5.1230 [2020-11-08 06:21:18,985][root][INFO] - ===> Epoch[1120](1120/1): Loss -0.8267, Sem 0.0344, dir -0.9870, norm 0.1260, swav 0.0000 LR: 7.960e-02 Score 98.740 Data time: 0.2414, Forward time: 2.2712, Backward time: 2.4383, DDP time: 0.0046, Total iter time: 5.8264 [2020-11-08 06:21:23,837][root][INFO] - ===> Epoch[1121](1121/1): Loss -0.8013, Sem 0.0361, dir -0.9834, norm 0.1460, swav 0.0000 LR: 7.958e-02 Score 98.684 Data time: 0.1820, Forward time: 2.2709, Backward time: 2.4384, DDP time: 0.0046, Total iter time: 4.7440 [2020-11-08 06:21:29,041][root][INFO] - ===> Epoch[1122](1122/1): Loss -0.7940, Sem 0.0373, dir -0.9825, norm 0.1511, swav 0.0000 LR: 7.956e-02 Score 98.647 Data time: 0.2004, Forward time: 2.2706, Backward time: 2.4388, DDP time: 0.0046, Total iter time: 5.1079 [2020-11-08 06:21:33,928][root][INFO] - ===> Epoch[1123](1123/1): Loss -0.8163, Sem 0.0352, dir -0.9858, norm 0.1343, swav 0.0000 LR: 7.954e-02 Score 98.726 Data time: 0.1866, Forward time: 2.2704, Backward time: 2.4389, DDP time: 0.0046, Total iter time: 4.7416 [2020-11-08 06:21:38,788][root][INFO] - ===> Epoch[1124](1124/1): Loss -0.8174, Sem 0.0361, dir -0.9855, norm 0.1320, swav 0.0000 LR: 7.952e-02 Score 98.656 Data time: 0.2134, Forward time: 2.2704, Backward time: 2.4387, DDP time: 0.0046, Total iter time: 4.7558 [2020-11-08 06:21:44,006][root][INFO] - ===> Epoch[1125](1125/1): Loss -0.8138, Sem 0.0345, dir -0.9826, norm 0.1343, swav 0.0000 LR: 7.950e-02 Score 98.731 Data time: 0.2253, Forward time: 2.2704, Backward time: 2.4387, DDP time: 0.0046, Total iter time: 5.0957 [2020-11-08 06:21:49,217][root][INFO] - ===> Epoch[1126](1126/1): Loss -0.8187, Sem 0.0352, dir -0.9848, norm 0.1310, swav 0.0000 LR: 7.949e-02 Score 98.709 Data time: 0.2324, Forward time: 2.2706, Backward time: 2.4386, DDP time: 0.0046, Total iter time: 5.0624 [2020-11-08 06:21:54,330][root][INFO] - ===> Epoch[1127](1127/1): Loss -0.8245, Sem 0.0349, dir -0.9864, norm 0.1269, swav 0.0000 LR: 7.947e-02 Score 98.711 Data time: 0.1671, Forward time: 2.2702, Backward time: 2.4390, DDP time: 0.0046, Total iter time: 4.9842 [2020-11-08 06:21:59,490][root][INFO] - ===> Epoch[1128](1128/1): Loss -0.8021, Sem 0.0377, dir -0.9838, norm 0.1440, swav 0.0000 LR: 7.945e-02 Score 98.628 Data time: 0.1441, Forward time: 2.2695, Backward time: 2.4398, DDP time: 0.0046, Total iter time: 5.0750 [2020-11-08 06:22:04,659][root][INFO] - ===> Epoch[1129](1129/1): Loss -0.8068, Sem 0.0349, dir -0.9824, norm 0.1407, swav 0.0000 LR: 7.943e-02 Score 98.734 Data time: 0.2258, Forward time: 2.2695, Backward time: 2.4399, DDP time: 0.0046, Total iter time: 5.1010 [2020-11-08 06:22:09,827][root][INFO] - ===> Epoch[1130](1130/1): Loss -0.8252, Sem 0.0370, dir -0.9869, norm 0.1247, swav 0.0000 LR: 7.941e-02 Score 98.654 Data time: 0.2396, Forward time: 2.2698, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 5.0615 [2020-11-08 06:22:14,458][root][INFO] - ===> Epoch[1131](1131/1): Loss -0.8144, Sem 0.0377, dir -0.9844, norm 0.1323, swav 0.0000 LR: 7.939e-02 Score 98.649 Data time: 0.1961, Forward time: 2.2697, Backward time: 2.4394, DDP time: 0.0046, Total iter time: 4.4889 [2020-11-08 06:22:19,869][root][INFO] - ===> Epoch[1132](1132/1): Loss -0.7915, Sem 0.0369, dir -0.9805, norm 0.1522, swav 0.0000 LR: 7.938e-02 Score 98.660 Data time: 0.2121, Forward time: 2.2697, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 5.2851 [2020-11-08 06:22:25,103][root][INFO] - ===> Epoch[1133](1133/1): Loss -0.7875, Sem 0.0333, dir -0.9804, norm 0.1595, swav 0.0000 LR: 7.936e-02 Score 98.783 Data time: 0.2313, Forward time: 2.2698, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 5.1040 [2020-11-08 06:22:30,519][root][INFO] - ===> Epoch[1134](1134/1): Loss -0.8272, Sem 0.0351, dir -0.9862, norm 0.1239, swav 0.0000 LR: 7.934e-02 Score 98.732 Data time: 0.2067, Forward time: 2.2697, Backward time: 2.4400, DDP time: 0.0046, Total iter time: 5.3002 [2020-11-08 06:22:35,281][root][INFO] - ===> Epoch[1135](1135/1): Loss -0.8260, Sem 0.0349, dir -0.9872, norm 0.1263, swav 0.0000 LR: 7.932e-02 Score 98.721 Data time: 0.2236, Forward time: 2.2695, Backward time: 2.4400, DDP time: 0.0046, Total iter time: 4.6489 [2020-11-08 06:22:40,035][root][INFO] - ===> Epoch[1136](1136/1): Loss -0.7912, Sem 0.0363, dir -0.9798, norm 0.1523, swav 0.0000 LR: 7.930e-02 Score 98.669 Data time: 0.2274, Forward time: 2.2696, Backward time: 2.4396, DDP time: 0.0046, Total iter time: 4.6602 [2020-11-08 06:22:45,313][root][INFO] - ===> Epoch[1137](1137/1): Loss -0.7868, Sem 0.0336, dir -0.9807, norm 0.1603, swav 0.0000 LR: 7.928e-02 Score 98.763 Data time: 0.1876, Forward time: 2.2694, Backward time: 2.4400, DDP time: 0.0046, Total iter time: 5.1473 [2020-11-08 06:22:50,537][root][INFO] - ===> Epoch[1138](1138/1): Loss -0.8166, Sem 0.0347, dir -0.9855, norm 0.1342, swav 0.0000 LR: 7.926e-02 Score 98.708 Data time: 0.2261, Forward time: 2.2695, Backward time: 2.4400, DDP time: 0.0046, Total iter time: 5.1028 [2020-11-08 06:22:55,400][root][INFO] - ===> Epoch[1139](1139/1): Loss -0.8182, Sem 0.0341, dir -0.9843, norm 0.1319, swav 0.0000 LR: 7.925e-02 Score 98.765 Data time: 0.2359, Forward time: 2.2697, Backward time: 2.4396, DDP time: 0.0046, Total iter time: 4.7288 [2020-11-08 06:23:00,169][root][INFO] - ===> Epoch[1140](1140/1): Loss -0.7821, Sem 0.0390, dir -0.9768, norm 0.1556, swav 0.0000 LR: 7.923e-02 Score 98.580 Data time: 0.2059, Forward time: 2.2696, Backward time: 2.4394, DDP time: 0.0046, Total iter time: 4.6376 [2020-11-08 06:23:05,209][root][INFO] - ===> Epoch[1141](1141/1): Loss -0.8222, Sem 0.0379, dir -0.9868, norm 0.1267, swav 0.0000 LR: 7.921e-02 Score 98.648 Data time: 0.1868, Forward time: 2.2694, Backward time: 2.4396, DDP time: 0.0046, Total iter time: 4.9170 [2020-11-08 06:23:10,262][root][INFO] - ===> Epoch[1142](1142/1): Loss -0.8250, Sem 0.0386, dir -0.9861, norm 0.1224, swav 0.0000 LR: 7.919e-02 Score 98.583 Data time: 0.1862, Forward time: 2.2690, Backward time: 2.4399, DDP time: 0.0046, Total iter time: 4.9466 [2020-11-08 06:23:15,408][root][INFO] - ===> Epoch[1143](1143/1): Loss -0.8022, Sem 0.0355, dir -0.9822, norm 0.1445, swav 0.0000 LR: 7.917e-02 Score 98.707 Data time: 0.2339, Forward time: 2.2692, Backward time: 2.4398, DDP time: 0.0046, Total iter time: 5.0371 [2020-11-08 06:23:20,610][root][INFO] - ===> Epoch[1144](1144/1): Loss -0.8049, Sem 0.0342, dir -0.9822, norm 0.1431, swav 0.0000 LR: 7.915e-02 Score 98.752 Data time: 0.2033, Forward time: 2.2691, Backward time: 2.4400, DDP time: 0.0046, Total iter time: 5.0760 [2020-11-08 06:23:25,721][root][INFO] - ===> Epoch[1145](1145/1): Loss -0.8332, Sem 0.0372, dir -0.9870, norm 0.1166, swav 0.0000 LR: 7.914e-02 Score 98.651 Data time: 0.2014, Forward time: 2.2690, Backward time: 2.4401, DDP time: 0.0046, Total iter time: 4.9841 [2020-11-08 06:23:30,705][root][INFO] - ===> Epoch[1146](1146/1): Loss -0.8115, Sem 0.0387, dir -0.9852, norm 0.1350, swav 0.0000 LR: 7.912e-02 Score 98.581 Data time: 0.2279, Forward time: 2.2690, Backward time: 2.4400, DDP time: 0.0046, Total iter time: 4.8742 [2020-11-08 06:23:36,048][root][INFO] - ===> Epoch[1147](1147/1): Loss -0.7877, Sem 0.0359, dir -0.9772, norm 0.1537, swav 0.0000 LR: 7.910e-02 Score 98.699 Data time: 0.2154, Forward time: 2.2690, Backward time: 2.4402, DDP time: 0.0046, Total iter time: 5.2160 [2020-11-08 06:23:40,767][root][INFO] - ===> Epoch[1148](1148/1): Loss -0.8203, Sem 0.0387, dir -0.9849, norm 0.1259, swav 0.0000 LR: 7.908e-02 Score 98.588 Data time: 0.1869, Forward time: 2.2689, Backward time: 2.4400, DDP time: 0.0046, Total iter time: 4.5943 [2020-11-08 06:23:46,043][root][INFO] - ===> Epoch[1149](1149/1): Loss -0.8209, Sem 0.0357, dir -0.9868, norm 0.1302, swav 0.0000 LR: 7.906e-02 Score 98.702 Data time: 0.1849, Forward time: 2.2686, Backward time: 2.4404, DDP time: 0.0046, Total iter time: 5.1765 [2020-11-08 06:23:51,674][root][INFO] - ===> Epoch[1150](1150/1): Loss -0.8007, Sem 0.0364, dir -0.9821, norm 0.1449, swav 0.0000 LR: 7.904e-02 Score 98.675 Data time: 0.2001, Forward time: 2.2684, Backward time: 2.4411, DDP time: 0.0046, Total iter time: 5.5425 [2020-11-08 06:23:57,266][root][INFO] - ===> Epoch[1151](1151/1): Loss -0.8063, Sem 0.0378, dir -0.9844, norm 0.1403, swav 0.0000 LR: 7.902e-02 Score 98.623 Data time: 0.2313, Forward time: 2.2686, Backward time: 2.4414, DDP time: 0.0046, Total iter time: 5.4818 [2020-11-08 06:24:02,386][root][INFO] - ===> Epoch[1152](1152/1): Loss -0.8190, Sem 0.0365, dir -0.9847, norm 0.1291, swav 0.0000 LR: 7.901e-02 Score 98.683 Data time: 0.2246, Forward time: 2.2687, Backward time: 2.4413, DDP time: 0.0046, Total iter time: 5.0033 [2020-11-08 06:24:07,480][root][INFO] - ===> Epoch[1153](1153/1): Loss -0.8043, Sem 0.0355, dir -0.9843, norm 0.1445, swav 0.0000 LR: 7.899e-02 Score 98.696 Data time: 0.2068, Forward time: 2.2687, Backward time: 2.4413, DDP time: 0.0046, Total iter time: 4.9560 [2020-11-08 06:24:12,286][root][INFO] - ===> Epoch[1154](1154/1): Loss -0.7946, Sem 0.0367, dir -0.9827, norm 0.1514, swav 0.0000 LR: 7.897e-02 Score 98.651 Data time: 0.1836, Forward time: 2.2686, Backward time: 2.4412, DDP time: 0.0046, Total iter time: 4.7032 [2020-11-08 06:24:17,690][root][INFO] - ===> Epoch[1155](1155/1): Loss -0.8132, Sem 0.0362, dir -0.9827, norm 0.1333, swav 0.0000 LR: 7.895e-02 Score 98.679 Data time: 0.2220, Forward time: 2.2687, Backward time: 2.4414, DDP time: 0.0046, Total iter time: 5.3050 [2020-11-08 06:24:22,946][root][INFO] - ===> Epoch[1156](1156/1): Loss -0.8170, Sem 0.0376, dir -0.9849, norm 0.1303, swav 0.0000 LR: 7.893e-02 Score 98.635 Data time: 0.2022, Forward time: 2.2686, Backward time: 2.4416, DDP time: 0.0046, Total iter time: 5.1321 [2020-11-08 06:24:28,005][root][INFO] - ===> Epoch[1157](1157/1): Loss -0.8122, Sem 0.0364, dir -0.9827, norm 0.1341, swav 0.0000 LR: 7.891e-02 Score 98.663 Data time: 0.2454, Forward time: 2.2688, Backward time: 2.4413, DDP time: 0.0046, Total iter time: 4.9448 [2020-11-08 06:24:33,401][root][INFO] - ===> Epoch[1158](1158/1): Loss -0.8170, Sem 0.0379, dir -0.9864, norm 0.1314, swav 0.0000 LR: 7.890e-02 Score 98.612 Data time: 0.1972, Forward time: 2.2687, Backward time: 2.4417, DDP time: 0.0046, Total iter time: 5.2728 [2020-11-08 06:24:38,415][root][INFO] - ===> Epoch[1159](1159/1): Loss -0.8235, Sem 0.0362, dir -0.9863, norm 0.1266, swav 0.0000 LR: 7.888e-02 Score 98.662 Data time: 0.2292, Forward time: 2.2689, Backward time: 2.4415, DDP time: 0.0046, Total iter time: 4.8799 [2020-11-08 06:24:43,267][root][INFO] - ===> Epoch[1160](1160/1): Loss -0.8068, Sem 0.0341, dir -0.9817, norm 0.1408, swav 0.0000 LR: 7.886e-02 Score 98.744 Data time: 0.1809, Forward time: 2.2686, Backward time: 2.4416, DDP time: 0.0046, Total iter time: 4.7198 [2020-11-08 06:24:47,938][root][INFO] - ===> Epoch[1161](1161/1): Loss -0.7988, Sem 0.0382, dir -0.9809, norm 0.1439, swav 0.0000 LR: 7.884e-02 Score 98.614 Data time: 0.2183, Forward time: 2.2686, Backward time: 2.4412, DDP time: 0.0046, Total iter time: 4.5478 [2020-11-08 06:24:52,709][root][INFO] - ===> Epoch[1162](1162/1): Loss -0.8301, Sem 0.0366, dir -0.9876, norm 0.1209, swav 0.0000 LR: 7.882e-02 Score 98.639 Data time: 0.1964, Forward time: 2.2685, Backward time: 2.4410, DDP time: 0.0046, Total iter time: 4.6560 [2020-11-08 06:24:57,731][root][INFO] - ===> Epoch[1163](1163/1): Loss -0.8175, Sem 0.0370, dir -0.9855, norm 0.1310, swav 0.0000 LR: 7.880e-02 Score 98.667 Data time: 0.2092, Forward time: 2.2685, Backward time: 2.4410, DDP time: 0.0046, Total iter time: 4.9049 [2020-11-08 06:25:02,845][root][INFO] - ===> Epoch[1164](1164/1): Loss -0.7813, Sem 0.0367, dir -0.9765, norm 0.1586, swav 0.0000 LR: 7.878e-02 Score 98.667 Data time: 0.2344, Forward time: 2.2688, Backward time: 2.4407, DDP time: 0.0046, Total iter time: 4.9753 [2020-11-08 06:25:08,025][root][INFO] - ===> Epoch[1165](1165/1): Loss -0.8187, Sem 0.0359, dir -0.9854, norm 0.1308, swav 0.0000 LR: 7.877e-02 Score 98.682 Data time: 0.2023, Forward time: 2.2688, Backward time: 2.4408, DDP time: 0.0046, Total iter time: 5.0585 [2020-11-08 06:25:13,598][root][INFO] - ===> Epoch[1166](1166/1): Loss -0.8292, Sem 0.0347, dir -0.9869, norm 0.1230, swav 0.0000 LR: 7.875e-02 Score 98.725 Data time: 0.2617, Forward time: 2.2693, Backward time: 2.4407, DDP time: 0.0046, Total iter time: 5.4569 [2020-11-08 06:25:18,953][root][INFO] - ===> Epoch[1167](1167/1): Loss -0.8174, Sem 0.0346, dir -0.9838, norm 0.1319, swav 0.0000 LR: 7.873e-02 Score 98.711 Data time: 0.1909, Forward time: 2.2691, Backward time: 2.4411, DDP time: 0.0046, Total iter time: 5.2253 [2020-11-08 06:25:23,673][root][INFO] - ===> Epoch[1168](1168/1): Loss -0.8203, Sem 0.0352, dir -0.9855, norm 0.1300, swav 0.0000 LR: 7.871e-02 Score 98.694 Data time: 0.2254, Forward time: 2.2691, Backward time: 2.4408, DDP time: 0.0046, Total iter time: 4.6023 [2020-11-08 06:25:28,488][root][INFO] - ===> Epoch[1169](1169/1): Loss -0.8235, Sem 0.0366, dir -0.9836, norm 0.1235, swav 0.0000 LR: 7.869e-02 Score 98.665 Data time: 0.1998, Forward time: 2.2689, Backward time: 2.4407, DDP time: 0.0046, Total iter time: 4.6878 [2020-11-08 06:25:33,408][root][INFO] - ===> Epoch[1170](1170/1): Loss -0.8227, Sem 0.0353, dir -0.9860, norm 0.1280, swav 0.0000 LR: 7.867e-02 Score 98.706 Data time: 0.2167, Forward time: 2.2688, Backward time: 2.4407, DDP time: 0.0046, Total iter time: 4.8036 [2020-11-08 06:25:39,224][root][INFO] - ===> Epoch[1171](1171/1): Loss -0.8200, Sem 0.0360, dir -0.9832, norm 0.1271, swav 0.0000 LR: 7.866e-02 Score 98.671 Data time: 0.2777, Forward time: 2.2694, Backward time: 2.4407, DDP time: 0.0046, Total iter time: 5.6926 [2020-11-08 06:25:43,979][root][INFO] - ===> Epoch[1172](1172/1): Loss -0.8317, Sem 0.0342, dir -0.9864, norm 0.1206, swav 0.0000 LR: 7.864e-02 Score 98.752 Data time: 0.1706, Forward time: 2.2690, Backward time: 2.4407, DDP time: 0.0046, Total iter time: 4.6229 [2020-11-08 06:25:48,739][root][INFO] - ===> Epoch[1173](1173/1): Loss -0.8185, Sem 0.0343, dir -0.9852, norm 0.1324, swav 0.0000 LR: 7.862e-02 Score 98.739 Data time: 0.1955, Forward time: 2.2687, Backward time: 2.4407, DDP time: 0.0046, Total iter time: 4.6397 [2020-11-08 06:25:53,811][root][INFO] - ===> Epoch[1174](1174/1): Loss -0.8226, Sem 0.0333, dir -0.9862, norm 0.1302, swav 0.0000 LR: 7.860e-02 Score 98.771 Data time: 0.1939, Forward time: 2.2685, Backward time: 2.4410, DDP time: 0.0046, Total iter time: 4.9504 [2020-11-08 06:25:58,643][root][INFO] - ===> Epoch[1175](1175/1): Loss -0.8396, Sem 0.0339, dir -0.9882, norm 0.1147, swav 0.0000 LR: 7.858e-02 Score 98.749 Data time: 0.2094, Forward time: 2.2684, Backward time: 2.4408, DDP time: 0.0046, Total iter time: 4.7025 [2020-11-08 06:26:03,218][root][INFO] - ===> Epoch[1176](1176/1): Loss -0.8318, Sem 0.0366, dir -0.9873, norm 0.1188, swav 0.0000 LR: 7.856e-02 Score 98.667 Data time: 0.1712, Forward time: 2.2681, Backward time: 2.4408, DDP time: 0.0046, Total iter time: 4.4451 [2020-11-08 06:26:08,180][root][INFO] - ===> Epoch[1177](1177/1): Loss -0.8336, Sem 0.0330, dir -0.9864, norm 0.1197, swav 0.0000 LR: 7.854e-02 Score 98.773 Data time: 0.2029, Forward time: 2.2680, Backward time: 2.4408, DDP time: 0.0046, Total iter time: 4.8600 [2020-11-08 06:26:12,868][root][INFO] - ===> Epoch[1178](1178/1): Loss -0.7922, Sem 0.0362, dir -0.9807, norm 0.1523, swav 0.0000 LR: 7.853e-02 Score 98.665 Data time: 0.2112, Forward time: 2.2678, Backward time: 2.4406, DDP time: 0.0046, Total iter time: 4.5703 [2020-11-08 06:26:18,016][root][INFO] - ===> Epoch[1179](1179/1): Loss -0.8236, Sem 0.0340, dir -0.9858, norm 0.1282, swav 0.0000 LR: 7.851e-02 Score 98.753 Data time: 0.2423, Forward time: 2.2682, Backward time: 2.4403, DDP time: 0.0046, Total iter time: 5.0430 [2020-11-08 06:26:22,808][root][INFO] - ===> Epoch[1180](1180/1): Loss -0.8328, Sem 0.0335, dir -0.9891, norm 0.1229, swav 0.0000 LR: 7.849e-02 Score 98.748 Data time: 0.2132, Forward time: 2.2682, Backward time: 2.4400, DDP time: 0.0046, Total iter time: 4.6341 [2020-11-08 06:26:27,590][root][INFO] - ===> Epoch[1181](1181/1): Loss -0.8332, Sem 0.0355, dir -0.9874, norm 0.1187, swav 0.0000 LR: 7.847e-02 Score 98.695 Data time: 0.1670, Forward time: 2.2678, Backward time: 2.4402, DDP time: 0.0046, Total iter time: 4.6527 [2020-11-08 06:26:32,705][root][INFO] - ===> Epoch[1182](1182/1): Loss -0.8209, Sem 0.0325, dir -0.9853, norm 0.1319, swav 0.0000 LR: 7.845e-02 Score 98.798 Data time: 0.1919, Forward time: 2.2676, Backward time: 2.4404, DDP time: 0.0046, Total iter time: 5.0216 [2020-11-08 06:26:37,332][root][INFO] - ===> Epoch[1183](1183/1): Loss -0.8289, Sem 0.0350, dir -0.9865, norm 0.1226, swav 0.0000 LR: 7.843e-02 Score 98.724 Data time: 0.2083, Forward time: 2.2676, Backward time: 2.4401, DDP time: 0.0046, Total iter time: 4.5146 [2020-11-08 06:26:42,795][root][INFO] - ===> Epoch[1184](1184/1): Loss -0.8301, Sem 0.0355, dir -0.9881, norm 0.1225, swav 0.0000 LR: 7.841e-02 Score 98.683 Data time: 0.1843, Forward time: 2.2673, Backward time: 2.4407, DDP time: 0.0046, Total iter time: 5.3397 [2020-11-08 06:26:48,164][root][INFO] - ===> Epoch[1185](1185/1): Loss -0.8315, Sem 0.0360, dir -0.9878, norm 0.1203, swav 0.0000 LR: 7.840e-02 Score 98.672 Data time: 0.2295, Forward time: 2.2674, Backward time: 2.4408, DDP time: 0.0046, Total iter time: 5.2754 [2020-11-08 06:26:52,516][root][INFO] - ===> Epoch[1186](1186/1): Loss -0.8329, Sem 0.0365, dir -0.9870, norm 0.1176, swav 0.0000 LR: 7.838e-02 Score 98.672 Data time: 0.2052, Forward time: 2.2673, Backward time: 2.4403, DDP time: 0.0046, Total iter time: 4.2248 [2020-11-08 06:26:57,202][root][INFO] - ===> Epoch[1187](1187/1): Loss -0.8424, Sem 0.0339, dir -0.9885, norm 0.1123, swav 0.0000 LR: 7.836e-02 Score 98.762 Data time: 0.2261, Forward time: 2.2674, Backward time: 2.4398, DDP time: 0.0046, Total iter time: 4.5776 [2020-11-08 06:27:02,325][root][INFO] - ===> Epoch[1188](1188/1): Loss -0.8328, Sem 0.0354, dir -0.9886, norm 0.1204, swav 0.0000 LR: 7.834e-02 Score 98.707 Data time: 0.2244, Forward time: 2.2676, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 4.9942 [2020-11-08 06:27:07,452][root][INFO] - ===> Epoch[1189](1189/1): Loss -0.8377, Sem 0.0365, dir -0.9883, norm 0.1141, swav 0.0000 LR: 7.832e-02 Score 98.659 Data time: 0.2139, Forward time: 2.2676, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 5.0182 [2020-11-08 06:27:12,608][root][INFO] - ===> Epoch[1190](1190/1): Loss -0.8331, Sem 0.0347, dir -0.9872, norm 0.1194, swav 0.0000 LR: 7.830e-02 Score 98.720 Data time: 0.2185, Forward time: 2.2677, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 5.0554 [2020-11-08 06:27:17,719][root][INFO] - ===> Epoch[1191](1191/1): Loss -0.8186, Sem 0.0344, dir -0.9841, norm 0.1311, swav 0.0000 LR: 7.829e-02 Score 98.735 Data time: 0.2656, Forward time: 2.2680, Backward time: 2.4394, DDP time: 0.0046, Total iter time: 4.9922 [2020-11-08 06:27:23,033][root][INFO] - ===> Epoch[1192](1192/1): Loss -0.8199, Sem 0.0327, dir -0.9859, norm 0.1333, swav 0.0000 LR: 7.827e-02 Score 98.796 Data time: 0.2375, Forward time: 2.2683, Backward time: 2.4393, DDP time: 0.0046, Total iter time: 5.1814 [2020-11-08 06:27:28,220][root][INFO] - ===> Epoch[1193](1193/1): Loss -0.8184, Sem 0.0376, dir -0.9851, norm 0.1291, swav 0.0000 LR: 7.825e-02 Score 98.630 Data time: 0.2106, Forward time: 2.2683, Backward time: 2.4394, DDP time: 0.0046, Total iter time: 5.0596 [2020-11-08 06:27:33,275][root][INFO] - ===> Epoch[1194](1194/1): Loss -0.8380, Sem 0.0353, dir -0.9879, norm 0.1146, swav 0.0000 LR: 7.823e-02 Score 98.705 Data time: 0.2168, Forward time: 2.2684, Backward time: 2.4392, DDP time: 0.0046, Total iter time: 4.9420 [2020-11-08 06:27:38,984][root][INFO] - ===> Epoch[1195](1195/1): Loss -0.8389, Sem 0.0345, dir -0.9871, norm 0.1136, swav 0.0000 LR: 7.821e-02 Score 98.719 Data time: 0.1886, Forward time: 2.2682, Backward time: 2.4400, DDP time: 0.0046, Total iter time: 5.5849 [2020-11-08 06:27:43,885][root][INFO] - ===> Epoch[1196](1196/1): Loss -0.8132, Sem 0.0366, dir -0.9830, norm 0.1332, swav 0.0000 LR: 7.819e-02 Score 98.642 Data time: 0.2405, Forward time: 2.2684, Backward time: 2.4396, DDP time: 0.0046, Total iter time: 4.8118 [2020-11-08 06:27:48,491][root][INFO] - ===> Epoch[1197](1197/1): Loss -0.8039, Sem 0.0361, dir -0.9820, norm 0.1420, swav 0.0000 LR: 7.817e-02 Score 98.665 Data time: 0.2205, Forward time: 2.2684, Backward time: 2.4392, DDP time: 0.0046, Total iter time: 4.4752 [2020-11-08 06:27:53,396][root][INFO] - ===> Epoch[1198](1198/1): Loss -0.8254, Sem 0.0354, dir -0.9860, norm 0.1253, swav 0.0000 LR: 7.816e-02 Score 98.715 Data time: 0.2510, Forward time: 2.2684, Backward time: 2.4391, DDP time: 0.0046, Total iter time: 4.7828 [2020-11-08 06:27:58,349][root][INFO] - ===> Epoch[1199](1199/1): Loss -0.8325, Sem 0.0339, dir -0.9860, norm 0.1196, swav 0.0000 LR: 7.814e-02 Score 98.749 Data time: 0.2458, Forward time: 2.2686, Backward time: 2.4387, DDP time: 0.0046, Total iter time: 4.8384 [2020-11-08 06:28:03,400][root][INFO] - ===> Epoch[1200](1200/1): Loss -0.8015, Sem 0.0364, dir -0.9822, norm 0.1443, swav 0.0000 LR: 7.812e-02 Score 98.678 Data time: 0.1965, Forward time: 2.2685, Backward time: 2.4389, DDP time: 0.0046, Total iter time: 4.9314 [2020-11-08 06:28:08,280][root][INFO] - ===> Epoch[1201](1201/1): Loss -0.8123, Sem 0.0345, dir -0.9828, norm 0.1360, swav 0.0000 LR: 7.810e-02 Score 98.717 Data time: 0.1974, Forward time: 2.2683, Backward time: 2.4389, DDP time: 0.0046, Total iter time: 4.7703 [2020-11-08 06:28:13,635][root][INFO] - ===> Epoch[1202](1202/1): Loss -0.8352, Sem 0.0356, dir -0.9879, norm 0.1171, swav 0.0000 LR: 7.808e-02 Score 98.687 Data time: 0.2162, Forward time: 2.2684, Backward time: 2.4390, DDP time: 0.0046, Total iter time: 5.2672 [2020-11-08 06:28:18,837][root][INFO] - ===> Epoch[1203](1203/1): Loss -0.8266, Sem 0.0348, dir -0.9873, norm 0.1259, swav 0.0000 LR: 7.806e-02 Score 98.706 Data time: 0.1982, Forward time: 2.2682, Backward time: 2.4393, DDP time: 0.0046, Total iter time: 5.0735 [2020-11-08 06:28:23,710][root][INFO] - ===> Epoch[1204](1204/1): Loss -0.8241, Sem 0.0341, dir -0.9861, norm 0.1278, swav 0.0000 LR: 7.805e-02 Score 98.730 Data time: 0.2384, Forward time: 2.2685, Backward time: 2.4389, DDP time: 0.0046, Total iter time: 4.7782 [2020-11-08 06:28:28,136][root][INFO] - ===> Epoch[1205](1205/1): Loss -0.7917, Sem 0.0364, dir -0.9790, norm 0.1509, swav 0.0000 LR: 7.803e-02 Score 98.667 Data time: 0.2216, Forward time: 2.2684, Backward time: 2.4384, DDP time: 0.0046, Total iter time: 4.3134 [2020-11-08 06:28:33,470][root][INFO] - ===> Epoch[1206](1206/1): Loss -0.8091, Sem 0.0383, dir -0.9839, norm 0.1365, swav 0.0000 LR: 7.801e-02 Score 98.609 Data time: 0.2577, Forward time: 2.2687, Backward time: 2.4383, DDP time: 0.0046, Total iter time: 5.2319 [2020-11-08 06:28:39,447][root][INFO] - ===> Epoch[1207](1207/1): Loss -0.8295, Sem 0.0354, dir -0.9872, norm 0.1223, swav 0.0000 LR: 7.799e-02 Score 98.723 Data time: 0.1901, Forward time: 2.2685, Backward time: 2.4392, DDP time: 0.0046, Total iter time: 5.8458 [2020-11-08 06:28:45,099][root][INFO] - ===> Epoch[1208](1208/1): Loss -0.8178, Sem 0.0340, dir -0.9826, norm 0.1309, swav 0.0000 LR: 7.797e-02 Score 98.748 Data time: 0.2051, Forward time: 2.2684, Backward time: 2.4398, DDP time: 0.0046, Total iter time: 5.5520 [2020-11-08 06:28:49,804][root][INFO] - ===> Epoch[1209](1209/1): Loss -0.8224, Sem 0.0368, dir -0.9869, norm 0.1278, swav 0.0000 LR: 7.795e-02 Score 98.651 Data time: 0.2298, Forward time: 2.2685, Backward time: 2.4394, DDP time: 0.0046, Total iter time: 4.5817 [2020-11-08 06:28:54,488][root][INFO] - ===> Epoch[1210](1210/1): Loss -0.8030, Sem 0.0361, dir -0.9845, norm 0.1454, swav 0.0000 LR: 7.793e-02 Score 98.677 Data time: 0.1940, Forward time: 2.2683, Backward time: 2.4392, DDP time: 0.0046, Total iter time: 4.5513 [2020-11-08 06:28:59,573][root][INFO] - ===> Epoch[1211](1211/1): Loss -0.7996, Sem 0.0351, dir -0.9803, norm 0.1456, swav 0.0000 LR: 7.792e-02 Score 98.712 Data time: 0.2319, Forward time: 2.2686, Backward time: 2.4390, DDP time: 0.0046, Total iter time: 4.9793 [2020-11-08 06:29:04,801][root][INFO] - ===> Epoch[1212](1212/1): Loss -0.8475, Sem 0.0323, dir -0.9881, norm 0.1082, swav 0.0000 LR: 7.790e-02 Score 98.824 Data time: 0.1872, Forward time: 2.2682, Backward time: 2.4394, DDP time: 0.0046, Total iter time: 5.0957 [2020-11-08 06:29:09,392][root][INFO] - ===> Epoch[1213](1213/1): Loss -0.8338, Sem 0.0357, dir -0.9873, norm 0.1179, swav 0.0000 LR: 7.788e-02 Score 98.687 Data time: 0.2017, Forward time: 2.2682, Backward time: 2.4391, DDP time: 0.0046, Total iter time: 4.4961 [2020-11-08 06:29:13,890][root][INFO] - ===> Epoch[1214](1214/1): Loss -0.8062, Sem 0.0351, dir -0.9820, norm 0.1407, swav 0.0000 LR: 7.786e-02 Score 98.721 Data time: 0.1924, Forward time: 2.2680, Backward time: 2.4388, DDP time: 0.0046, Total iter time: 4.3758 [2020-11-08 06:29:19,131][root][INFO] - ===> Epoch[1215](1215/1): Loss -0.8175, Sem 0.0342, dir -0.9822, norm 0.1305, swav 0.0000 LR: 7.784e-02 Score 98.737 Data time: 0.1742, Forward time: 2.2677, Backward time: 2.4392, DDP time: 0.0046, Total iter time: 5.1392 [2020-11-08 06:29:24,220][root][INFO] - ===> Epoch[1216](1216/1): Loss -0.8114, Sem 0.0342, dir -0.9844, norm 0.1388, swav 0.0000 LR: 7.782e-02 Score 98.740 Data time: 0.1857, Forward time: 2.2674, Backward time: 2.4395, DDP time: 0.0046, Total iter time: 4.9810 [2020-11-08 06:29:29,901][root][INFO] - ===> Epoch[1217](1217/1): Loss -0.8015, Sem 0.0347, dir -0.9812, norm 0.1450, swav 0.0000 LR: 7.780e-02 Score 98.718 Data time: 0.2224, Forward time: 2.2672, Backward time: 2.4402, DDP time: 0.0046, Total iter time: 5.5877 [2020-11-08 06:29:34,936][root][INFO] - ===> Epoch[1218](1218/1): Loss -0.8193, Sem 0.0361, dir -0.9842, norm 0.1288, swav 0.0000 LR: 7.779e-02 Score 98.685 Data time: 0.2541, Forward time: 2.2675, Backward time: 2.4399, DDP time: 0.0046, Total iter time: 4.9246 [2020-11-08 06:29:39,854][root][INFO] - ===> Epoch[1219](1219/1): Loss -0.8240, Sem 0.0336, dir -0.9836, norm 0.1260, swav 0.0000 LR: 7.777e-02 Score 98.762 Data time: 0.2429, Forward time: 2.2677, Backward time: 2.4395, DDP time: 0.0046, Total iter time: 4.7919 [2020-11-08 06:29:45,722][root][INFO] - ===> Epoch[1220](1220/1): Loss -0.8086, Sem 0.0353, dir -0.9828, norm 0.1388, swav 0.0000 LR: 7.775e-02 Score 98.699 Data time: 0.2477, Forward time: 2.2681, Backward time: 2.4398, DDP time: 0.0046, Total iter time: 5.7536 [2020-11-08 06:29:51,198][root][INFO] - ===> Epoch[1221](1221/1): Loss -0.8129, Sem 0.0354, dir -0.9834, norm 0.1351, swav 0.0000 LR: 7.773e-02 Score 98.694 Data time: 0.2140, Forward time: 2.2680, Backward time: 2.4401, DDP time: 0.0046, Total iter time: 5.3441 [2020-11-08 06:29:56,128][root][INFO] - ===> Epoch[1222](1222/1): Loss -0.8385, Sem 0.0332, dir -0.9885, norm 0.1168, swav 0.0000 LR: 7.771e-02 Score 98.770 Data time: 0.2203, Forward time: 2.2680, Backward time: 2.4400, DDP time: 0.0046, Total iter time: 4.8118 [2020-11-08 06:30:01,277][root][INFO] - ===> Epoch[1223](1223/1): Loss -0.8332, Sem 0.0357, dir -0.9871, norm 0.1182, swav 0.0000 LR: 7.769e-02 Score 98.682 Data time: 0.2252, Forward time: 2.2680, Backward time: 2.4401, DDP time: 0.0046, Total iter time: 5.0163 [2020-11-08 06:30:06,231][root][INFO] - ===> Epoch[1224](1224/1): Loss -0.8014, Sem 0.0332, dir -0.9838, norm 0.1493, swav 0.0000 LR: 7.767e-02 Score 98.765 Data time: 0.2341, Forward time: 2.2682, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 4.8323 [2020-11-08 06:30:11,549][root][INFO] - ===> Epoch[1225](1225/1): Loss -0.7982, Sem 0.0355, dir -0.9818, norm 0.1480, swav 0.0000 LR: 7.766e-02 Score 98.703 Data time: 0.2223, Forward time: 2.2683, Backward time: 2.4398, DDP time: 0.0046, Total iter time: 5.1835 [2020-11-08 06:30:16,777][root][INFO] - ===> Epoch[1226](1226/1): Loss -0.8353, Sem 0.0339, dir -0.9870, norm 0.1178, swav 0.0000 LR: 7.764e-02 Score 98.755 Data time: 0.2149, Forward time: 2.2682, Backward time: 2.4400, DDP time: 0.0046, Total iter time: 5.0979 [2020-11-08 06:30:22,451][root][INFO] - ===> Epoch[1227](1227/1): Loss -0.8203, Sem 0.0341, dir -0.9848, norm 0.1304, swav 0.0000 LR: 7.762e-02 Score 98.737 Data time: 0.2289, Forward time: 2.2682, Backward time: 2.4405, DDP time: 0.0046, Total iter time: 5.5472 [2020-11-08 06:30:27,570][root][INFO] - ===> Epoch[1228](1228/1): Loss -0.7994, Sem 0.0355, dir -0.9800, norm 0.1452, swav 0.0000 LR: 7.760e-02 Score 98.691 Data time: 0.2161, Forward time: 2.2682, Backward time: 2.4405, DDP time: 0.0046, Total iter time: 5.0086 [2020-11-08 06:30:32,999][root][INFO] - ===> Epoch[1229](1229/1): Loss -0.8301, Sem 0.0353, dir -0.9877, norm 0.1223, swav 0.0000 LR: 7.758e-02 Score 98.674 Data time: 0.2116, Forward time: 2.2682, Backward time: 2.4408, DDP time: 0.0046, Total iter time: 5.2874 [2020-11-08 06:30:37,912][root][INFO] - ===> Epoch[1230](1230/1): Loss -0.8201, Sem 0.0350, dir -0.9859, norm 0.1308, swav 0.0000 LR: 7.756e-02 Score 98.693 Data time: 0.2195, Forward time: 2.2683, Backward time: 2.4405, DDP time: 0.0046, Total iter time: 4.7990 [2020-11-08 06:30:42,734][root][INFO] - ===> Epoch[1231](1231/1): Loss -0.8035, Sem 0.0333, dir -0.9816, norm 0.1449, swav 0.0000 LR: 7.755e-02 Score 98.772 Data time: 0.2068, Forward time: 2.2682, Backward time: 2.4403, DDP time: 0.0046, Total iter time: 4.6934 [2020-11-08 06:30:48,124][root][INFO] - ===> Epoch[1232](1232/1): Loss -0.8245, Sem 0.0345, dir -0.9872, norm 0.1282, swav 0.0000 LR: 7.753e-02 Score 98.731 Data time: 0.1910, Forward time: 2.2680, Backward time: 2.4408, DDP time: 0.0046, Total iter time: 5.2718 [2020-11-08 06:30:53,452][root][INFO] - ===> Epoch[1233](1233/1): Loss -0.8073, Sem 0.0359, dir -0.9819, norm 0.1387, swav 0.0000 LR: 7.751e-02 Score 98.673 Data time: 0.2114, Forward time: 2.2679, Backward time: 2.4411, DDP time: 0.0046, Total iter time: 5.2218 [2020-11-08 06:30:57,941][root][INFO] - ===> Epoch[1234](1234/1): Loss -0.7935, Sem 0.0341, dir -0.9781, norm 0.1504, swav 0.0000 LR: 7.749e-02 Score 98.746 Data time: 0.2079, Forward time: 2.2679, Backward time: 2.4407, DDP time: 0.0046, Total iter time: 4.3719 [2020-11-08 06:31:02,853][root][INFO] - ===> Epoch[1235](1235/1): Loss -0.8165, Sem 0.0333, dir -0.9853, norm 0.1356, swav 0.0000 LR: 7.747e-02 Score 98.774 Data time: 0.2123, Forward time: 2.2679, Backward time: 2.4405, DDP time: 0.0046, Total iter time: 4.7951 [2020-11-08 06:31:07,538][root][INFO] - ===> Epoch[1236](1236/1): Loss -0.8076, Sem 0.0361, dir -0.9791, norm 0.1354, swav 0.0000 LR: 7.745e-02 Score 98.674 Data time: 0.2358, Forward time: 2.2680, Backward time: 2.4401, DDP time: 0.0046, Total iter time: 4.5499 [2020-11-08 06:31:12,831][root][INFO] - ===> Epoch[1237](1237/1): Loss -0.8199, Sem 0.0361, dir -0.9868, norm 0.1308, swav 0.0000 LR: 7.743e-02 Score 98.672 Data time: 0.2569, Forward time: 2.2684, Backward time: 2.4399, DDP time: 0.0046, Total iter time: 5.1630 [2020-11-08 06:31:17,881][root][INFO] - ===> Epoch[1238](1238/1): Loss -0.8134, Sem 0.0370, dir -0.9848, norm 0.1343, swav 0.0000 LR: 7.742e-02 Score 98.658 Data time: 0.2149, Forward time: 2.2684, Backward time: 2.4398, DDP time: 0.0046, Total iter time: 4.9359 [2020-11-08 06:31:22,800][root][INFO] - ===> Epoch[1239](1239/1): Loss -0.8003, Sem 0.0365, dir -0.9814, norm 0.1445, swav 0.0000 LR: 7.740e-02 Score 98.690 Data time: 0.2472, Forward time: 2.2685, Backward time: 2.4396, DDP time: 0.0046, Total iter time: 4.7900 [2020-11-08 06:31:27,339][root][INFO] - ===> Epoch[1240](1240/1): Loss -0.8268, Sem 0.0338, dir -0.9871, norm 0.1265, swav 0.0000 LR: 7.738e-02 Score 98.753 Data time: 0.1890, Forward time: 2.2683, Backward time: 2.4394, DDP time: 0.0046, Total iter time: 4.4369 [2020-11-08 06:31:32,329][root][INFO] - ===> Epoch[1241](1241/1): Loss -0.8103, Sem 0.0367, dir -0.9821, norm 0.1351, swav 0.0000 LR: 7.736e-02 Score 98.661 Data time: 0.2238, Forward time: 2.2684, Backward time: 2.4392, DDP time: 0.0046, Total iter time: 4.9190 [2020-11-08 06:31:37,002][root][INFO] - ===> Epoch[1242](1242/1): Loss -0.8165, Sem 0.0346, dir -0.9833, norm 0.1322, swav 0.0000 LR: 7.734e-02 Score 98.739 Data time: 0.2203, Forward time: 2.2685, Backward time: 2.4388, DDP time: 0.0046, Total iter time: 4.5429 [2020-11-08 06:31:41,638][root][INFO] - ===> Epoch[1243](1243/1): Loss -0.8392, Sem 0.0351, dir -0.9870, norm 0.1127, swav 0.0000 LR: 7.732e-02 Score 98.724 Data time: 0.2118, Forward time: 2.2685, Backward time: 2.4385, DDP time: 0.0046, Total iter time: 4.5235 [2020-11-08 06:31:46,339][root][INFO] - ===> Epoch[1244](1244/1): Loss -0.7861, Sem 0.0366, dir -0.9786, norm 0.1559, swav 0.0000 LR: 7.730e-02 Score 98.667 Data time: 0.1970, Forward time: 2.2683, Backward time: 2.4384, DDP time: 0.0046, Total iter time: 4.5990 [2020-11-08 06:31:51,721][root][INFO] - ===> Epoch[1245](1245/1): Loss -0.8059, Sem 0.0333, dir -0.9846, norm 0.1455, swav 0.0000 LR: 7.729e-02 Score 98.777 Data time: 0.2607, Forward time: 2.2687, Backward time: 2.4382, DDP time: 0.0046, Total iter time: 5.2711 [2020-11-08 06:31:57,478][root][INFO] - ===> Epoch[1246](1246/1): Loss -0.8251, Sem 0.0338, dir -0.9860, norm 0.1271, swav 0.0000 LR: 7.727e-02 Score 98.767 Data time: 0.2225, Forward time: 2.2687, Backward time: 2.4387, DDP time: 0.0046, Total iter time: 5.6196 [2020-11-08 06:32:03,520][root][INFO] - ===> Epoch[1247](1247/1): Loss -0.8232, Sem 0.0316, dir -0.9850, norm 0.1302, swav 0.0000 LR: 7.725e-02 Score 98.825 Data time: 0.1793, Forward time: 2.2684, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 5.9234 [2020-11-08 06:32:08,491][root][INFO] - ===> Epoch[1248](1248/1): Loss -0.8158, Sem 0.0359, dir -0.9835, norm 0.1318, swav 0.0000 LR: 7.723e-02 Score 98.658 Data time: 0.1758, Forward time: 2.2681, Backward time: 2.4400, DDP time: 0.0046, Total iter time: 4.8744 [2020-11-08 06:32:13,774][root][INFO] - ===> Epoch[1249](1249/1): Loss -0.8285, Sem 0.0354, dir -0.9871, norm 0.1232, swav 0.0000 LR: 7.721e-02 Score 98.684 Data time: 0.1858, Forward time: 2.2677, Backward time: 2.4405, DDP time: 0.0046, Total iter time: 5.2010 [2020-11-08 06:32:18,668][root][INFO] - ===> Epoch[1250](1250/1): Loss -0.8077, Sem 0.0377, dir -0.9843, norm 0.1389, swav 0.0000 LR: 7.719e-02 Score 98.645 Data time: 0.2415, Forward time: 2.2680, Backward time: 2.4401, DDP time: 0.0046, Total iter time: 4.7649 [2020-11-08 06:32:23,527][root][INFO] - ===> Epoch[1251](1251/1): Loss -0.7883, Sem 0.0340, dir -0.9787, norm 0.1564, swav 0.0000 LR: 7.718e-02 Score 98.762 Data time: 0.2195, Forward time: 2.2682, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 4.7274 [2020-11-08 06:32:28,284][root][INFO] - ===> Epoch[1252](1252/1): Loss -0.8123, Sem 0.0324, dir -0.9841, norm 0.1395, swav 0.0000 LR: 7.716e-02 Score 98.799 Data time: 0.2210, Forward time: 2.2682, Backward time: 2.4395, DDP time: 0.0046, Total iter time: 4.6309 [2020-11-08 06:32:33,404][root][INFO] - ===> Epoch[1253](1253/1): Loss -0.8342, Sem 0.0343, dir -0.9870, norm 0.1185, swav 0.0000 LR: 7.714e-02 Score 98.734 Data time: 0.1937, Forward time: 2.2680, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 4.9941 [2020-11-08 06:32:38,496][root][INFO] - ===> Epoch[1254](1254/1): Loss -0.7908, Sem 0.0362, dir -0.9803, norm 0.1533, swav 0.0000 LR: 7.712e-02 Score 98.682 Data time: 0.1653, Forward time: 2.2676, Backward time: 2.4401, DDP time: 0.0046, Total iter time: 4.9891 [2020-11-08 06:32:43,620][root][INFO] - ===> Epoch[1255](1255/1): Loss -0.8055, Sem 0.0345, dir -0.9833, norm 0.1433, swav 0.0000 LR: 7.710e-02 Score 98.725 Data time: 0.2310, Forward time: 2.2675, Backward time: 2.4402, DDP time: 0.0046, Total iter time: 5.0541 [2020-11-08 06:32:48,330][root][INFO] - ===> Epoch[1256](1256/1): Loss -0.8401, Sem 0.0344, dir -0.9880, norm 0.1134, swav 0.0000 LR: 7.708e-02 Score 98.764 Data time: 0.2241, Forward time: 2.2675, Backward time: 2.4399, DDP time: 0.0046, Total iter time: 4.5691 [2020-11-08 06:32:53,200][root][INFO] - ===> Epoch[1257](1257/1): Loss -0.8188, Sem 0.0350, dir -0.9843, norm 0.1305, swav 0.0000 LR: 7.706e-02 Score 98.720 Data time: 0.2229, Forward time: 2.2676, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 4.7349 [2020-11-08 06:32:58,413][root][INFO] - ===> Epoch[1258](1258/1): Loss -0.8262, Sem 0.0339, dir -0.9852, norm 0.1251, swav 0.0000 LR: 7.705e-02 Score 98.750 Data time: 0.2323, Forward time: 2.2676, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 5.0883 [2020-11-08 06:33:03,783][root][INFO] - ===> Epoch[1259](1259/1): Loss -0.8452, Sem 0.0327, dir -0.9889, norm 0.1111, swav 0.0000 LR: 7.703e-02 Score 98.785 Data time: 0.2265, Forward time: 2.2677, Backward time: 2.4399, DDP time: 0.0046, Total iter time: 5.2554 [2020-11-08 06:33:09,132][root][INFO] - ===> Epoch[1260](1260/1): Loss -0.8021, Sem 0.0339, dir -0.9814, norm 0.1454, swav 0.0000 LR: 7.701e-02 Score 98.745 Data time: 0.2651, Forward time: 2.2681, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 5.2346 [2020-11-08 06:33:13,902][root][INFO] - ===> Epoch[1261](1261/1): Loss -0.8185, Sem 0.0342, dir -0.9832, norm 0.1305, swav 0.0000 LR: 7.699e-02 Score 98.739 Data time: 0.2320, Forward time: 2.2681, Backward time: 2.4394, DDP time: 0.0046, Total iter time: 4.6336 [2020-11-08 06:33:18,777][root][INFO] - ===> Epoch[1262](1262/1): Loss -0.8309, Sem 0.0332, dir -0.9861, norm 0.1220, swav 0.0000 LR: 7.697e-02 Score 98.781 Data time: 0.2383, Forward time: 2.2683, Backward time: 2.4390, DDP time: 0.0046, Total iter time: 4.7423 [2020-11-08 06:33:23,716][root][INFO] - ===> Epoch[1263](1263/1): Loss -0.8226, Sem 0.0350, dir -0.9846, norm 0.1270, swav 0.0000 LR: 7.695e-02 Score 98.729 Data time: 0.1814, Forward time: 2.2680, Backward time: 2.4391, DDP time: 0.0046, Total iter time: 4.8004 [2020-11-08 06:33:28,388][root][INFO] - ===> Epoch[1264](1264/1): Loss -0.8309, Sem 0.0345, dir -0.9872, norm 0.1217, swav 0.0000 LR: 7.693e-02 Score 98.734 Data time: 0.2002, Forward time: 2.2680, Backward time: 2.4389, DDP time: 0.0046, Total iter time: 4.5856 [2020-11-08 06:33:33,723][root][INFO] - ===> Epoch[1265](1265/1): Loss -0.8309, Sem 0.0341, dir -0.9864, norm 0.1214, swav 0.0000 LR: 7.692e-02 Score 98.741 Data time: 0.2150, Forward time: 2.2680, Backward time: 2.4391, DDP time: 0.0046, Total iter time: 5.2009 [2020-11-08 06:33:39,297][root][INFO] - ===> Epoch[1266](1266/1): Loss -0.8081, Sem 0.0343, dir -0.9839, norm 0.1414, swav 0.0000 LR: 7.690e-02 Score 98.726 Data time: 0.2096, Forward time: 2.2680, Backward time: 2.4395, DDP time: 0.0046, Total iter time: 5.4508 [2020-11-08 06:33:44,167][root][INFO] - ===> Epoch[1267](1267/1): Loss -0.8173, Sem 0.0319, dir -0.9843, norm 0.1351, swav 0.0000 LR: 7.688e-02 Score 98.824 Data time: 0.2000, Forward time: 2.2678, Backward time: 2.4395, DDP time: 0.0046, Total iter time: 4.7574 [2020-11-08 06:33:48,834][root][INFO] - ===> Epoch[1268](1268/1): Loss -0.8287, Sem 0.0342, dir -0.9856, norm 0.1227, swav 0.0000 LR: 7.686e-02 Score 98.723 Data time: 0.2169, Forward time: 2.2679, Backward time: 2.4391, DDP time: 0.0046, Total iter time: 4.5642 [2020-11-08 06:33:54,049][root][INFO] - ===> Epoch[1269](1269/1): Loss -0.8041, Sem 0.0344, dir -0.9816, norm 0.1431, swav 0.0000 LR: 7.684e-02 Score 98.728 Data time: 0.1794, Forward time: 2.2675, Backward time: 2.4395, DDP time: 0.0046, Total iter time: 5.0773 [2020-11-08 06:33:59,227][root][INFO] - ===> Epoch[1270](1270/1): Loss -0.8265, Sem 0.0334, dir -0.9880, norm 0.1281, swav 0.0000 LR: 7.682e-02 Score 98.768 Data time: 0.2464, Forward time: 2.2678, Backward time: 2.4393, DDP time: 0.0046, Total iter time: 5.0998 [2020-11-08 06:34:04,467][root][INFO] - ===> Epoch[1271](1271/1): Loss -0.8173, Sem 0.0338, dir -0.9828, norm 0.1318, swav 0.0000 LR: 7.680e-02 Score 98.753 Data time: 0.2473, Forward time: 2.2681, Backward time: 2.4391, DDP time: 0.0046, Total iter time: 5.1159 [2020-11-08 06:34:09,993][root][INFO] - ===> Epoch[1272](1272/1): Loss -0.7752, Sem 0.0347, dir -0.9782, norm 0.1684, swav 0.0000 LR: 7.679e-02 Score 98.720 Data time: 0.1983, Forward time: 2.2679, Backward time: 2.4396, DDP time: 0.0046, Total iter time: 5.3923 [2020-11-08 06:34:15,596][root][INFO] - ===> Epoch[1273](1273/1): Loss -0.8306, Sem 0.0341, dir -0.9883, norm 0.1236, swav 0.0000 LR: 7.677e-02 Score 98.751 Data time: 0.2220, Forward time: 2.2680, Backward time: 2.4400, DDP time: 0.0046, Total iter time: 5.4781 [2020-11-08 06:34:20,442][root][INFO] - ===> Epoch[1274](1274/1): Loss -0.8127, Sem 0.0348, dir -0.9848, norm 0.1373, swav 0.0000 LR: 7.675e-02 Score 98.716 Data time: 0.2149, Forward time: 2.2679, Backward time: 2.4399, DDP time: 0.0046, Total iter time: 4.7260 [2020-11-08 06:34:25,290][root][INFO] - ===> Epoch[1275](1275/1): Loss -0.8306, Sem 0.0330, dir -0.9875, norm 0.1238, swav 0.0000 LR: 7.673e-02 Score 98.783 Data time: 0.2194, Forward time: 2.2679, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 4.7209 [2020-11-08 06:34:30,302][root][INFO] - ===> Epoch[1276](1276/1): Loss -0.8076, Sem 0.0358, dir -0.9825, norm 0.1391, swav 0.0000 LR: 7.671e-02 Score 98.705 Data time: 0.2368, Forward time: 2.2678, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 4.8856 [2020-11-08 06:34:35,565][root][INFO] - ===> Epoch[1277](1277/1): Loss -0.7919, Sem 0.0352, dir -0.9829, norm 0.1558, swav 0.0000 LR: 7.669e-02 Score 98.711 Data time: 0.2382, Forward time: 2.2679, Backward time: 2.4397, DDP time: 0.0046, Total iter time: 5.1479 [2020-11-08 06:34:40,693][root][INFO] - ===> Epoch[1278](1278/1): Loss -0.8224, Sem 0.0341, dir -0.9854, norm 0.1289, swav 0.0000 LR: 7.667e-02 Score 98.737 Data time: 0.2381, Forward time: 2.2682, Backward time: 2.4395, DDP time: 0.0046, Total iter time: 4.9963 [2020-11-08 06:34:46,246][root][INFO] - ===> Epoch[1279](1279/1): Loss -0.8236, Sem 0.0372, dir -0.9860, norm 0.1252, swav 0.0000 LR: 7.666e-02 Score 98.614 Data time: 0.2392, Forward time: 2.2685, Backward time: 2.4395, DDP time: 0.0046, Total iter time: 5.4260 [2020-11-08 06:34:51,082][root][INFO] - ===> Epoch[1280](1280/1): Loss -0.7965, Sem 0.0356, dir -0.9810, norm 0.1489, swav 0.0000 LR: 7.664e-02 Score 98.673 Data time: 0.1992, Forward time: 2.2683, Backward time: 2.4394, DDP time: 0.0046, Total iter time: 4.7224 [2020-11-08 06:34:55,762][root][INFO] - ===> Epoch[1281](1281/1): Loss -0.7981, Sem 0.0343, dir -0.9816, norm 0.1492, swav 0.0000 LR: 7.662e-02 Score 98.719 Data time: 0.2312, Forward time: 2.2683, Backward time: 2.4391, DDP time: 0.0046, Total iter time: 4.5578 [2020-11-08 06:35:00,601][root][INFO] - ===> Epoch[1282](1282/1): Loss -0.8356, Sem 0.0342, dir -0.9872, norm 0.1174, swav 0.0000 LR: 7.660e-02 Score 98.726 Data time: 0.2064, Forward time: 2.2682, Backward time: 2.4390, DDP time: 0.0046, Total iter time: 4.7106 [2020-11-08 06:35:05,611][root][INFO] - ===> Epoch[1283](1283/1): Loss -0.8305, Sem 0.0345, dir -0.9879, norm 0.1229, swav 0.0000 LR: 7.658e-02 Score 98.708 Data time: 0.1840, Forward time: 2.2679, Backward time: 2.4393, DDP time: 0.0046, Total iter time: 4.8822 [2020-11-08 06:35:11,149][root][INFO] - ===> Epoch[1284](1284/1): Loss -0.8104, Sem 0.0337, dir -0.9837, norm 0.1396, swav 0.0000 LR: 7.656e-02 Score 98.759 Data time: 0.2257, Forward time: 2.2680, Backward time: 2.4395, DDP time: 0.0046, Total iter time: 5.4377 [2020-11-08 06:35:16,032][root][INFO] - ===> Epoch[1285](1285/1): Loss -0.8039, Sem 0.0345, dir -0.9820, norm 0.1435, swav 0.0000 LR: 7.655e-02 Score 98.727 Data time: 0.2441, Forward time: 2.2683, Backward time: 2.4391, DDP time: 0.0046, Total iter time: 4.7480 [2020-11-08 06:35:20,918][root][INFO] - ===> Epoch[1286](1286/1): Loss -0.8225, Sem 0.0351, dir -0.9865, norm 0.1289, swav 0.0000 LR: 7.653e-02 Score 98.727 Data time: 0.2198, Forward time: 2.2684, Backward time: 2.4389, DDP time: 0.0046, Total iter time: 4.7564 [2020-11-08 06:35:25,705][root][INFO] - ===> Epoch[1287](1287/1): Loss -0.8482, Sem 0.0331, dir -0.9894, norm 0.1081, swav 0.0000 LR: 7.651e-02 Score 98.764 Data time: 0.2349, Forward time: 2.2684, Backward time: 2.4385, DDP time: 0.0046, Total iter time: 4.6620 [2020-11-08 06:35:30,589][root][INFO] - ===> Epoch[1288](1288/1): Loss -0.8113, Sem 0.0351, dir -0.9827, norm 0.1363, swav 0.0000 LR: 7.649e-02 Score 98.695 Data time: 0.2254, Forward time: 2.2686, Backward time: 2.4382, DDP time: 0.0046, Total iter time: 4.7752 [2020-11-08 06:35:35,993][root][INFO] - ===> Epoch[1289](1289/1): Loss -0.8041, Sem 0.0334, dir -0.9833, norm 0.1458, swav 0.0000 LR: 7.647e-02 Score 98.769 Data time: 0.1868, Forward time: 2.2684, Backward time: 2.4387, DDP time: 0.0046, Total iter time: 5.2728 [2020-11-08 06:35:41,050][root][INFO] - ===> Epoch[1290](1290/1): Loss -0.8173, Sem 0.0352, dir -0.9846, norm 0.1321, swav 0.0000 LR: 7.645e-02 Score 98.708 Data time: 0.2168, Forward time: 2.2685, Backward time: 2.4386, DDP time: 0.0046, Total iter time: 4.9494 [2020-11-08 06:35:46,074][root][INFO] - ===> Epoch[1291](1291/1): Loss -0.8356, Sem 0.0325, dir -0.9876, norm 0.1195, swav 0.0000 LR: 7.643e-02 Score 98.813 Data time: 0.2211, Forward time: 2.2685, Backward time: 2.4385, DDP time: 0.0046, Total iter time: 4.9082 [2020-11-08 06:35:50,820][root][INFO] - ===> Epoch[1292](1292/1): Loss -0.8319, Sem 0.0335, dir -0.9867, norm 0.1213, swav 0.0000 LR: 7.642e-02 Score 98.769 Data time: 0.2352, Forward time: 2.2686, Backward time: 2.4382, DDP time: 0.0046, Total iter time: 4.6229 [2020-11-08 06:35:55,443][root][INFO] - ===> Epoch[1293](1293/1): Loss -0.8277, Sem 0.0344, dir -0.9868, norm 0.1247, swav 0.0000 LR: 7.640e-02 Score 98.723 Data time: 0.2349, Forward time: 2.2686, Backward time: 2.4378, DDP time: 0.0046, Total iter time: 4.4876 [2020-11-08 06:36:00,360][root][INFO] - ===> Epoch[1294](1294/1): Loss -0.8131, Sem 0.0364, dir -0.9849, norm 0.1355, swav 0.0000 LR: 7.638e-02 Score 98.666 Data time: 0.2273, Forward time: 2.2686, Backward time: 2.4377, DDP time: 0.0046, Total iter time: 4.8170 [2020-11-08 06:36:06,170][root][INFO] - ===> Epoch[1295](1295/1): Loss -0.8184, Sem 0.0349, dir -0.9860, norm 0.1327, swav 0.0000 LR: 7.636e-02 Score 98.716 Data time: 0.2779, Forward time: 2.2692, Backward time: 2.4376, DDP time: 0.0046, Total iter time: 5.6907 [2020-11-08 06:36:11,160][root][INFO] - ===> Epoch[1296](1296/1): Loss -0.8284, Sem 0.0350, dir -0.9870, norm 0.1236, swav 0.0000 LR: 7.634e-02 Score 98.689 Data time: 0.1836, Forward time: 2.2690, Backward time: 2.4377, DDP time: 0.0046, Total iter time: 4.8651 [2020-11-08 06:36:16,678][root][INFO] - ===> Epoch[1297](1297/1): Loss -0.8308, Sem 0.0340, dir -0.9867, norm 0.1219, swav 0.0000 LR: 7.632e-02 Score 98.760 Data time: 0.2000, Forward time: 2.2689, Backward time: 2.4382, DDP time: 0.0046, Total iter time: 5.3969 [2020-11-08 06:36:21,400][root][INFO] - ===> Epoch[1298](1298/1): Loss -0.8391, Sem 0.0340, dir -0.9874, norm 0.1143, swav 0.0000 LR: 7.630e-02 Score 98.769 Data time: 0.1851, Forward time: 2.2687, Backward time: 2.4381, DDP time: 0.0046, Total iter time: 4.5927 [2020-11-08 06:36:26,556][root][INFO] - ===> Epoch[1299](1299/1): Loss -0.8179, Sem 0.0330, dir -0.9846, norm 0.1337, swav 0.0000 LR: 7.629e-02 Score 98.790 Data time: 0.2254, Forward time: 2.2687, Backward time: 2.4381, DDP time: 0.0046, Total iter time: 5.0485 [2020-11-08 06:36:31,291][root][INFO] - ===> Epoch[1300](1300/1): Loss -0.8171, Sem 0.0341, dir -0.9846, norm 0.1334, swav 0.0000 LR: 7.627e-02 Score 98.755 Data time: 0.2580, Forward time: 2.2689, Backward time: 2.4377, DDP time: 0.0046, Total iter time: 4.6091 [2020-11-08 06:36:36,785][root][INFO] - ===> Epoch[1301](1301/1): Loss -0.8310, Sem 0.0348, dir -0.9876, norm 0.1218, swav 0.0000 LR: 7.625e-02 Score 98.719 Data time: 0.2524, Forward time: 2.2688, Backward time: 2.4380, DDP time: 0.0046, Total iter time: 5.3619 [2020-11-08 06:36:42,063][root][INFO] - ===> Epoch[1302](1302/1): Loss -0.8503, Sem 0.0320, dir -0.9897, norm 0.1074, swav 0.0000 LR: 7.623e-02 Score 98.809 Data time: 0.2234, Forward time: 2.2689, Backward time: 2.4381, DDP time: 0.0046, Total iter time: 5.1680 [2020-11-08 06:36:47,628][root][INFO] - ===> Epoch[1303](1303/1): Loss -0.8397, Sem 0.0314, dir -0.9872, norm 0.1161, swav 0.0000 LR: 7.621e-02 Score 98.834 Data time: 0.2178, Forward time: 2.2688, Backward time: 2.4385, DDP time: 0.0046, Total iter time: 5.4344 [2020-11-08 06:36:52,846][root][INFO] - ===> Epoch[1304](1304/1): Loss -0.8146, Sem 0.0333, dir -0.9860, norm 0.1381, swav 0.0000 LR: 7.619e-02 Score 98.769 Data time: 0.2625, Forward time: 2.2691, Backward time: 2.4382, DDP time: 0.0046, Total iter time: 5.1142 [2020-11-08 06:36:58,762][root][INFO] - ===> Epoch[1305](1305/1): Loss -0.8316, Sem 0.0343, dir -0.9870, norm 0.1211, swav 0.0000 LR: 7.617e-02 Score 98.737 Data time: 0.2702, Forward time: 2.2696, Backward time: 2.4383, DDP time: 0.0046, Total iter time: 5.7658 [2020-11-08 06:37:03,565][root][INFO] - ===> Epoch[1306](1306/1): Loss -0.8291, Sem 0.0352, dir -0.9875, norm 0.1232, swav 0.0000 LR: 7.616e-02 Score 98.700 Data time: 0.1934, Forward time: 2.2696, Backward time: 2.4381, DDP time: 0.0046, Total iter time: 4.6421 [2020-11-08 06:37:08,606][root][INFO] - ===> Epoch[1307](1307/1): Loss -0.8299, Sem 0.0351, dir -0.9869, norm 0.1219, swav 0.0000 LR: 7.614e-02 Score 98.699 Data time: 0.2092, Forward time: 2.2696, Backward time: 2.4382, DDP time: 0.0046, Total iter time: 4.9352 [2020-11-08 06:37:13,821][root][INFO] - ===> Epoch[1308](1308/1): Loss -0.8254, Sem 0.0333, dir -0.9871, norm 0.1284, swav 0.0000 LR: 7.612e-02 Score 98.775 Data time: 0.1972, Forward time: 2.2695, Backward time: 2.4383, DDP time: 0.0046, Total iter time: 5.1052 [2020-11-08 06:37:18,525][root][INFO] - ===> Epoch[1309](1309/1): Loss -0.8415, Sem 0.0338, dir -0.9881, norm 0.1128, swav 0.0000 LR: 7.610e-02 Score 98.728 Data time: 0.2345, Forward time: 2.2696, Backward time: 2.4379, DDP time: 0.0046, Total iter time: 4.6109 [2020-11-08 06:37:23,222][root][INFO] - ===> Epoch[1310](1310/1): Loss -0.8222, Sem 0.0346, dir -0.9854, norm 0.1286, swav 0.0000 LR: 7.608e-02 Score 98.712 Data time: 0.1845, Forward time: 2.2693, Backward time: 2.4379, DDP time: 0.0046, Total iter time: 4.5722 [2020-11-08 06:37:27,948][root][INFO] - ===> Epoch[1311](1311/1): Loss -0.8303, Sem 0.0330, dir -0.9867, norm 0.1234, swav 0.0000 LR: 7.606e-02 Score 98.779 Data time: 0.2071, Forward time: 2.2692, Backward time: 2.4378, DDP time: 0.0046, Total iter time: 4.6509 [2020-11-08 06:37:32,910][root][INFO] - ===> Epoch[1312](1312/1): Loss -0.8372, Sem 0.0337, dir -0.9873, norm 0.1164, swav 0.0000 LR: 7.604e-02 Score 98.745 Data time: 0.1985, Forward time: 2.2691, Backward time: 2.4378, DDP time: 0.0046, Total iter time: 4.8360 [2020-11-08 06:37:37,867][root][INFO] - ===> Epoch[1313](1313/1): Loss -0.8514, Sem 0.0333, dir -0.9895, norm 0.1049, swav 0.0000 LR: 7.603e-02 Score 98.758 Data time: 0.1927, Forward time: 2.2689, Backward time: 2.4380, DDP time: 0.0046, Total iter time: 4.8524 [2020-11-08 06:37:42,731][root][INFO] - ===> Epoch[1314](1314/1): Loss -0.8461, Sem 0.0330, dir -0.9890, norm 0.1099, swav 0.0000 LR: 7.601e-02 Score 98.796 Data time: 0.2341, Forward time: 2.2690, Backward time: 2.4377, DDP time: 0.0046, Total iter time: 4.7596 [2020-11-08 06:37:47,969][root][INFO] - ===> Epoch[1315](1315/1): Loss -0.8356, Sem 0.0344, dir -0.9870, norm 0.1170, swav 0.0000 LR: 7.599e-02 Score 98.724 Data time: 0.2219, Forward time: 2.2690, Backward time: 2.4378, DDP time: 0.0046, Total iter time: 5.1221 [2020-11-08 06:37:53,291][root][INFO] - ===> Epoch[1316](1316/1): Loss -0.7947, Sem 0.0367, dir -0.9802, norm 0.1488, swav 0.0000 LR: 7.597e-02 Score 98.683 Data time: 0.2774, Forward time: 2.2691, Backward time: 2.4378, DDP time: 0.0046, Total iter time: 5.2081 [2020-11-08 06:37:58,121][root][INFO] - ===> Epoch[1317](1317/1): Loss -0.8025, Sem 0.0372, dir -0.9819, norm 0.1422, swav 0.0000 LR: 7.595e-02 Score 98.616 Data time: 0.2259, Forward time: 2.2692, Backward time: 2.4376, DDP time: 0.0046, Total iter time: 4.6979 [2020-11-08 06:38:03,385][root][INFO] - ===> Epoch[1318](1318/1): Loss -0.8522, Sem 0.0330, dir -0.9889, norm 0.1037, swav 0.0000 LR: 7.593e-02 Score 98.789 Data time: 0.1998, Forward time: 2.2691, Backward time: 2.4378, DDP time: 0.0046, Total iter time: 5.1411 [2020-11-08 06:38:08,869][root][INFO] - ===> Epoch[1319](1319/1): Loss -0.8331, Sem 0.0341, dir -0.9876, norm 0.1204, swav 0.0000 LR: 7.591e-02 Score 98.751 Data time: 0.2144, Forward time: 2.2691, Backward time: 2.4380, DDP time: 0.0046, Total iter time: 5.3603 [2020-11-08 06:38:14,240][root][INFO] - ===> Epoch[1320](1320/1): Loss -0.8410, Sem 0.0345, dir -0.9884, norm 0.1128, swav 0.0000 LR: 7.590e-02 Score 98.726 Data time: 0.1705, Forward time: 2.2688, Backward time: 2.4386, DDP time: 0.0047, Total iter time: 5.2246 [2020-11-08 06:38:19,538][root][INFO] - ===> Epoch[1321](1321/1): Loss -0.8331, Sem 0.0355, dir -0.9876, norm 0.1190, swav 0.0000 LR: 7.588e-02 Score 98.684 Data time: 0.1798, Forward time: 2.2684, Backward time: 2.4391, DDP time: 0.0047, Total iter time: 5.1907 [2020-11-08 06:38:24,673][root][INFO] - ===> Epoch[1322](1322/1): Loss -0.8232, Sem 0.0363, dir -0.9849, norm 0.1254, swav 0.0000 LR: 7.586e-02 Score 98.689 Data time: 0.2115, Forward time: 2.2685, Backward time: 2.4391, DDP time: 0.0047, Total iter time: 5.0314 [2020-11-08 06:38:29,703][root][INFO] - ===> Epoch[1323](1323/1): Loss -0.8310, Sem 0.0357, dir -0.9869, norm 0.1202, swav 0.0000 LR: 7.584e-02 Score 98.662 Data time: 0.1673, Forward time: 2.2681, Backward time: 2.4394, DDP time: 0.0047, Total iter time: 4.9073 [2020-11-08 06:38:34,655][root][INFO] - ===> Epoch[1324](1324/1): Loss -0.8263, Sem 0.0374, dir -0.9862, norm 0.1225, swav 0.0000 LR: 7.582e-02 Score 98.620 Data time: 0.2067, Forward time: 2.2679, Backward time: 2.4395, DDP time: 0.0047, Total iter time: 4.8397 [2020-11-08 06:38:39,820][root][INFO] - ===> Epoch[1325](1325/1): Loss -0.8336, Sem 0.0347, dir -0.9864, norm 0.1181, swav 0.0000 LR: 7.580e-02 Score 98.708 Data time: 0.2260, Forward time: 2.2680, Backward time: 2.4395, DDP time: 0.0047, Total iter time: 5.0475 [2020-11-08 06:38:45,069][root][INFO] - ===> Epoch[1326](1326/1): Loss -0.8297, Sem 0.0343, dir -0.9865, norm 0.1225, swav 0.0000 LR: 7.578e-02 Score 98.736 Data time: 0.2436, Forward time: 2.2683, Backward time: 2.4392, DDP time: 0.0047, Total iter time: 5.1151 [2020-11-08 06:38:50,314][root][INFO] - ===> Epoch[1327](1327/1): Loss -0.8232, Sem 0.0348, dir -0.9853, norm 0.1273, swav 0.0000 LR: 7.577e-02 Score 98.730 Data time: 0.2173, Forward time: 2.2683, Backward time: 2.4393, DDP time: 0.0047, Total iter time: 5.1131 [2020-11-08 06:38:55,295][root][INFO] - ===> Epoch[1328](1328/1): Loss -0.8263, Sem 0.0336, dir -0.9865, norm 0.1266, swav 0.0000 LR: 7.575e-02 Score 98.751 Data time: 0.2290, Forward time: 2.2684, Backward time: 2.4392, DDP time: 0.0047, Total iter time: 4.8616 [2020-11-08 06:38:59,996][root][INFO] - ===> Epoch[1329](1329/1): Loss -0.8163, Sem 0.0359, dir -0.9836, norm 0.1314, swav 0.0000 LR: 7.573e-02 Score 98.687 Data time: 0.2299, Forward time: 2.2685, Backward time: 2.4388, DDP time: 0.0047, Total iter time: 4.5921 [2020-11-08 06:39:04,846][root][INFO] - ===> Epoch[1330](1330/1): Loss -0.8298, Sem 0.0349, dir -0.9853, norm 0.1206, swav 0.0000 LR: 7.571e-02 Score 98.727 Data time: 0.2302, Forward time: 2.2687, Backward time: 2.4385, DDP time: 0.0047, Total iter time: 4.7338 [2020-11-08 06:39:10,043][root][INFO] - ===> Epoch[1331](1331/1): Loss -0.8265, Sem 0.0329, dir -0.9866, norm 0.1272, swav 0.0000 LR: 7.569e-02 Score 98.789 Data time: 0.2079, Forward time: 2.2687, Backward time: 2.4385, DDP time: 0.0047, Total iter time: 5.0730 [2020-11-08 06:39:15,388][root][INFO] - ===> Epoch[1332](1332/1): Loss -0.8236, Sem 0.0331, dir -0.9855, norm 0.1288, swav 0.0000 LR: 7.567e-02 Score 98.758 Data time: 0.2020, Forward time: 2.2686, Backward time: 2.4388, DDP time: 0.0047, Total iter time: 5.2148 [2020-11-08 06:39:20,387][root][INFO] - ===> Epoch[1333](1333/1): Loss -0.8048, Sem 0.0362, dir -0.9827, norm 0.1416, swav 0.0000 LR: 7.565e-02 Score 98.663 Data time: 0.2308, Forward time: 2.2687, Backward time: 2.4386, DDP time: 0.0047, Total iter time: 4.8936 [2020-11-08 06:39:25,466][root][INFO] - ===> Epoch[1334](1334/1): Loss -0.8382, Sem 0.0316, dir -0.9876, norm 0.1178, swav 0.0000 LR: 7.564e-02 Score 98.802 Data time: 0.2306, Forward time: 2.2688, Backward time: 2.4385, DDP time: 0.0047, Total iter time: 4.9518 [2020-11-08 06:39:30,381][root][INFO] - ===> Epoch[1335](1335/1): Loss -0.8453, Sem 0.0351, dir -0.9896, norm 0.1093, swav 0.0000 LR: 7.562e-02 Score 98.711 Data time: 0.2547, Forward time: 2.2690, Backward time: 2.4382, DDP time: 0.0047, Total iter time: 4.8040 [2020-11-08 06:39:35,833][root][INFO] - ===> Epoch[1336](1336/1): Loss -0.8191, Sem 0.0342, dir -0.9863, norm 0.1329, swav 0.0000 LR: 7.560e-02 Score 98.738 Data time: 0.2142, Forward time: 2.2690, Backward time: 2.4384, DDP time: 0.0047, Total iter time: 5.3189 [2020-11-08 06:39:41,146][root][INFO] - ===> Epoch[1337](1337/1): Loss -0.8110, Sem 0.0325, dir -0.9846, norm 0.1411, swav 0.0000 LR: 7.558e-02 Score 98.789 Data time: 0.2888, Forward time: 2.2693, Backward time: 2.4383, DDP time: 0.0047, Total iter time: 5.1994 [2020-11-08 06:39:46,039][root][INFO] - ===> Epoch[1338](1338/1): Loss -0.8299, Sem 0.0351, dir -0.9862, norm 0.1212, swav 0.0000 LR: 7.556e-02 Score 98.698 Data time: 0.1959, Forward time: 2.2692, Backward time: 2.4382, DDP time: 0.0047, Total iter time: 4.7675 [2020-11-08 06:39:51,167][root][INFO] - ===> Epoch[1339](1339/1): Loss -0.8300, Sem 0.0335, dir -0.9854, norm 0.1218, swav 0.0000 LR: 7.554e-02 Score 98.762 Data time: 0.1956, Forward time: 2.2691, Backward time: 2.4384, DDP time: 0.0047, Total iter time: 5.0134 [2020-11-08 06:39:56,726][root][INFO] - ===> Epoch[1340](1340/1): Loss -0.8368, Sem 0.0317, dir -0.9878, norm 0.1192, swav 0.0000 LR: 7.552e-02 Score 98.813 Data time: 0.1958, Forward time: 2.2689, Backward time: 2.4389, DDP time: 0.0047, Total iter time: 5.4370 [2020-11-08 06:40:01,830][root][INFO] - ===> Epoch[1341](1341/1): Loss -0.8261, Sem 0.0340, dir -0.9868, norm 0.1267, swav 0.0000 LR: 7.551e-02 Score 98.752 Data time: 0.2178, Forward time: 2.2690, Backward time: 2.4388, DDP time: 0.0047, Total iter time: 4.9969 [2020-11-08 06:40:06,689][root][INFO] - ===> Epoch[1342](1342/1): Loss -0.8263, Sem 0.0323, dir -0.9854, norm 0.1268, swav 0.0000 LR: 7.549e-02 Score 98.809 Data time: 0.1713, Forward time: 2.2687, Backward time: 2.4390, DDP time: 0.0047, Total iter time: 4.7389 [2020-11-08 06:40:11,669][root][INFO] - ===> Epoch[1343](1343/1): Loss -0.8307, Sem 0.0332, dir -0.9872, norm 0.1232, swav 0.0000 LR: 7.547e-02 Score 98.775 Data time: 0.2159, Forward time: 2.2687, Backward time: 2.4389, DDP time: 0.0047, Total iter time: 4.8648 [2020-11-08 06:40:16,425][root][INFO] - ===> Epoch[1344](1344/1): Loss -0.8475, Sem 0.0339, dir -0.9886, norm 0.1072, swav 0.0000 LR: 7.545e-02 Score 98.717 Data time: 0.2179, Forward time: 2.2687, Backward time: 2.4387, DDP time: 0.0047, Total iter time: 4.6304 [2020-11-08 06:40:21,175][root][INFO] - ===> Epoch[1345](1345/1): Loss -0.8384, Sem 0.0350, dir -0.9882, norm 0.1149, swav 0.0000 LR: 7.543e-02 Score 98.705 Data time: 0.1910, Forward time: 2.2685, Backward time: 2.4386, DDP time: 0.0047, Total iter time: 4.6252 [2020-11-08 06:40:26,073][root][INFO] - ===> Epoch[1346](1346/1): Loss -0.8354, Sem 0.0343, dir -0.9870, norm 0.1173, swav 0.0000 LR: 7.541e-02 Score 98.722 Data time: 0.2084, Forward time: 2.2684, Backward time: 2.4386, DDP time: 0.0047, Total iter time: 4.8005 [2020-11-08 06:40:31,047][root][INFO] - ===> Epoch[1347](1347/1): Loss -0.8535, Sem 0.0308, dir -0.9887, norm 0.1044, swav 0.0000 LR: 7.539e-02 Score 98.853 Data time: 0.2303, Forward time: 2.2685, Backward time: 2.4384, DDP time: 0.0047, Total iter time: 4.8543 [2020-11-08 06:40:37,157][root][INFO] - ===> Epoch[1348](1348/1): Loss -0.8293, Sem 0.0335, dir -0.9862, norm 0.1234, swav 0.0000 LR: 7.538e-02 Score 98.752 Data time: 0.2129, Forward time: 2.2685, Backward time: 2.4392, DDP time: 0.0047, Total iter time: 5.9849 [2020-11-08 06:40:41,954][root][INFO] - ===> Epoch[1349](1349/1): Loss -0.8278, Sem 0.0341, dir -0.9849, norm 0.1230, swav 0.0000 LR: 7.536e-02 Score 98.742 Data time: 0.2392, Forward time: 2.2686, Backward time: 2.4388, DDP time: 0.0047, Total iter time: 4.6866 [2020-11-08 06:40:47,016][root][INFO] - ===> Epoch[1350](1350/1): Loss -0.8194, Sem 0.0312, dir -0.9834, norm 0.1328, swav 0.0000 LR: 7.534e-02 Score 98.828 Data time: 0.2196, Forward time: 2.2686, Backward time: 2.4388, DDP time: 0.0047, Total iter time: 4.9409 [2020-11-08 06:40:52,321][root][INFO] - ===> Epoch[1351](1351/1): Loss -0.8232, Sem 0.0351, dir -0.9843, norm 0.1260, swav 0.0000 LR: 7.532e-02 Score 98.726 Data time: 0.2134, Forward time: 2.2686, Backward time: 2.4389, DDP time: 0.0047, Total iter time: 5.1900 [2020-11-08 06:40:57,316][root][INFO] - ===> Epoch[1352](1352/1): Loss -0.8469, Sem 0.0328, dir -0.9885, norm 0.1087, swav 0.0000 LR: 7.530e-02 Score 98.791 Data time: 0.1871, Forward time: 2.2683, Backward time: 2.4392, DDP time: 0.0047, Total iter time: 4.8727 [2020-11-08 06:41:02,370][root][INFO] - ===> Epoch[1353](1353/1): Loss -0.8419, Sem 0.0327, dir -0.9889, norm 0.1143, swav 0.0000 LR: 7.528e-02 Score 98.780 Data time: 0.2427, Forward time: 2.2683, Backward time: 2.4392, DDP time: 0.0047, Total iter time: 4.9711 [2020-11-08 06:41:07,201][root][INFO] - ===> Epoch[1354](1354/1): Loss -0.8446, Sem 0.0309, dir -0.9876, norm 0.1120, swav 0.0000 LR: 7.526e-02 Score 98.868 Data time: 0.2443, Forward time: 2.2685, Backward time: 2.4388, DDP time: 0.0047, Total iter time: 4.6972 [2020-11-08 06:41:12,344][root][INFO] - ===> Epoch[1355](1355/1): Loss -0.8010, Sem 0.0331, dir -0.9805, norm 0.1464, swav 0.0000 LR: 7.525e-02 Score 98.772 Data time: 0.2477, Forward time: 2.2688, Backward time: 2.4385, DDP time: 0.0047, Total iter time: 5.0185 [2020-11-08 06:41:17,378][root][INFO] - ===> Epoch[1356](1356/1): Loss -0.8101, Sem 0.0346, dir -0.9821, norm 0.1373, swav 0.0000 LR: 7.523e-02 Score 98.714 Data time: 0.2360, Forward time: 2.2690, Backward time: 2.4382, DDP time: 0.0047, Total iter time: 4.9047 [2020-11-08 06:41:22,500][root][INFO] - ===> Epoch[1357](1357/1): Loss -0.8509, Sem 0.0305, dir -0.9894, norm 0.1080, swav 0.0000 LR: 7.521e-02 Score 98.846 Data time: 0.2413, Forward time: 2.2693, Backward time: 2.4380, DDP time: 0.0047, Total iter time: 4.9960 [2020-11-08 06:41:27,664][root][INFO] - ===> Epoch[1358](1358/1): Loss -0.8348, Sem 0.0328, dir -0.9866, norm 0.1190, swav 0.0000 LR: 7.519e-02 Score 98.784 Data time: 0.2035, Forward time: 2.2692, Backward time: 2.4381, DDP time: 0.0047, Total iter time: 5.0158 [2020-11-08 06:41:32,609][root][INFO] - ===> Epoch[1359](1359/1): Loss -0.8039, Sem 0.0347, dir -0.9844, norm 0.1458, swav 0.0000 LR: 7.517e-02 Score 98.711 Data time: 0.2192, Forward time: 2.2692, Backward time: 2.4380, DDP time: 0.0047, Total iter time: 4.8271 [2020-11-08 06:41:36,999][root][INFO] - ===> Epoch[1360](1360/1): Loss -0.8005, Sem 0.0341, dir -0.9820, norm 0.1474, swav 0.0000 LR: 7.515e-02 Score 98.760 Data time: 0.1889, Forward time: 2.2690, Backward time: 2.4377, DDP time: 0.0047, Total iter time: 4.2640 [2020-11-08 06:41:41,871][root][INFO] - ===> Epoch[1361](1361/1): Loss -0.8397, Sem 0.0333, dir -0.9875, norm 0.1145, swav 0.0000 LR: 7.513e-02 Score 98.743 Data time: 0.2392, Forward time: 2.2690, Backward time: 2.4375, DDP time: 0.0047, Total iter time: 4.7488 [2020-11-08 06:41:46,763][root][INFO] - ===> Epoch[1362](1362/1): Loss -0.8394, Sem 0.0358, dir -0.9878, norm 0.1127, swav 0.0000 LR: 7.512e-02 Score 98.691 Data time: 0.1886, Forward time: 2.2688, Backward time: 2.4376, DDP time: 0.0047, Total iter time: 4.7843 [2020-11-08 06:41:51,807][root][INFO] - ===> Epoch[1363](1363/1): Loss -0.8281, Sem 0.0300, dir -0.9848, norm 0.1266, swav 0.0000 LR: 7.510e-02 Score 98.888 Data time: 0.2055, Forward time: 2.2687, Backward time: 2.4377, DDP time: 0.0047, Total iter time: 4.9501 [2020-11-08 06:41:56,745][root][INFO] - ===> Epoch[1364](1364/1): Loss -0.8050, Sem 0.0334, dir -0.9817, norm 0.1433, swav 0.0000 LR: 7.508e-02 Score 98.745 Data time: 0.2178, Forward time: 2.2687, Backward time: 2.4376, DDP time: 0.0047, Total iter time: 4.8371 [2020-11-08 06:42:02,313][root][INFO] - ===> Epoch[1365](1365/1): Loss -0.8376, Sem 0.0345, dir -0.9880, norm 0.1159, swav 0.0000 LR: 7.506e-02 Score 98.716 Data time: 0.2463, Forward time: 2.2689, Backward time: 2.4377, DDP time: 0.0047, Total iter time: 5.4679 [2020-11-08 06:42:07,234][root][INFO] - ===> Epoch[1366](1366/1): Loss -0.8424, Sem 0.0323, dir -0.9881, norm 0.1134, swav 0.0000 LR: 7.504e-02 Score 98.810 Data time: 0.1819, Forward time: 2.2688, Backward time: 2.4378, DDP time: 0.0047, Total iter time: 4.8007 [2020-11-08 06:42:12,132][root][INFO] - ===> Epoch[1367](1367/1): Loss -0.8302, Sem 0.0352, dir -0.9858, norm 0.1205, swav 0.0000 LR: 7.502e-02 Score 98.730 Data time: 0.2068, Forward time: 2.2687, Backward time: 2.4377, DDP time: 0.0047, Total iter time: 4.7972 [2020-11-08 06:42:17,067][root][INFO] - ===> Epoch[1368](1368/1): Loss -0.8309, Sem 0.0358, dir -0.9873, norm 0.1206, swav 0.0000 LR: 7.500e-02 Score 98.679 Data time: 0.2387, Forward time: 2.2689, Backward time: 2.4374, DDP time: 0.0047, Total iter time: 4.8125 [2020-11-08 06:42:21,696][root][INFO] - ===> Epoch[1369](1369/1): Loss -0.8449, Sem 0.0325, dir -0.9892, norm 0.1118, swav 0.0000 LR: 7.499e-02 Score 98.797 Data time: 0.2081, Forward time: 2.2688, Backward time: 2.4372, DDP time: 0.0047, Total iter time: 4.4759 [2020-11-08 06:42:26,306][root][INFO] - ===> Epoch[1370](1370/1): Loss -0.8506, Sem 0.0330, dir -0.9883, norm 0.1047, swav 0.0000 LR: 7.497e-02 Score 98.780 Data time: 0.2159, Forward time: 2.2689, Backward time: 2.4367, DDP time: 0.0047, Total iter time: 4.4694 [2020-11-08 06:42:30,876][root][INFO] - ===> Epoch[1371](1371/1): Loss -0.8391, Sem 0.0352, dir -0.9874, norm 0.1131, swav 0.0000 LR: 7.495e-02 Score 98.720 Data time: 0.1824, Forward time: 2.2686, Backward time: 2.4367, DDP time: 0.0047, Total iter time: 4.4363 [2020-11-08 06:42:35,989][root][INFO] - ===> Epoch[1372](1372/1): Loss -0.8501, Sem 0.0331, dir -0.9891, norm 0.1058, swav 0.0000 LR: 7.493e-02 Score 98.768 Data time: 0.2450, Forward time: 2.2686, Backward time: 2.4367, DDP time: 0.0047, Total iter time: 5.0160 [2020-11-08 06:42:41,265][root][INFO] - ===> Epoch[1373](1373/1): Loss -0.8399, Sem 0.0355, dir -0.9875, norm 0.1121, swav 0.0000 LR: 7.491e-02 Score 98.686 Data time: 0.2025, Forward time: 2.2685, Backward time: 2.4369, DDP time: 0.0047, Total iter time: 5.1547 [2020-11-08 06:42:46,380][root][INFO] - ===> Epoch[1374](1374/1): Loss -0.8287, Sem 0.0326, dir -0.9852, norm 0.1238, swav 0.0000 LR: 7.489e-02 Score 98.802 Data time: 0.1917, Forward time: 2.2683, Backward time: 2.4371, DDP time: 0.0047, Total iter time: 4.9973 [2020-11-08 06:42:51,082][root][INFO] - ===> Epoch[1375](1375/1): Loss -0.8272, Sem 0.0340, dir -0.9866, norm 0.1253, swav 0.0000 LR: 7.487e-02 Score 98.738 Data time: 0.2270, Forward time: 2.2684, Backward time: 2.4368, DDP time: 0.0047, Total iter time: 4.6014 [2020-11-08 06:42:56,058][root][INFO] - ===> Epoch[1376](1376/1): Loss -0.8401, Sem 0.0350, dir -0.9874, norm 0.1123, swav 0.0000 LR: 7.486e-02 Score 98.718 Data time: 0.2367, Forward time: 2.2687, Backward time: 2.4365, DDP time: 0.0047, Total iter time: 4.8447 [2020-11-08 06:43:01,199][root][INFO] - ===> Epoch[1377](1377/1): Loss -0.8451, Sem 0.0316, dir -0.9899, norm 0.1132, swav 0.0000 LR: 7.484e-02 Score 98.825 Data time: 0.2579, Forward time: 2.2690, Backward time: 2.4362, DDP time: 0.0047, Total iter time: 5.0199 [2020-11-08 06:43:06,226][root][INFO] - ===> Epoch[1378](1378/1): Loss -0.8289, Sem 0.0349, dir -0.9865, norm 0.1226, swav 0.0000 LR: 7.482e-02 Score 98.707 Data time: 0.2719, Forward time: 2.2690, Backward time: 2.4360, DDP time: 0.0047, Total iter time: 4.8666 [2020-11-08 06:43:11,347][root][INFO] - ===> Epoch[1379](1379/1): Loss -0.8141, Sem 0.0343, dir -0.9820, norm 0.1336, swav 0.0000 LR: 7.480e-02 Score 98.729 Data time: 0.1928, Forward time: 2.2689, Backward time: 2.4361, DDP time: 0.0047, Total iter time: 4.9883 [2020-11-08 06:43:16,635][root][INFO] - ===> Epoch[1380](1380/1): Loss -0.8391, Sem 0.0317, dir -0.9880, norm 0.1172, swav 0.0000 LR: 7.478e-02 Score 98.821 Data time: 0.1943, Forward time: 2.2689, Backward time: 2.4363, DDP time: 0.0047, Total iter time: 5.1859 [2020-11-08 06:43:21,642][root][INFO] - ===> Epoch[1381](1381/1): Loss -0.8460, Sem 0.0330, dir -0.9871, norm 0.1082, swav 0.0000 LR: 7.476e-02 Score 98.791 Data time: 0.1718, Forward time: 2.2686, Backward time: 2.4366, DDP time: 0.0047, Total iter time: 4.8585 [2020-11-08 06:43:26,708][root][INFO] - ===> Epoch[1382](1382/1): Loss -0.8056, Sem 0.0308, dir -0.9815, norm 0.1451, swav 0.0000 LR: 7.474e-02 Score 98.845 Data time: 0.2447, Forward time: 2.2687, Backward time: 2.4364, DDP time: 0.0047, Total iter time: 4.9558 [2020-11-08 06:43:31,763][root][INFO] - ===> Epoch[1383](1383/1): Loss -0.8144, Sem 0.0338, dir -0.9818, norm 0.1336, swav 0.0000 LR: 7.473e-02 Score 98.776 Data time: 0.2255, Forward time: 2.2688, Backward time: 2.4363, DDP time: 0.0047, Total iter time: 4.9146 [2020-11-08 06:43:36,503][root][INFO] - ===> Epoch[1384](1384/1): Loss -0.8434, Sem 0.0337, dir -0.9891, norm 0.1119, swav 0.0000 LR: 7.471e-02 Score 98.745 Data time: 0.2038, Forward time: 2.2687, Backward time: 2.4362, DDP time: 0.0047, Total iter time: 4.6069 [2020-11-08 06:43:42,011][root][INFO] - ===> Epoch[1385](1385/1): Loss -0.8320, Sem 0.0326, dir -0.9865, norm 0.1219, swav 0.0000 LR: 7.469e-02 Score 98.800 Data time: 0.2569, Forward time: 2.2690, Backward time: 2.4361, DDP time: 0.0047, Total iter time: 5.3834 [2020-11-08 06:43:46,739][root][INFO] - ===> Epoch[1386](1386/1): Loss -0.8121, Sem 0.0316, dir -0.9828, norm 0.1391, swav 0.0000 LR: 7.467e-02 Score 98.816 Data time: 0.2053, Forward time: 2.2690, Backward time: 2.4359, DDP time: 0.0047, Total iter time: 4.5591 [2020-11-08 06:43:51,877][root][INFO] - ===> Epoch[1387](1387/1): Loss -0.8258, Sem 0.0329, dir -0.9858, norm 0.1272, swav 0.0000 LR: 7.465e-02 Score 98.791 Data time: 0.1885, Forward time: 2.2688, Backward time: 2.4361, DDP time: 0.0047, Total iter time: 4.9776 [2020-11-08 06:43:57,089][root][INFO] - ===> Epoch[1388](1388/1): Loss -0.8333, Sem 0.0338, dir -0.9858, norm 0.1187, swav 0.0000 LR: 7.463e-02 Score 98.753 Data time: 0.1956, Forward time: 2.2687, Backward time: 2.4363, DDP time: 0.0047, Total iter time: 5.0876 [2020-11-08 06:44:02,107][root][INFO] - ===> Epoch[1389](1389/1): Loss -0.8199, Sem 0.0351, dir -0.9854, norm 0.1304, swav 0.0000 LR: 7.461e-02 Score 98.700 Data time: 0.2023, Forward time: 2.2686, Backward time: 2.4363, DDP time: 0.0047, Total iter time: 4.8623 [2020-11-08 06:44:07,024][root][INFO] - ===> Epoch[1390](1390/1): Loss -0.8215, Sem 0.0321, dir -0.9848, norm 0.1312, swav 0.0000 LR: 7.460e-02 Score 98.791 Data time: 0.2215, Forward time: 2.2688, Backward time: 2.4360, DDP time: 0.0047, Total iter time: 4.7891 [2020-11-08 06:44:11,839][root][INFO] - ===> Epoch[1391](1391/1): Loss -0.8344, Sem 0.0329, dir -0.9865, norm 0.1192, swav 0.0000 LR: 7.458e-02 Score 98.774 Data time: 0.2124, Forward time: 2.2688, Backward time: 2.4358, DDP time: 0.0047, Total iter time: 4.6792 [2020-11-08 06:44:17,125][root][INFO] - ===> Epoch[1392](1392/1): Loss -0.8170, Sem 0.0337, dir -0.9856, norm 0.1348, swav 0.0000 LR: 7.456e-02 Score 98.745 Data time: 0.2401, Forward time: 2.2690, Backward time: 2.4358, DDP time: 0.0047, Total iter time: 5.1606 [2020-11-08 06:44:22,210][root][INFO] - ===> Epoch[1393](1393/1): Loss -0.8404, Sem 0.0344, dir -0.9878, norm 0.1130, swav 0.0000 LR: 7.454e-02 Score 98.730 Data time: 0.2200, Forward time: 2.2688, Backward time: 2.4359, DDP time: 0.0047, Total iter time: 4.9458 [2020-11-08 06:44:27,034][root][INFO] - ===> Epoch[1394](1394/1): Loss -0.8397, Sem 0.0343, dir -0.9887, norm 0.1146, swav 0.0000 LR: 7.452e-02 Score 98.725 Data time: 0.2191, Forward time: 2.2688, Backward time: 2.4357, DDP time: 0.0047, Total iter time: 4.7013 [2020-11-08 06:44:31,676][root][INFO] - ===> Epoch[1395](1395/1): Loss -0.8419, Sem 0.0329, dir -0.9888, norm 0.1140, swav 0.0000 LR: 7.450e-02 Score 98.759 Data time: 0.2251, Forward time: 2.2688, Backward time: 2.4354, DDP time: 0.0047, Total iter time: 4.5329 [2020-11-08 06:44:36,868][root][INFO] - ===> Epoch[1396](1396/1): Loss -0.8432, Sem 0.0316, dir -0.9887, norm 0.1139, swav 0.0000 LR: 7.448e-02 Score 98.841 Data time: 0.2102, Forward time: 2.2688, Backward time: 2.4354, DDP time: 0.0047, Total iter time: 5.0666 [2020-11-08 06:44:41,864][root][INFO] - ===> Epoch[1397](1397/1): Loss -0.8382, Sem 0.0331, dir -0.9880, norm 0.1167, swav 0.0000 LR: 7.447e-02 Score 98.793 Data time: 0.1750, Forward time: 2.2685, Backward time: 2.4357, DDP time: 0.0047, Total iter time: 4.8631 [2020-11-08 06:44:46,757][root][INFO] - ===> Epoch[1398](1398/1): Loss -0.8314, Sem 0.0336, dir -0.9872, norm 0.1222, swav 0.0000 LR: 7.445e-02 Score 98.748 Data time: 0.2253, Forward time: 2.2686, Backward time: 2.4355, DDP time: 0.0047, Total iter time: 4.8074 [2020-11-08 06:44:51,453][root][INFO] - ===> Epoch[1399](1399/1): Loss -0.8443, Sem 0.0323, dir -0.9869, norm 0.1103, swav 0.0000 LR: 7.443e-02 Score 98.793 Data time: 0.2338, Forward time: 2.2687, Backward time: 2.4351, DDP time: 0.0047, Total iter time: 4.5689 [2020-11-08 06:44:56,047][root][INFO] - ===> Epoch[1400](1400/1): Loss -0.8410, Sem 0.0303, dir -0.9888, norm 0.1176, swav 0.0000 LR: 7.441e-02 Score 98.867 Data time: 0.2033, Forward time: 2.2686, Backward time: 2.4349, DDP time: 0.0047, Total iter time: 4.4907 [2020-11-08 06:45:01,239][root][INFO] - ===> Epoch[1401](1401/1): Loss -0.8204, Sem 0.0334, dir -0.9840, norm 0.1302, swav 0.0000 LR: 7.439e-02 Score 98.770 Data time: 0.1853, Forward time: 2.2684, Backward time: 2.4352, DDP time: 0.0047, Total iter time: 5.0852 [2020-11-08 06:45:06,057][root][INFO] - ===> Epoch[1402](1402/1): Loss -0.8406, Sem 0.0338, dir -0.9874, norm 0.1130, swav 0.0000 LR: 7.437e-02 Score 98.746 Data time: 0.1764, Forward time: 2.2681, Backward time: 2.4353, DDP time: 0.0047, Total iter time: 4.6975 [2020-11-08 06:45:11,433][root][INFO] - ===> Epoch[1403](1403/1): Loss -0.8316, Sem 0.0347, dir -0.9886, norm 0.1224, swav 0.0000 LR: 7.435e-02 Score 98.730 Data time: 0.1833, Forward time: 2.2678, Backward time: 2.4358, DDP time: 0.0047, Total iter time: 5.2900 [2020-11-08 06:45:15,951][root][INFO] - ===> Epoch[1404](1404/1): Loss -0.8245, Sem 0.0325, dir -0.9831, norm 0.1260, swav 0.0000 LR: 7.434e-02 Score 98.786 Data time: 0.2043, Forward time: 2.2678, Backward time: 2.4354, DDP time: 0.0047, Total iter time: 4.4206 [2020-11-08 06:45:21,655][root][INFO] - ===> Epoch[1405](1405/1): Loss -0.8412, Sem 0.0327, dir -0.9887, norm 0.1148, swav 0.0000 LR: 7.432e-02 Score 98.777 Data time: 0.1989, Forward time: 2.2678, Backward time: 2.4359, DDP time: 0.0047, Total iter time: 5.5878 [2020-11-08 06:45:26,457][root][INFO] - ===> Epoch[1406](1406/1): Loss -0.8436, Sem 0.0315, dir -0.9892, norm 0.1140, swav 0.0000 LR: 7.430e-02 Score 98.821 Data time: 0.2035, Forward time: 2.2677, Backward time: 2.4358, DDP time: 0.0047, Total iter time: 4.6919 [2020-11-08 06:45:31,270][root][INFO] - ===> Epoch[1407](1407/1): Loss -0.8181, Sem 0.0319, dir -0.9833, norm 0.1333, swav 0.0000 LR: 7.428e-02 Score 98.808 Data time: 0.1739, Forward time: 2.2674, Backward time: 2.4359, DDP time: 0.0047, Total iter time: 4.6777 [2020-11-08 06:45:36,859][root][INFO] - ===> Epoch[1408](1408/1): Loss -0.8287, Sem 0.0340, dir -0.9855, norm 0.1228, swav 0.0000 LR: 7.426e-02 Score 98.733 Data time: 0.1933, Forward time: 2.2672, Backward time: 2.4365, DDP time: 0.0047, Total iter time: 5.4881 [2020-11-08 06:45:42,943][root][INFO] - ===> Epoch[1409](1409/1): Loss -0.8461, Sem 0.0325, dir -0.9874, norm 0.1088, swav 0.0000 LR: 7.424e-02 Score 98.824 Data time: 0.1861, Forward time: 2.2670, Backward time: 2.4374, DDP time: 0.0047, Total iter time: 5.9647 [2020-11-08 06:45:48,378][root][INFO] - ===> Epoch[1410](1410/1): Loss -0.8253, Sem 0.0325, dir -0.9857, norm 0.1279, swav 0.0000 LR: 7.422e-02 Score 98.783 Data time: 0.2242, Forward time: 2.2672, Backward time: 2.4375, DDP time: 0.0047, Total iter time: 5.3400 [2020-11-08 06:45:53,489][root][INFO] - ===> Epoch[1411](1411/1): Loss -0.8394, Sem 0.0312, dir -0.9874, norm 0.1168, swav 0.0000 LR: 7.421e-02 Score 98.810 Data time: 0.1941, Forward time: 2.2670, Backward time: 2.4376, DDP time: 0.0047, Total iter time: 4.9800 [2020-11-08 06:45:58,710][root][INFO] - ===> Epoch[1412](1412/1): Loss -0.8388, Sem 0.0325, dir -0.9876, norm 0.1163, swav 0.0000 LR: 7.419e-02 Score 98.774 Data time: 0.2461, Forward time: 2.2670, Backward time: 2.4377, DDP time: 0.0047, Total iter time: 5.0917 [2020-11-08 06:46:03,928][root][INFO] - ===> Epoch[1413](1413/1): Loss -0.8475, Sem 0.0329, dir -0.9878, norm 0.1075, swav 0.0000 LR: 7.417e-02 Score 98.781 Data time: 0.2415, Forward time: 2.2671, Backward time: 2.4377, DDP time: 0.0047, Total iter time: 5.0929 [2020-11-08 06:46:09,649][root][INFO] - ===> Epoch[1414](1414/1): Loss -0.8153, Sem 0.0301, dir -0.9830, norm 0.1376, swav 0.0000 LR: 7.415e-02 Score 98.870 Data time: 0.2217, Forward time: 2.2672, Backward time: 2.4380, DDP time: 0.0047, Total iter time: 5.5918 [2020-11-08 06:46:14,895][root][INFO] - ===> Epoch[1415](1415/1): Loss -0.8264, Sem 0.0318, dir -0.9856, norm 0.1274, swav 0.0000 LR: 7.413e-02 Score 98.841 Data time: 0.2651, Forward time: 2.2675, Backward time: 2.4378, DDP time: 0.0047, Total iter time: 5.1175 [2020-11-08 06:46:20,178][root][INFO] - ===> Epoch[1416](1416/1): Loss -0.8517, Sem 0.0313, dir -0.9890, norm 0.1061, swav 0.0000 LR: 7.411e-02 Score 98.819 Data time: 0.2028, Forward time: 2.2675, Backward time: 2.4379, DDP time: 0.0047, Total iter time: 5.1610 [2020-11-08 06:46:25,533][root][INFO] - ===> Epoch[1417](1417/1): Loss -0.8349, Sem 0.0332, dir -0.9858, norm 0.1176, swav 0.0000 LR: 7.409e-02 Score 98.784 Data time: 0.2272, Forward time: 2.2675, Backward time: 2.4380, DDP time: 0.0047, Total iter time: 5.2133 [2020-11-08 06:46:30,360][root][INFO] - ===> Epoch[1418](1418/1): Loss -0.8066, Sem 0.0350, dir -0.9835, norm 0.1419, swav 0.0000 LR: 7.407e-02 Score 98.712 Data time: 0.2275, Forward time: 2.2677, Backward time: 2.4377, DDP time: 0.0047, Total iter time: 4.7102 [2020-11-08 06:46:35,191][root][INFO] - ===> Epoch[1419](1419/1): Loss -0.8430, Sem 0.0329, dir -0.9865, norm 0.1106, swav 0.0000 LR: 7.406e-02 Score 98.767 Data time: 0.1841, Forward time: 2.2675, Backward time: 2.4377, DDP time: 0.0047, Total iter time: 4.6986 [2020-11-08 06:46:40,594][root][INFO] - ===> Epoch[1420](1420/1): Loss -0.8386, Sem 0.0317, dir -0.9862, norm 0.1159, swav 0.0000 LR: 7.404e-02 Score 98.831 Data time: 0.2145, Forward time: 2.2675, Backward time: 2.4379, DDP time: 0.0047, Total iter time: 5.2756 [2020-11-08 06:46:45,600][root][INFO] - ===> Epoch[1421](1421/1): Loss -0.8278, Sem 0.0320, dir -0.9850, norm 0.1252, swav 0.0000 LR: 7.402e-02 Score 98.797 Data time: 0.2122, Forward time: 2.2675, Backward time: 2.4378, DDP time: 0.0047, Total iter time: 4.8959 [2020-11-08 06:46:50,398][root][INFO] - ===> Epoch[1422](1422/1): Loss -0.8346, Sem 0.0335, dir -0.9880, norm 0.1199, swav 0.0000 LR: 7.400e-02 Score 98.788 Data time: 0.2099, Forward time: 2.2675, Backward time: 2.4376, DDP time: 0.0047, Total iter time: 4.6662 [2020-11-08 06:46:55,682][root][INFO] - ===> Epoch[1423](1423/1): Loss -0.8586, Sem 0.0329, dir -0.9908, norm 0.0993, swav 0.0000 LR: 7.398e-02 Score 98.780 Data time: 0.2276, Forward time: 2.2676, Backward time: 2.4377, DDP time: 0.0047, Total iter time: 5.1660 [2020-11-08 06:47:00,430][root][INFO] - ===> Epoch[1424](1424/1): Loss -0.8250, Sem 0.0320, dir -0.9866, norm 0.1296, swav 0.0000 LR: 7.396e-02 Score 98.797 Data time: 0.1613, Forward time: 2.2673, Backward time: 2.4378, DDP time: 0.0047, Total iter time: 4.6174 [2020-11-08 06:47:05,364][root][INFO] - ===> Epoch[1425](1425/1): Loss -0.8250, Sem 0.0330, dir -0.9831, norm 0.1252, swav 0.0000 LR: 7.394e-02 Score 98.763 Data time: 0.2381, Forward time: 2.2672, Backward time: 2.4378, DDP time: 0.0047, Total iter time: 4.8475 [2020-11-08 06:47:10,020][root][INFO] - ===> Epoch[1426](1426/1): Loss -0.8469, Sem 0.0322, dir -0.9888, norm 0.1097, swav 0.0000 LR: 7.393e-02 Score 98.799 Data time: 0.1932, Forward time: 2.2671, Backward time: 2.4376, DDP time: 0.0047, Total iter time: 4.5472 [2020-11-08 06:47:15,137][root][INFO] - ===> Epoch[1427](1427/1): Loss -0.8449, Sem 0.0313, dir -0.9887, norm 0.1126, swav 0.0000 LR: 7.391e-02 Score 98.829 Data time: 0.1964, Forward time: 2.2669, Backward time: 2.4379, DDP time: 0.0047, Total iter time: 5.0002 [2020-11-08 06:47:20,553][root][INFO] - ===> Epoch[1428](1428/1): Loss -0.8240, Sem 0.0323, dir -0.9844, norm 0.1281, swav 0.0000 LR: 7.389e-02 Score 98.798 Data time: 0.2608, Forward time: 2.2673, Backward time: 2.4377, DDP time: 0.0047, Total iter time: 5.3175 [2020-11-08 06:47:25,448][root][INFO] - ===> Epoch[1429](1429/1): Loss -0.8281, Sem 0.0317, dir -0.9876, norm 0.1277, swav 0.0000 LR: 7.387e-02 Score 98.823 Data time: 0.2683, Forward time: 2.2673, Backward time: 2.4374, DDP time: 0.0047, Total iter time: 4.7472 [2020-11-08 06:47:30,453][root][INFO] - ===> Epoch[1430](1430/1): Loss -0.8415, Sem 0.0323, dir -0.9884, norm 0.1146, swav 0.0000 LR: 7.385e-02 Score 98.792 Data time: 0.2354, Forward time: 2.2675, Backward time: 2.4372, DDP time: 0.0047, Total iter time: 4.8780 [2020-11-08 06:47:35,184][root][INFO] - ===> Epoch[1431](1431/1): Loss -0.8532, Sem 0.0302, dir -0.9889, norm 0.1055, swav 0.0000 LR: 7.383e-02 Score 98.865 Data time: 0.1896, Forward time: 2.2673, Backward time: 2.4371, DDP time: 0.0047, Total iter time: 4.5980 [2020-11-08 06:47:40,012][root][INFO] - ===> Epoch[1432](1432/1): Loss -0.8271, Sem 0.0328, dir -0.9858, norm 0.1259, swav 0.0000 LR: 7.381e-02 Score 98.763 Data time: 0.2292, Forward time: 2.2674, Backward time: 2.4368, DDP time: 0.0047, Total iter time: 4.6935 [2020-11-08 06:47:44,793][root][INFO] - ===> Epoch[1433](1433/1): Loss -0.8253, Sem 0.0341, dir -0.9862, norm 0.1267, swav 0.0000 LR: 7.380e-02 Score 98.725 Data time: 0.2306, Forward time: 2.2676, Backward time: 2.4365, DDP time: 0.0047, Total iter time: 4.6550 [2020-11-08 06:47:49,891][root][INFO] - ===> Epoch[1434](1434/1): Loss -0.8270, Sem 0.0336, dir -0.9855, norm 0.1249, swav 0.0000 LR: 7.378e-02 Score 98.736 Data time: 0.2014, Forward time: 2.2675, Backward time: 2.4366, DDP time: 0.0047, Total iter time: 4.9742 [2020-11-08 06:47:55,317][root][INFO] - ===> Epoch[1435](1435/1): Loss -0.8351, Sem 0.0321, dir -0.9861, norm 0.1189, swav 0.0000 LR: 7.376e-02 Score 98.816 Data time: 0.1969, Forward time: 2.2673, Backward time: 2.4370, DDP time: 0.0047, Total iter time: 5.2954 [2020-11-08 06:47:59,967][root][INFO] - ===> Epoch[1436](1436/1): Loss -0.8312, Sem 0.0342, dir -0.9872, norm 0.1218, swav 0.0000 LR: 7.374e-02 Score 98.736 Data time: 0.2072, Forward time: 2.2673, Backward time: 2.4367, DDP time: 0.0047, Total iter time: 4.5448 [2020-11-08 06:48:05,016][root][INFO] - ===> Epoch[1437](1437/1): Loss -0.8508, Sem 0.0319, dir -0.9898, norm 0.1071, swav 0.0000 LR: 7.372e-02 Score 98.801 Data time: 0.2518, Forward time: 2.2673, Backward time: 2.4367, DDP time: 0.0047, Total iter time: 4.9221 [2020-11-08 06:48:10,088][root][INFO] - ===> Epoch[1438](1438/1): Loss -0.8489, Sem 0.0334, dir -0.9884, norm 0.1062, swav 0.0000 LR: 7.370e-02 Score 98.748 Data time: 0.2495, Forward time: 2.2675, Backward time: 2.4365, DDP time: 0.0047, Total iter time: 4.9503 [2020-11-08 06:48:14,908][root][INFO] - ===> Epoch[1439](1439/1): Loss -0.8406, Sem 0.0318, dir -0.9884, norm 0.1160, swav 0.0000 LR: 7.368e-02 Score 98.809 Data time: 0.2417, Forward time: 2.2676, Backward time: 2.4361, DDP time: 0.0047, Total iter time: 4.6886 [2020-11-08 06:48:20,224][root][INFO] - ===> Epoch[1440](1440/1): Loss -0.8375, Sem 0.0329, dir -0.9872, norm 0.1168, swav 0.0000 LR: 7.367e-02 Score 98.778 Data time: 0.2193, Forward time: 2.2677, Backward time: 2.4362, DDP time: 0.0047, Total iter time: 5.1698 [2020-11-08 06:48:25,882][root][INFO] - ===> Epoch[1441](1441/1): Loss -0.8322, Sem 0.0331, dir -0.9869, norm 0.1215, swav 0.0000 LR: 7.365e-02 Score 98.765 Data time: 0.2124, Forward time: 2.2676, Backward time: 2.4366, DDP time: 0.0047, Total iter time: 5.5283 [2020-11-08 06:48:31,143][root][INFO] - ===> Epoch[1442](1442/1): Loss -0.8360, Sem 0.0324, dir -0.9883, norm 0.1199, swav 0.0000 LR: 7.363e-02 Score 98.789 Data time: 0.2365, Forward time: 2.2677, Backward time: 2.4367, DDP time: 0.0047, Total iter time: 5.1459 [2020-11-08 06:48:35,716][root][INFO] - ===> Epoch[1443](1443/1): Loss -0.8382, Sem 0.0313, dir -0.9874, norm 0.1180, swav 0.0000 LR: 7.361e-02 Score 98.820 Data time: 0.2177, Forward time: 2.2678, Backward time: 2.4362, DDP time: 0.0047, Total iter time: 4.4478 [2020-11-08 06:48:40,822][root][INFO] - ===> Epoch[1444](1444/1): Loss -0.8214, Sem 0.0328, dir -0.9859, norm 0.1317, swav 0.0000 LR: 7.359e-02 Score 98.769 Data time: 0.2193, Forward time: 2.2678, Backward time: 2.4362, DDP time: 0.0047, Total iter time: 4.9824 [2020-11-08 06:48:45,855][root][INFO] - ===> Epoch[1445](1445/1): Loss -0.8433, Sem 0.0324, dir -0.9876, norm 0.1119, swav 0.0000 LR: 7.357e-02 Score 98.786 Data time: 0.2679, Forward time: 2.2678, Backward time: 2.4361, DDP time: 0.0047, Total iter time: 4.9020 [2020-11-08 06:48:50,568][root][INFO] - ===> Epoch[1446](1446/1): Loss -0.8358, Sem 0.0314, dir -0.9875, norm 0.1202, swav 0.0000 LR: 7.355e-02 Score 98.823 Data time: 0.2327, Forward time: 2.2680, Backward time: 2.4357, DDP time: 0.0047, Total iter time: 4.5836 [2020-11-08 06:48:55,677][root][INFO] - ===> Epoch[1447](1447/1): Loss -0.8207, Sem 0.0307, dir -0.9848, norm 0.1334, swav 0.0000 LR: 7.354e-02 Score 98.855 Data time: 0.2527, Forward time: 2.2683, Backward time: 2.4355, DDP time: 0.0047, Total iter time: 4.9862 [2020-11-08 06:49:01,159][root][INFO] - ===> Epoch[1448](1448/1): Loss -0.8225, Sem 0.0326, dir -0.9849, norm 0.1299, swav 0.0000 LR: 7.352e-02 Score 98.791 Data time: 0.2109, Forward time: 2.2682, Backward time: 2.4357, DDP time: 0.0047, Total iter time: 5.3384 [2020-11-08 06:49:06,285][root][INFO] - ===> Epoch[1449](1449/1): Loss -0.8419, Sem 0.0315, dir -0.9892, norm 0.1158, swav 0.0000 LR: 7.350e-02 Score 98.824 Data time: 0.2505, Forward time: 2.2685, Backward time: 2.4355, DDP time: 0.0047, Total iter time: 5.0172 [2020-11-08 06:49:11,574][root][INFO] - ===> Epoch[1450](1450/1): Loss -0.8417, Sem 0.0311, dir -0.9878, norm 0.1150, swav 0.0000 LR: 7.348e-02 Score 98.824 Data time: 0.2110, Forward time: 2.2685, Backward time: 2.4356, DDP time: 0.0047, Total iter time: 5.1510 [2020-11-08 06:49:16,347][root][INFO] - ===> Epoch[1451](1451/1): Loss -0.8016, Sem 0.0329, dir -0.9836, norm 0.1491, swav 0.0000 LR: 7.346e-02 Score 98.780 Data time: 0.2002, Forward time: 2.2685, Backward time: 2.4354, DDP time: 0.0047, Total iter time: 4.6621 [2020-11-08 06:49:21,627][root][INFO] - ===> Epoch[1452](1452/1): Loss -0.8192, Sem 0.0355, dir -0.9851, norm 0.1303, swav 0.0000 LR: 7.344e-02 Score 98.686 Data time: 0.2406, Forward time: 2.2688, Backward time: 2.4353, DDP time: 0.0047, Total iter time: 5.1776 [2020-11-08 06:49:26,644][root][INFO] - ===> Epoch[1453](1453/1): Loss -0.8358, Sem 0.0318, dir -0.9882, norm 0.1206, swav 0.0000 LR: 7.342e-02 Score 98.801 Data time: 0.2168, Forward time: 2.2688, Backward time: 2.4353, DDP time: 0.0047, Total iter time: 4.8940 [2020-11-08 06:49:31,212][root][INFO] - ===> Epoch[1454](1454/1): Loss -0.8079, Sem 0.0351, dir -0.9832, norm 0.1402, swav 0.0000 LR: 7.340e-02 Score 98.692 Data time: 0.2118, Forward time: 2.2688, Backward time: 2.4349, DDP time: 0.0047, Total iter time: 4.4317 [2020-11-08 06:49:36,680][root][INFO] - ===> Epoch[1455](1455/1): Loss -0.8473, Sem 0.0327, dir -0.9892, norm 0.1092, swav 0.0000 LR: 7.339e-02 Score 98.787 Data time: 0.1786, Forward time: 2.2685, Backward time: 2.4354, DDP time: 0.0047, Total iter time: 5.3402 [2020-11-08 06:49:41,003][root][INFO] - ===> Epoch[1456](1456/1): Loss -0.8414, Sem 0.0327, dir -0.9877, norm 0.1136, swav 0.0000 LR: 7.337e-02 Score 98.779 Data time: 0.1719, Forward time: 2.2682, Backward time: 2.4352, DDP time: 0.0047, Total iter time: 4.2222 [2020-11-08 06:49:46,277][root][INFO] - ===> Epoch[1457](1457/1): Loss -0.8100, Sem 0.0324, dir -0.9812, norm 0.1389, swav 0.0000 LR: 7.335e-02 Score 98.796 Data time: 0.1753, Forward time: 2.2679, Backward time: 2.4356, DDP time: 0.0047, Total iter time: 5.1591 [2020-11-08 06:49:51,412][root][INFO] - ===> Epoch[1458](1458/1): Loss -0.8320, Sem 0.0315, dir -0.9865, norm 0.1230, swav 0.0000 LR: 7.333e-02 Score 98.829 Data time: 0.1832, Forward time: 2.2677, Backward time: 2.4360, DDP time: 0.0047, Total iter time: 5.0562 [2020-11-08 06:49:56,500][root][INFO] - ===> Epoch[1459](1459/1): Loss -0.8504, Sem 0.0336, dir -0.9894, norm 0.1054, swav 0.0000 LR: 7.331e-02 Score 98.760 Data time: 0.2073, Forward time: 2.2676, Backward time: 2.4360, DDP time: 0.0047, Total iter time: 4.9730 [2020-11-08 06:50:01,402][root][INFO] - ===> Epoch[1460](1460/1): Loss -0.8262, Sem 0.0322, dir -0.9857, norm 0.1273, swav 0.0000 LR: 7.329e-02 Score 98.792 Data time: 0.1834, Forward time: 2.2674, Backward time: 2.4361, DDP time: 0.0047, Total iter time: 4.7889 [2020-11-08 06:50:05,958][root][INFO] - ===> Epoch[1461](1461/1): Loss -0.8124, Sem 0.0313, dir -0.9827, norm 0.1390, swav 0.0000 LR: 7.327e-02 Score 98.825 Data time: 0.2108, Forward time: 2.2673, Backward time: 2.4358, DDP time: 0.0047, Total iter time: 4.4541 [2020-11-08 06:50:11,194][root][INFO] - ===> Epoch[1462](1462/1): Loss -0.8325, Sem 0.0332, dir -0.9867, norm 0.1211, swav 0.0000 LR: 7.326e-02 Score 98.787 Data time: 0.1889, Forward time: 2.2671, Backward time: 2.4362, DDP time: 0.0047, Total iter time: 5.1043 [2020-11-08 06:50:16,224][root][INFO] - ===> Epoch[1463](1463/1): Loss -0.8417, Sem 0.0321, dir -0.9861, norm 0.1123, swav 0.0000 LR: 7.324e-02 Score 98.807 Data time: 0.2336, Forward time: 2.2672, Backward time: 2.4360, DDP time: 0.0047, Total iter time: 4.9231 [2020-11-08 06:50:21,526][root][INFO] - ===> Epoch[1464](1464/1): Loss -0.8481, Sem 0.0324, dir -0.9883, norm 0.1077, swav 0.0000 LR: 7.322e-02 Score 98.793 Data time: 0.1828, Forward time: 2.2671, Backward time: 2.4363, DDP time: 0.0047, Total iter time: 5.1745 [2020-11-08 06:50:26,645][root][INFO] - ===> Epoch[1465](1465/1): Loss -0.8413, Sem 0.0324, dir -0.9890, norm 0.1153, swav 0.0000 LR: 7.320e-02 Score 98.778 Data time: 0.2176, Forward time: 2.2670, Backward time: 2.4364, DDP time: 0.0047, Total iter time: 4.9974 [2020-11-08 06:50:31,441][root][INFO] - ===> Epoch[1466](1466/1): Loss -0.8463, Sem 0.0319, dir -0.9873, norm 0.1091, swav 0.0000 LR: 7.318e-02 Score 98.806 Data time: 0.2189, Forward time: 2.2672, Backward time: 2.4360, DDP time: 0.0047, Total iter time: 4.6727 [2020-11-08 06:50:36,585][root][INFO] - ===> Epoch[1467](1467/1): Loss -0.8394, Sem 0.0330, dir -0.9875, norm 0.1151, swav 0.0000 LR: 7.316e-02 Score 98.776 Data time: 0.2079, Forward time: 2.2672, Backward time: 2.4361, DDP time: 0.0047, Total iter time: 5.0159 [2020-11-08 06:50:41,734][root][INFO] - ===> Epoch[1468](1468/1): Loss -0.8150, Sem 0.0334, dir -0.9869, norm 0.1385, swav 0.0000 LR: 7.314e-02 Score 98.747 Data time: 0.2315, Forward time: 2.2673, Backward time: 2.4360, DDP time: 0.0047, Total iter time: 5.0215 [2020-11-08 06:50:46,563][root][INFO] - ===> Epoch[1469](1469/1): Loss -0.8504, Sem 0.0312, dir -0.9883, norm 0.1067, swav 0.0000 LR: 7.313e-02 Score 98.834 Data time: 0.2029, Forward time: 2.2673, Backward time: 2.4359, DDP time: 0.0047, Total iter time: 4.6951 [2020-11-08 06:50:51,406][root][INFO] - ===> Epoch[1470](1470/1): Loss -0.8478, Sem 0.0315, dir -0.9895, norm 0.1101, swav 0.0000 LR: 7.311e-02 Score 98.843 Data time: 0.1911, Forward time: 2.2672, Backward time: 2.4358, DDP time: 0.0047, Total iter time: 4.7168 [2020-11-08 06:50:56,283][root][INFO] - ===> Epoch[1471](1471/1): Loss -0.8523, Sem 0.0326, dir -0.9880, norm 0.1031, swav 0.0000 LR: 7.309e-02 Score 98.785 Data time: 0.1787, Forward time: 2.2669, Backward time: 2.4359, DDP time: 0.0047, Total iter time: 4.7830 [2020-11-08 06:51:00,792][root][INFO] - ===> Epoch[1472](1472/1): Loss -0.8439, Sem 0.0316, dir -0.9887, norm 0.1132, swav 0.0000 LR: 7.307e-02 Score 98.802 Data time: 0.1929, Forward time: 2.2669, Backward time: 2.4356, DDP time: 0.0047, Total iter time: 4.4015 [2020-11-08 06:51:05,463][root][INFO] - ===> Epoch[1473](1473/1): Loss -0.8351, Sem 0.0307, dir -0.9867, norm 0.1208, swav 0.0000 LR: 7.305e-02 Score 98.844 Data time: 0.1964, Forward time: 2.2667, Backward time: 2.4355, DDP time: 0.0047, Total iter time: 4.5523 [2020-11-08 06:51:10,252][root][INFO] - ===> Epoch[1474](1474/1): Loss -0.8301, Sem 0.0328, dir -0.9871, norm 0.1241, swav 0.0000 LR: 7.303e-02 Score 98.789 Data time: 0.2039, Forward time: 2.2667, Backward time: 2.4354, DDP time: 0.0047, Total iter time: 4.6818 [2020-11-08 06:51:15,486][root][INFO] - ===> Epoch[1475](1475/1): Loss -0.8402, Sem 0.0317, dir -0.9881, norm 0.1162, swav 0.0000 LR: 7.301e-02 Score 98.822 Data time: 0.1980, Forward time: 2.2665, Backward time: 2.4357, DDP time: 0.0047, Total iter time: 5.1237 [2020-11-08 06:51:20,126][root][INFO] - ===> Epoch[1476](1476/1): Loss -0.8419, Sem 0.0308, dir -0.9880, norm 0.1152, swav 0.0000 LR: 7.299e-02 Score 98.842 Data time: 0.2022, Forward time: 2.2664, Backward time: 2.4355, DDP time: 0.0047, Total iter time: 4.5152 [2020-11-08 06:51:25,073][root][INFO] - ===> Epoch[1477](1477/1): Loss -0.8288, Sem 0.0326, dir -0.9847, norm 0.1232, swav 0.0000 LR: 7.298e-02 Score 98.766 Data time: 0.1942, Forward time: 2.2662, Backward time: 2.4356, DDP time: 0.0047, Total iter time: 4.8137 [2020-11-08 06:51:29,956][root][INFO] - ===> Epoch[1478](1478/1): Loss -0.8425, Sem 0.0324, dir -0.9877, norm 0.1128, swav 0.0000 LR: 7.296e-02 Score 98.783 Data time: 0.2246, Forward time: 2.2663, Backward time: 2.4353, DDP time: 0.0047, Total iter time: 4.7649 [2020-11-08 06:51:34,828][root][INFO] - ===> Epoch[1479](1479/1): Loss -0.8486, Sem 0.0325, dir -0.9889, norm 0.1078, swav 0.0000 LR: 7.294e-02 Score 98.768 Data time: 0.2269, Forward time: 2.2665, Backward time: 2.4350, DDP time: 0.0047, Total iter time: 4.7468 [2020-11-08 06:51:40,454][root][INFO] - ===> Epoch[1480](1480/1): Loss -0.8463, Sem 0.0312, dir -0.9880, norm 0.1105, swav 0.0000 LR: 7.292e-02 Score 98.825 Data time: 0.1986, Forward time: 2.2664, Backward time: 2.4355, DDP time: 0.0047, Total iter time: 5.5057 [2020-11-08 06:51:45,576][root][INFO] - ===> Epoch[1481](1481/1): Loss -0.8353, Sem 0.0308, dir -0.9854, norm 0.1194, swav 0.0000 LR: 7.290e-02 Score 98.844 Data time: 0.2389, Forward time: 2.2664, Backward time: 2.4355, DDP time: 0.0047, Total iter time: 4.9913 [2020-11-08 06:51:50,537][root][INFO] - ===> Epoch[1482](1482/1): Loss -0.8362, Sem 0.0322, dir -0.9872, norm 0.1187, swav 0.0000 LR: 7.288e-02 Score 98.799 Data time: 0.2331, Forward time: 2.2666, Backward time: 2.4352, DDP time: 0.0047, Total iter time: 4.8355 [2020-11-08 06:51:56,533][root][INFO] - ===> Epoch[1483](1483/1): Loss -0.8453, Sem 0.0325, dir -0.9883, norm 0.1106, swav 0.0000 LR: 7.286e-02 Score 98.781 Data time: 0.3052, Forward time: 2.2671, Backward time: 2.4352, DDP time: 0.0047, Total iter time: 5.8636 [2020-11-08 06:52:01,175][root][INFO] - ===> Epoch[1484](1484/1): Loss -0.8493, Sem 0.0315, dir -0.9886, norm 0.1078, swav 0.0000 LR: 7.285e-02 Score 98.808 Data time: 0.1928, Forward time: 2.2671, Backward time: 2.4350, DDP time: 0.0047, Total iter time: 4.4985 [2020-11-08 06:52:05,966][root][INFO] - ===> Epoch[1485](1485/1): Loss -0.8424, Sem 0.0326, dir -0.9868, norm 0.1119, swav 0.0000 LR: 7.283e-02 Score 98.778 Data time: 0.2390, Forward time: 2.2672, Backward time: 2.4347, DDP time: 0.0047, Total iter time: 4.6806 [2020-11-08 06:52:10,711][root][INFO] - ===> Epoch[1486](1486/1): Loss -0.8532, Sem 0.0294, dir -0.9892, norm 0.1066, swav 0.0000 LR: 7.281e-02 Score 98.887 Data time: 0.2094, Forward time: 2.2673, Backward time: 2.4343, DDP time: 0.0047, Total iter time: 4.6015 [2020-11-08 06:52:15,196][root][INFO] - ===> Epoch[1487](1487/1): Loss -0.8492, Sem 0.0328, dir -0.9879, norm 0.1058, swav 0.0000 LR: 7.279e-02 Score 98.756 Data time: 0.2305, Forward time: 2.2672, Backward time: 2.4341, DDP time: 0.0047, Total iter time: 4.3600 [2020-11-08 06:52:20,130][root][INFO] - ===> Epoch[1488](1488/1): Loss -0.8321, Sem 0.0319, dir -0.9851, norm 0.1211, swav 0.0000 LR: 7.277e-02 Score 98.809 Data time: 0.1913, Forward time: 2.2670, Backward time: 2.4342, DDP time: 0.0047, Total iter time: 4.8260 [2020-11-08 06:52:24,906][root][INFO] - ===> Epoch[1489](1489/1): Loss -0.8051, Sem 0.0308, dir -0.9803, norm 0.1443, swav 0.0000 LR: 7.275e-02 Score 98.819 Data time: 0.1961, Forward time: 2.2668, Backward time: 2.4341, DDP time: 0.0047, Total iter time: 4.6455 [2020-11-08 06:52:30,038][root][INFO] - ===> Epoch[1490](1490/1): Loss -0.8416, Sem 0.0314, dir -0.9879, norm 0.1149, swav 0.0000 LR: 7.273e-02 Score 98.823 Data time: 0.2171, Forward time: 2.2669, Backward time: 2.4341, DDP time: 0.0047, Total iter time: 5.0261 [2020-11-08 06:52:35,106][root][INFO] - ===> Epoch[1491](1491/1): Loss -0.8366, Sem 0.0340, dir -0.9873, norm 0.1167, swav 0.0000 LR: 7.272e-02 Score 98.760 Data time: 0.2601, Forward time: 2.2669, Backward time: 2.4340, DDP time: 0.0047, Total iter time: 4.9523 [2020-11-08 06:52:40,621][root][INFO] - ===> Epoch[1492](1492/1): Loss -0.8224, Sem 0.0324, dir -0.9827, norm 0.1279, swav 0.0000 LR: 7.270e-02 Score 98.804 Data time: 0.2663, Forward time: 2.2673, Backward time: 2.4339, DDP time: 0.0047, Total iter time: 5.3903 [2020-11-08 06:52:45,915][root][INFO] - ===> Epoch[1493](1493/1): Loss -0.8288, Sem 0.0317, dir -0.9857, norm 0.1253, swav 0.0000 LR: 7.268e-02 Score 98.812 Data time: 0.2849, Forward time: 2.2676, Backward time: 2.4337, DDP time: 0.0047, Total iter time: 5.1585 [2020-11-08 06:52:51,053][root][INFO] - ===> Epoch[1494](1494/1): Loss -0.8361, Sem 0.0317, dir -0.9873, norm 0.1195, swav 0.0000 LR: 7.266e-02 Score 98.815 Data time: 0.2051, Forward time: 2.2676, Backward time: 2.4337, DDP time: 0.0047, Total iter time: 5.0168 [2020-11-08 06:52:56,803][root][INFO] - ===> Epoch[1495](1495/1): Loss -0.8113, Sem 0.0325, dir -0.9832, norm 0.1394, swav 0.0000 LR: 7.264e-02 Score 98.788 Data time: 0.1967, Forward time: 2.2674, Backward time: 2.4343, DDP time: 0.0047, Total iter time: 5.6312 [2020-11-08 06:53:01,716][root][INFO] - ===> Epoch[1496](1496/1): Loss -0.8331, Sem 0.0324, dir -0.9860, norm 0.1205, swav 0.0000 LR: 7.262e-02 Score 98.786 Data time: 0.2267, Forward time: 2.2676, Backward time: 2.4341, DDP time: 0.0047, Total iter time: 4.8041 [2020-11-08 06:53:06,623][root][INFO] - ===> Epoch[1497](1497/1): Loss -0.8436, Sem 0.0339, dir -0.9886, norm 0.1111, swav 0.0000 LR: 7.260e-02 Score 98.728 Data time: 0.2144, Forward time: 2.2675, Backward time: 2.4340, DDP time: 0.0047, Total iter time: 4.7800 [2020-11-08 06:53:11,546][root][INFO] - ===> Epoch[1498](1498/1): Loss -0.8257, Sem 0.0311, dir -0.9859, norm 0.1291, swav 0.0000 LR: 7.258e-02 Score 98.826 Data time: 0.2255, Forward time: 2.2675, Backward time: 2.4339, DDP time: 0.0047, Total iter time: 4.7782 [2020-11-08 06:53:16,644][root][INFO] - ===> Epoch[1499](1499/1): Loss -0.8045, Sem 0.0327, dir -0.9816, norm 0.1444, swav 0.0000 LR: 7.257e-02 Score 98.759 Data time: 0.2473, Forward time: 2.2678, Backward time: 2.4336, DDP time: 0.0047, Total iter time: 4.9652 [2020-11-08 06:53:21,636][root][INFO] - ===> Epoch[1500](1500/1): Loss -0.8318, Sem 0.0322, dir -0.9855, norm 0.1216, swav 0.0000 LR: 7.255e-02 Score 98.802 Data time: 0.2109, Forward time: 2.2678, Backward time: 2.4336, DDP time: 0.0047, Total iter time: 4.8632 [2020-11-08 06:53:22,279][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 06:53:22,498][root][INFO] - ===> Start testing [2020-11-08 06:54:51,164][root][INFO] - 101/312: Data time: 0.0060, Iter time: 0.3076 Loss 1.851 (AVG: 2.298) Score 77.911 (AVG: 73.380) mIOU 28.569 mAP 39.806 mAcc 39.623 IOU: 69.333 93.607 20.891 42.719 65.593 37.137 42.526 28.009 7.581 28.677 16.830 18.288 28.810 34.179 15.011 0.000 0.000 12.045 0.000 10.150 mAP: 71.854 95.078 27.517 41.702 64.655 61.529 52.883 38.412 18.549 44.322 36.022 33.773 45.024 43.645 38.865 11.479 6.107 30.710 11.561 22.434 mAcc: 89.285 98.518 29.845 45.355 82.595 45.508 60.002 40.411 8.681 40.859 25.210 48.836 55.502 49.522 39.013 0.000 0.000 20.012 0.000 13.306 [2020-11-08 06:56:22,120][root][INFO] - 201/312: Data time: 0.0095, Iter time: 0.1262 Loss 1.029 (AVG: 2.387) Score 82.664 (AVG: 72.532) mIOU 29.003 mAP 39.611 mAcc 39.926 IOU: 69.090 93.549 24.266 41.627 60.294 39.397 38.421 28.911 7.655 38.093 16.823 17.081 30.119 37.806 16.247 0.000 0.000 11.078 0.000 9.596 mAP: 69.885 94.196 28.979 43.346 65.121 64.191 48.615 40.339 17.954 41.565 34.709 29.341 44.250 46.688 37.982 10.453 5.813 30.508 13.880 24.406 mAcc: 89.660 98.364 34.858 44.509 76.578 48.266 61.371 41.893 8.849 51.789 28.805 42.452 50.649 53.872 35.005 0.000 0.000 19.158 0.000 12.442 [2020-11-08 06:57:49,740][root][INFO] - 301/312: Data time: 0.0083, Iter time: 0.2901 Loss 1.265 (AVG: 2.402) Score 85.259 (AVG: 72.774) mIOU 28.999 mAP 39.923 mAcc 40.116 IOU: 69.681 93.471 24.455 47.938 60.621 38.848 39.815 28.044 7.752 38.158 17.762 17.551 27.369 33.976 14.785 0.000 0.000 10.345 0.000 9.415 mAP: 70.883 94.399 29.893 49.467 66.163 64.218 49.427 39.804 19.110 42.587 33.367 32.977 43.300 46.674 31.358 8.591 5.933 32.691 12.065 25.550 mAcc: 90.131 98.467 35.790 52.194 77.916 48.037 60.953 41.207 8.875 51.847 30.596 44.054 49.341 50.685 33.410 0.000 0.000 17.106 0.000 11.712 [2020-11-08 06:58:00,612][root][INFO] - 312/312: Data time: 0.0032, Iter time: 0.2637 Loss 1.904 (AVG: 2.408) Score 72.444 (AVG: 72.666) mIOU 28.828 mAP 39.880 mAcc 39.866 IOU: 69.618 93.471 24.132 45.304 61.011 39.211 39.367 28.346 7.705 38.385 17.550 17.151 27.313 33.665 14.182 0.000 0.000 10.574 0.000 9.581 mAP: 70.719 94.480 29.712 48.483 66.283 63.605 49.378 40.215 19.145 43.911 33.273 33.233 42.955 46.863 29.788 8.591 5.933 33.135 12.065 25.833 mAcc: 90.128 98.490 35.414 49.119 78.176 48.570 61.097 41.352 8.784 51.662 30.351 44.039 48.657 50.641 31.189 0.000 0.000 17.637 0.000 12.021 [2020-11-08 06:58:00,614][root][INFO] - Finished test. Elapsed time: 278.1132 [2020-11-08 06:58:14,853][root][INFO] - [2020-11-08 06:58:14,854][root][INFO] - ################################################################ [2020-11-08 06:58:14,854][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 06:58:14,854][root][INFO] - ################################################################ [2020-11-08 06:58:14,854][root][INFO] - cabinet : 0.010 0.034 0.123 [2020-11-08 06:58:14,854][root][INFO] - bed : 0.183 0.357 0.428 [2020-11-08 06:58:14,854][root][INFO] - chair : 0.459 0.642 0.745 [2020-11-08 06:58:14,854][root][INFO] - sofa : 0.158 0.361 0.504 [2020-11-08 06:58:14,854][root][INFO] - table : 0.077 0.162 0.278 [2020-11-08 06:58:14,854][root][INFO] - door : 0.071 0.145 0.261 [2020-11-08 06:58:14,854][root][INFO] - window : 0.000 0.001 0.018 [2020-11-08 06:58:14,854][root][INFO] - bookshelf : 0.008 0.028 0.156 [2020-11-08 06:58:14,854][root][INFO] - picture : 0.053 0.121 0.213 [2020-11-08 06:58:14,854][root][INFO] - counter : 0.000 0.004 0.082 [2020-11-08 06:58:14,854][root][INFO] - desk : 0.009 0.042 0.282 [2020-11-08 06:58:14,854][root][INFO] - curtain : 0.020 0.065 0.164 [2020-11-08 06:58:14,854][root][INFO] - refrigerator : 0.037 0.075 0.154 [2020-11-08 06:58:14,854][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 06:58:14,855][root][INFO] - toilet : 0.000 0.000 0.000 [2020-11-08 06:58:14,855][root][INFO] - sink : 0.000 0.001 0.061 [2020-11-08 06:58:14,855][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-08 06:58:14,855][root][INFO] - otherfurniture : 0.062 0.096 0.165 [2020-11-08 06:58:14,855][root][INFO] - ---------------------------------------------------------------- [2020-11-08 06:58:14,855][root][INFO] - average : 0.064 0.118 0.202 [2020-11-08 06:58:14,855][root][INFO] - [2020-11-08 06:58:15,156][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 06:58:15,929][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 06:58:16,163][root][INFO] - Current best mIoU: 28.828 at iter 1500 [2020-11-08 06:58:20,586][root][INFO] - ===> Epoch[1501](1501/1): Loss -0.8360, Sem 0.0323, dir -0.9856, norm 0.1173, swav 0.0000 LR: 7.253e-02 Score 98.795 Data time: 0.2280, Forward time: 2.2677, Backward time: 2.4333, DDP time: 0.0047, Total iter time: 4.4179 [2020-11-08 06:58:25,506][root][INFO] - ===> Epoch[1502](1502/1): Loss -0.8121, Sem 0.0329, dir -0.9835, norm 0.1385, swav 0.0000 LR: 7.251e-02 Score 98.778 Data time: 0.2331, Forward time: 2.2679, Backward time: 2.4331, DDP time: 0.0047, Total iter time: 4.7973 [2020-11-08 06:58:30,302][root][INFO] - ===> Epoch[1503](1503/1): Loss -0.8166, Sem 0.0319, dir -0.9835, norm 0.1350, swav 0.0000 LR: 7.249e-02 Score 98.810 Data time: 0.2330, Forward time: 2.2679, Backward time: 2.4328, DDP time: 0.0047, Total iter time: 4.6943 [2020-11-08 06:58:35,145][root][INFO] - ===> Epoch[1504](1504/1): Loss -0.8363, Sem 0.0323, dir -0.9873, norm 0.1187, swav 0.0000 LR: 7.247e-02 Score 98.796 Data time: 0.1955, Forward time: 2.2678, Backward time: 2.4328, DDP time: 0.0047, Total iter time: 4.7097 [2020-11-08 06:58:40,485][root][INFO] - ===> Epoch[1505](1505/1): Loss -0.8175, Sem 0.0335, dir -0.9828, norm 0.1318, swav 0.0000 LR: 7.245e-02 Score 98.757 Data time: 0.2368, Forward time: 2.2679, Backward time: 2.4328, DDP time: 0.0047, Total iter time: 5.2088 [2020-11-08 06:58:45,704][root][INFO] - ===> Epoch[1506](1506/1): Loss -0.8070, Sem 0.0330, dir -0.9824, norm 0.1425, swav 0.0000 LR: 7.244e-02 Score 98.783 Data time: 0.2097, Forward time: 2.2679, Backward time: 2.4329, DDP time: 0.0047, Total iter time: 5.0916 [2020-11-08 06:58:50,633][root][INFO] - ===> Epoch[1507](1507/1): Loss -0.8552, Sem 0.0320, dir -0.9898, norm 0.1026, swav 0.0000 LR: 7.242e-02 Score 98.793 Data time: 0.1845, Forward time: 2.2677, Backward time: 2.4330, DDP time: 0.0047, Total iter time: 4.7938 [2020-11-08 06:58:55,880][root][INFO] - ===> Epoch[1508](1508/1): Loss -0.8319, Sem 0.0313, dir -0.9845, norm 0.1212, swav 0.0000 LR: 7.240e-02 Score 98.829 Data time: 0.2035, Forward time: 2.2676, Backward time: 2.4332, DDP time: 0.0047, Total iter time: 5.1474 [2020-11-08 06:59:00,406][root][INFO] - ===> Epoch[1509](1509/1): Loss -0.8288, Sem 0.0318, dir -0.9850, norm 0.1244, swav 0.0000 LR: 7.238e-02 Score 98.799 Data time: 0.2050, Forward time: 2.2674, Backward time: 2.4330, DDP time: 0.0047, Total iter time: 4.4076 [2020-11-08 06:59:05,371][root][INFO] - ===> Epoch[1510](1510/1): Loss -0.8483, Sem 0.0310, dir -0.9893, norm 0.1100, swav 0.0000 LR: 7.236e-02 Score 98.831 Data time: 0.2145, Forward time: 2.2674, Backward time: 2.4330, DDP time: 0.0047, Total iter time: 4.8581 [2020-11-08 06:59:10,844][root][INFO] - ===> Epoch[1511](1511/1): Loss -0.8268, Sem 0.0324, dir -0.9858, norm 0.1265, swav 0.0000 LR: 7.234e-02 Score 98.785 Data time: 0.2420, Forward time: 2.2676, Backward time: 2.4330, DDP time: 0.0047, Total iter time: 5.3190 [2020-11-08 06:59:16,643][root][INFO] - ===> Epoch[1512](1512/1): Loss -0.8371, Sem 0.0303, dir -0.9874, norm 0.1201, swav 0.0000 LR: 7.232e-02 Score 98.873 Data time: 0.2007, Forward time: 2.2674, Backward time: 2.4336, DDP time: 0.0047, Total iter time: 5.6608 [2020-11-08 06:59:21,204][root][INFO] - ===> Epoch[1513](1513/1): Loss -0.8361, Sem 0.0338, dir -0.9896, norm 0.1198, swav 0.0000 LR: 7.230e-02 Score 98.728 Data time: 0.2279, Forward time: 2.2675, Backward time: 2.4333, DDP time: 0.0047, Total iter time: 4.4529 [2020-11-08 06:59:26,272][root][INFO] - ===> Epoch[1514](1514/1): Loss -0.8293, Sem 0.0312, dir -0.9849, norm 0.1244, swav 0.0000 LR: 7.229e-02 Score 98.831 Data time: 0.2419, Forward time: 2.2676, Backward time: 2.4331, DDP time: 0.0047, Total iter time: 4.9399 [2020-11-08 06:59:32,134][root][INFO] - ===> Epoch[1515](1515/1): Loss -0.8125, Sem 0.0308, dir -0.9822, norm 0.1390, swav 0.0000 LR: 7.227e-02 Score 98.857 Data time: 0.2968, Forward time: 2.2681, Backward time: 2.4331, DDP time: 0.0047, Total iter time: 5.7368 [2020-11-08 06:59:37,046][root][INFO] - ===> Epoch[1516](1516/1): Loss -0.8403, Sem 0.0326, dir -0.9878, norm 0.1149, swav 0.0000 LR: 7.225e-02 Score 98.776 Data time: 0.2709, Forward time: 2.2683, Backward time: 2.4328, DDP time: 0.0047, Total iter time: 4.7718 [2020-11-08 06:59:42,121][root][INFO] - ===> Epoch[1517](1517/1): Loss -0.8244, Sem 0.0341, dir -0.9860, norm 0.1274, swav 0.0000 LR: 7.223e-02 Score 98.761 Data time: 0.2421, Forward time: 2.2685, Backward time: 2.4326, DDP time: 0.0047, Total iter time: 4.9522 [2020-11-08 06:59:47,436][root][INFO] - ===> Epoch[1518](1518/1): Loss -0.8377, Sem 0.0313, dir -0.9870, norm 0.1179, swav 0.0000 LR: 7.221e-02 Score 98.845 Data time: 0.2567, Forward time: 2.2688, Backward time: 2.4324, DDP time: 0.0047, Total iter time: 5.2035 [2020-11-08 06:59:51,881][root][INFO] - ===> Epoch[1519](1519/1): Loss -0.8364, Sem 0.0323, dir -0.9871, norm 0.1184, swav 0.0000 LR: 7.219e-02 Score 98.788 Data time: 0.2113, Forward time: 2.2688, Backward time: 2.4320, DDP time: 0.0047, Total iter time: 4.3028 [2020-11-08 06:59:57,268][root][INFO] - ===> Epoch[1520](1520/1): Loss -0.8342, Sem 0.0313, dir -0.9872, norm 0.1217, swav 0.0000 LR: 7.217e-02 Score 98.809 Data time: 0.2728, Forward time: 2.2689, Backward time: 2.4321, DDP time: 0.0047, Total iter time: 5.2656 [2020-11-08 07:00:02,220][root][INFO] - ===> Epoch[1521](1521/1): Loss -0.8295, Sem 0.0298, dir -0.9871, norm 0.1278, swav 0.0000 LR: 7.216e-02 Score 98.889 Data time: 0.1984, Forward time: 2.2688, Backward time: 2.4321, DDP time: 0.0047, Total iter time: 4.8270 [2020-11-08 07:00:07,477][root][INFO] - ===> Epoch[1522](1522/1): Loss -0.8379, Sem 0.0315, dir -0.9878, norm 0.1184, swav 0.0000 LR: 7.214e-02 Score 98.834 Data time: 0.2521, Forward time: 2.2690, Backward time: 2.4320, DDP time: 0.0047, Total iter time: 5.1383 [2020-11-08 07:00:12,752][root][INFO] - ===> Epoch[1523](1523/1): Loss -0.8512, Sem 0.0347, dir -0.9890, norm 0.1032, swav 0.0000 LR: 7.212e-02 Score 98.741 Data time: 0.2535, Forward time: 2.2693, Backward time: 2.4318, DDP time: 0.0047, Total iter time: 5.1480 [2020-11-08 07:00:17,513][root][INFO] - ===> Epoch[1524](1524/1): Loss -0.8508, Sem 0.0323, dir -0.9895, norm 0.1064, swav 0.0000 LR: 7.210e-02 Score 98.783 Data time: 0.2517, Forward time: 2.2693, Backward time: 2.4316, DDP time: 0.0047, Total iter time: 4.6295 [2020-11-08 07:00:22,639][root][INFO] - ===> Epoch[1525](1525/1): Loss -0.8517, Sem 0.0303, dir -0.9891, norm 0.1071, swav 0.0000 LR: 7.208e-02 Score 98.877 Data time: 0.1727, Forward time: 2.2690, Backward time: 2.4319, DDP time: 0.0047, Total iter time: 5.0147 [2020-11-08 07:00:27,566][root][INFO] - ===> Epoch[1526](1526/1): Loss -0.8615, Sem 0.0315, dir -0.9911, norm 0.0981, swav 0.0000 LR: 7.206e-02 Score 98.832 Data time: 0.2255, Forward time: 2.2688, Backward time: 2.4320, DDP time: 0.0047, Total iter time: 4.8251 [2020-11-08 07:00:32,550][root][INFO] - ===> Epoch[1527](1527/1): Loss -0.8533, Sem 0.0329, dir -0.9897, norm 0.1036, swav 0.0000 LR: 7.204e-02 Score 98.769 Data time: 0.2153, Forward time: 2.2688, Backward time: 2.4319, DDP time: 0.0047, Total iter time: 4.8902 [2020-11-08 07:00:37,850][root][INFO] - ===> Epoch[1528](1528/1): Loss -0.8516, Sem 0.0322, dir -0.9883, norm 0.1045, swav 0.0000 LR: 7.202e-02 Score 98.791 Data time: 0.2101, Forward time: 2.2689, Backward time: 2.4320, DDP time: 0.0047, Total iter time: 5.1736 [2020-11-08 07:00:42,677][root][INFO] - ===> Epoch[1529](1529/1): Loss -0.8517, Sem 0.0325, dir -0.9890, norm 0.1049, swav 0.0000 LR: 7.201e-02 Score 98.791 Data time: 0.2160, Forward time: 2.2688, Backward time: 2.4319, DDP time: 0.0047, Total iter time: 4.7105 [2020-11-08 07:00:47,677][root][INFO] - ===> Epoch[1530](1530/1): Loss -0.8453, Sem 0.0312, dir -0.9869, norm 0.1105, swav 0.0000 LR: 7.199e-02 Score 98.837 Data time: 0.2296, Forward time: 2.2687, Backward time: 2.4320, DDP time: 0.0047, Total iter time: 4.9026 [2020-11-08 07:00:52,553][root][INFO] - ===> Epoch[1531](1531/1): Loss -0.8330, Sem 0.0310, dir -0.9858, norm 0.1217, swav 0.0000 LR: 7.197e-02 Score 98.817 Data time: 0.2403, Forward time: 2.2689, Backward time: 2.4317, DDP time: 0.0047, Total iter time: 4.7904 [2020-11-08 07:00:57,881][root][INFO] - ===> Epoch[1532](1532/1): Loss -0.8409, Sem 0.0305, dir -0.9880, norm 0.1166, swav 0.0000 LR: 7.195e-02 Score 98.853 Data time: 0.1980, Forward time: 2.2689, Backward time: 2.4318, DDP time: 0.0047, Total iter time: 5.2072 [2020-11-08 07:01:02,478][root][INFO] - ===> Epoch[1533](1533/1): Loss -0.8442, Sem 0.0321, dir -0.9873, norm 0.1110, swav 0.0000 LR: 7.193e-02 Score 98.789 Data time: 0.1946, Forward time: 2.2687, Backward time: 2.4317, DDP time: 0.0047, Total iter time: 4.4895 [2020-11-08 07:01:07,726][root][INFO] - ===> Epoch[1534](1534/1): Loss -0.8470, Sem 0.0319, dir -0.9891, norm 0.1103, swav 0.0000 LR: 7.191e-02 Score 98.805 Data time: 0.2160, Forward time: 2.2687, Backward time: 2.4318, DDP time: 0.0047, Total iter time: 5.1385 [2020-11-08 07:01:12,453][root][INFO] - ===> Epoch[1535](1535/1): Loss -0.8627, Sem 0.0320, dir -0.9906, norm 0.0959, swav 0.0000 LR: 7.189e-02 Score 98.787 Data time: 0.2026, Forward time: 2.2686, Backward time: 2.4318, DDP time: 0.0047, Total iter time: 4.6049 [2020-11-08 07:01:17,045][root][INFO] - ===> Epoch[1536](1536/1): Loss -0.8521, Sem 0.0335, dir -0.9902, norm 0.1045, swav 0.0000 LR: 7.188e-02 Score 98.800 Data time: 0.1990, Forward time: 2.2685, Backward time: 2.4315, DDP time: 0.0047, Total iter time: 4.4914 [2020-11-08 07:01:22,341][root][INFO] - ===> Epoch[1537](1537/1): Loss -0.8431, Sem 0.0328, dir -0.9890, norm 0.1131, swav 0.0000 LR: 7.186e-02 Score 98.776 Data time: 0.1850, Forward time: 2.2683, Backward time: 2.4318, DDP time: 0.0047, Total iter time: 5.1701 [2020-11-08 07:01:27,313][root][INFO] - ===> Epoch[1538](1538/1): Loss -0.8455, Sem 0.0343, dir -0.9875, norm 0.1077, swav 0.0000 LR: 7.184e-02 Score 98.733 Data time: 0.1598, Forward time: 2.2679, Backward time: 2.4322, DDP time: 0.0047, Total iter time: 4.8639 [2020-11-08 07:01:32,859][root][INFO] - ===> Epoch[1539](1539/1): Loss -0.8431, Sem 0.0320, dir -0.9888, norm 0.1138, swav 0.0000 LR: 7.182e-02 Score 98.798 Data time: 0.2323, Forward time: 2.2681, Backward time: 2.4324, DDP time: 0.0047, Total iter time: 5.4363 [2020-11-08 07:01:38,492][root][INFO] - ===> Epoch[1540](1540/1): Loss -0.8475, Sem 0.0311, dir -0.9888, norm 0.1102, swav 0.0000 LR: 7.180e-02 Score 98.836 Data time: 0.2745, Forward time: 2.2684, Backward time: 2.4323, DDP time: 0.0047, Total iter time: 5.4954 [2020-11-08 07:01:43,410][root][INFO] - ===> Epoch[1541](1541/1): Loss -0.8543, Sem 0.0308, dir -0.9892, norm 0.1040, swav 0.0000 LR: 7.178e-02 Score 98.824 Data time: 0.2255, Forward time: 2.2686, Backward time: 2.4320, DDP time: 0.0047, Total iter time: 4.7743 [2020-11-08 07:01:48,139][root][INFO] - ===> Epoch[1542](1542/1): Loss -0.8342, Sem 0.0333, dir -0.9864, norm 0.1188, swav 0.0000 LR: 7.176e-02 Score 98.756 Data time: 0.1836, Forward time: 2.2683, Backward time: 2.4321, DDP time: 0.0047, Total iter time: 4.6007 [2020-11-08 07:01:53,469][root][INFO] - ===> Epoch[1543](1543/1): Loss -0.8337, Sem 0.0306, dir -0.9870, norm 0.1227, swav 0.0000 LR: 7.174e-02 Score 98.855 Data time: 0.2406, Forward time: 2.2685, Backward time: 2.4321, DDP time: 0.0047, Total iter time: 5.2210 [2020-11-08 07:01:58,213][root][INFO] - ===> Epoch[1544](1544/1): Loss -0.8344, Sem 0.0306, dir -0.9865, norm 0.1216, swav 0.0000 LR: 7.173e-02 Score 98.847 Data time: 0.2095, Forward time: 2.2685, Backward time: 2.4319, DDP time: 0.0047, Total iter time: 4.5948 [2020-11-08 07:02:03,061][root][INFO] - ===> Epoch[1545](1545/1): Loss -0.8130, Sem 0.0297, dir -0.9813, norm 0.1385, swav 0.0000 LR: 7.171e-02 Score 98.877 Data time: 0.2230, Forward time: 2.2685, Backward time: 2.4317, DDP time: 0.0047, Total iter time: 4.7225 [2020-11-08 07:02:07,728][root][INFO] - ===> Epoch[1546](1546/1): Loss -0.8273, Sem 0.0322, dir -0.9869, norm 0.1274, swav 0.0000 LR: 7.169e-02 Score 98.773 Data time: 0.2126, Forward time: 2.2685, Backward time: 2.4315, DDP time: 0.0047, Total iter time: 4.5175 [2020-11-08 07:02:12,750][root][INFO] - ===> Epoch[1547](1547/1): Loss -0.8353, Sem 0.0328, dir -0.9866, norm 0.1184, swav 0.0000 LR: 7.167e-02 Score 98.761 Data time: 0.1749, Forward time: 2.2682, Backward time: 2.4317, DDP time: 0.0047, Total iter time: 4.9030 [2020-11-08 07:02:18,778][root][INFO] - ===> Epoch[1548](1548/1): Loss -0.8192, Sem 0.0326, dir -0.9847, norm 0.1329, swav 0.0000 LR: 7.165e-02 Score 98.781 Data time: 0.2347, Forward time: 2.2680, Backward time: 2.4324, DDP time: 0.0047, Total iter time: 5.9368 [2020-11-08 07:02:24,184][root][INFO] - ===> Epoch[1549](1549/1): Loss -0.8319, Sem 0.0327, dir -0.9856, norm 0.1210, swav 0.0000 LR: 7.163e-02 Score 98.783 Data time: 0.2699, Forward time: 2.2682, Backward time: 2.4325, DDP time: 0.0047, Total iter time: 5.2888 [2020-11-08 07:02:29,121][root][INFO] - ===> Epoch[1550](1550/1): Loss -0.8408, Sem 0.0332, dir -0.9876, norm 0.1137, swav 0.0000 LR: 7.161e-02 Score 98.763 Data time: 0.2132, Forward time: 2.2681, Backward time: 2.4324, DDP time: 0.0047, Total iter time: 4.8133 [2020-11-08 07:02:34,384][root][INFO] - ===> Epoch[1551](1551/1): Loss -0.8200, Sem 0.0315, dir -0.9847, norm 0.1332, swav 0.0000 LR: 7.160e-02 Score 98.810 Data time: 0.2221, Forward time: 2.2682, Backward time: 2.4325, DDP time: 0.0047, Total iter time: 5.1483 [2020-11-08 07:02:39,375][root][INFO] - ===> Epoch[1552](1552/1): Loss -0.8136, Sem 0.0291, dir -0.9823, norm 0.1396, swav 0.0000 LR: 7.158e-02 Score 98.903 Data time: 0.2079, Forward time: 2.2681, Backward time: 2.4325, DDP time: 0.0047, Total iter time: 4.8758 [2020-11-08 07:02:44,530][root][INFO] - ===> Epoch[1553](1553/1): Loss -0.8450, Sem 0.0318, dir -0.9880, norm 0.1112, swav 0.0000 LR: 7.156e-02 Score 98.801 Data time: 0.2095, Forward time: 2.2681, Backward time: 2.4326, DDP time: 0.0047, Total iter time: 5.0406 [2020-11-08 07:02:49,614][root][INFO] - ===> Epoch[1554](1554/1): Loss -0.8458, Sem 0.0322, dir -0.9896, norm 0.1116, swav 0.0000 LR: 7.154e-02 Score 98.793 Data time: 0.1985, Forward time: 2.2680, Backward time: 2.4327, DDP time: 0.0047, Total iter time: 4.9595 [2020-11-08 07:02:54,408][root][INFO] - ===> Epoch[1555](1555/1): Loss -0.8327, Sem 0.0315, dir -0.9869, norm 0.1228, swav 0.0000 LR: 7.152e-02 Score 98.821 Data time: 0.2225, Forward time: 2.2680, Backward time: 2.4325, DDP time: 0.0047, Total iter time: 4.6838 [2020-11-08 07:02:59,422][root][INFO] - ===> Epoch[1556](1556/1): Loss -0.8310, Sem 0.0313, dir -0.9862, norm 0.1239, swav 0.0000 LR: 7.150e-02 Score 98.827 Data time: 0.2556, Forward time: 2.2682, Backward time: 2.4323, DDP time: 0.0047, Total iter time: 4.8820 [2020-11-08 07:03:04,140][root][INFO] - ===> Epoch[1557](1557/1): Loss -0.8408, Sem 0.0304, dir -0.9879, norm 0.1166, swav 0.0000 LR: 7.148e-02 Score 98.858 Data time: 0.2173, Forward time: 2.2682, Backward time: 2.4320, DDP time: 0.0047, Total iter time: 4.5909 [2020-11-08 07:03:09,260][root][INFO] - ===> Epoch[1558](1558/1): Loss -0.8394, Sem 0.0325, dir -0.9882, norm 0.1163, swav 0.0000 LR: 7.146e-02 Score 98.795 Data time: 0.2017, Forward time: 2.2681, Backward time: 2.4321, DDP time: 0.0047, Total iter time: 5.0010 [2020-11-08 07:03:14,413][root][INFO] - ===> Epoch[1559](1559/1): Loss -0.8195, Sem 0.0318, dir -0.9856, norm 0.1342, swav 0.0000 LR: 7.145e-02 Score 98.793 Data time: 0.2211, Forward time: 2.2680, Backward time: 2.4322, DDP time: 0.0047, Total iter time: 5.0569 [2020-11-08 07:03:19,267][root][INFO] - ===> Epoch[1560](1560/1): Loss -0.8406, Sem 0.0318, dir -0.9876, norm 0.1152, swav 0.0000 LR: 7.143e-02 Score 98.796 Data time: 0.2047, Forward time: 2.2680, Backward time: 2.4322, DDP time: 0.0047, Total iter time: 4.7304 [2020-11-08 07:03:24,206][root][INFO] - ===> Epoch[1561](1561/1): Loss -0.8516, Sem 0.0304, dir -0.9894, norm 0.1073, swav 0.0000 LR: 7.141e-02 Score 98.859 Data time: 0.2341, Forward time: 2.2681, Backward time: 2.4319, DDP time: 0.0047, Total iter time: 4.8191 [2020-11-08 07:03:29,082][root][INFO] - ===> Epoch[1562](1562/1): Loss -0.8620, Sem 0.0322, dir -0.9916, norm 0.0974, swav 0.0000 LR: 7.139e-02 Score 98.771 Data time: 0.2021, Forward time: 2.2680, Backward time: 2.4319, DDP time: 0.0047, Total iter time: 4.7379 [2020-11-08 07:03:35,195][root][INFO] - ===> Epoch[1563](1563/1): Loss -0.8404, Sem 0.0308, dir -0.9879, norm 0.1167, swav 0.0000 LR: 7.137e-02 Score 98.851 Data time: 0.2178, Forward time: 2.2680, Backward time: 2.4325, DDP time: 0.0047, Total iter time: 5.9701 [2020-11-08 07:03:39,943][root][INFO] - ===> Epoch[1564](1564/1): Loss -0.8235, Sem 0.0309, dir -0.9856, norm 0.1312, swav 0.0000 LR: 7.135e-02 Score 98.836 Data time: 0.2468, Forward time: 2.2680, Backward time: 2.4323, DDP time: 0.0047, Total iter time: 4.6125 [2020-11-08 07:03:45,270][root][INFO] - ===> Epoch[1565](1565/1): Loss -0.8308, Sem 0.0330, dir -0.9879, norm 0.1241, swav 0.0000 LR: 7.133e-02 Score 98.760 Data time: 0.2218, Forward time: 2.2679, Backward time: 2.4325, DDP time: 0.0047, Total iter time: 5.2253 [2020-11-08 07:03:50,419][root][INFO] - ===> Epoch[1566](1566/1): Loss -0.8610, Sem 0.0288, dir -0.9898, norm 0.1000, swav 0.0000 LR: 7.132e-02 Score 98.909 Data time: 0.2508, Forward time: 2.2679, Backward time: 2.4325, DDP time: 0.0047, Total iter time: 5.0369 [2020-11-08 07:03:56,205][root][INFO] - ===> Epoch[1567](1567/1): Loss -0.8300, Sem 0.0304, dir -0.9843, norm 0.1239, swav 0.0000 LR: 7.130e-02 Score 98.847 Data time: 0.2261, Forward time: 2.2680, Backward time: 2.4329, DDP time: 0.0047, Total iter time: 5.6719 [2020-11-08 07:04:00,986][root][INFO] - ===> Epoch[1568](1568/1): Loss -0.8269, Sem 0.0322, dir -0.9872, norm 0.1281, swav 0.0000 LR: 7.128e-02 Score 98.797 Data time: 0.2093, Forward time: 2.2680, Backward time: 2.4327, DDP time: 0.0047, Total iter time: 4.6501 [2020-11-08 07:04:05,818][root][INFO] - ===> Epoch[1569](1569/1): Loss -0.8512, Sem 0.0312, dir -0.9894, norm 0.1070, swav 0.0000 LR: 7.126e-02 Score 98.841 Data time: 0.2360, Forward time: 2.2681, Backward time: 2.4324, DDP time: 0.0047, Total iter time: 4.7234 [2020-11-08 07:04:10,609][root][INFO] - ===> Epoch[1570](1570/1): Loss -0.8338, Sem 0.0318, dir -0.9874, norm 0.1218, swav 0.0000 LR: 7.124e-02 Score 98.811 Data time: 0.2287, Forward time: 2.2682, Backward time: 2.4322, DDP time: 0.0047, Total iter time: 4.6684 [2020-11-08 07:04:15,133][root][INFO] - ===> Epoch[1571](1571/1): Loss -0.8319, Sem 0.0324, dir -0.9857, norm 0.1214, swav 0.0000 LR: 7.122e-02 Score 98.790 Data time: 0.2163, Forward time: 2.2681, Backward time: 2.4319, DDP time: 0.0047, Total iter time: 4.3995 [2020-11-08 07:04:20,502][root][INFO] - ===> Epoch[1572](1572/1): Loss -0.8472, Sem 0.0331, dir -0.9886, norm 0.1083, swav 0.0000 LR: 7.120e-02 Score 98.778 Data time: 0.2565, Forward time: 2.2684, Backward time: 2.4318, DDP time: 0.0047, Total iter time: 5.2660 [2020-11-08 07:04:25,363][root][INFO] - ===> Epoch[1573](1573/1): Loss -0.8356, Sem 0.0318, dir -0.9869, norm 0.1195, swav 0.0000 LR: 7.118e-02 Score 98.803 Data time: 0.2360, Forward time: 2.2686, Backward time: 2.4315, DDP time: 0.0047, Total iter time: 4.7405 [2020-11-08 07:04:30,639][root][INFO] - ===> Epoch[1574](1574/1): Loss -0.8180, Sem 0.0293, dir -0.9841, norm 0.1368, swav 0.0000 LR: 7.117e-02 Score 98.883 Data time: 0.2695, Forward time: 2.2689, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 5.1512 [2020-11-08 07:04:36,008][root][INFO] - ===> Epoch[1575](1575/1): Loss -0.8479, Sem 0.0319, dir -0.9878, norm 0.1080, swav 0.0000 LR: 7.115e-02 Score 98.803 Data time: 0.2387, Forward time: 2.2689, Backward time: 2.4314, DDP time: 0.0047, Total iter time: 5.2114 [2020-11-08 07:04:40,845][root][INFO] - ===> Epoch[1576](1576/1): Loss -0.8461, Sem 0.0300, dir -0.9881, norm 0.1120, swav 0.0000 LR: 7.113e-02 Score 98.876 Data time: 0.2113, Forward time: 2.2689, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 4.7227 [2020-11-08 07:04:45,955][root][INFO] - ===> Epoch[1577](1577/1): Loss -0.7997, Sem 0.0315, dir -0.9780, norm 0.1468, swav 0.0000 LR: 7.111e-02 Score 98.813 Data time: 0.2123, Forward time: 2.2689, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 4.9984 [2020-11-08 07:04:51,136][root][INFO] - ===> Epoch[1578](1578/1): Loss -0.8411, Sem 0.0311, dir -0.9879, norm 0.1157, swav 0.0000 LR: 7.109e-02 Score 98.828 Data time: 0.2371, Forward time: 2.2690, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 5.0614 [2020-11-08 07:04:56,034][root][INFO] - ===> Epoch[1579](1579/1): Loss -0.8301, Sem 0.0324, dir -0.9875, norm 0.1250, swav 0.0000 LR: 7.107e-02 Score 98.781 Data time: 0.1510, Forward time: 2.2685, Backward time: 2.4316, DDP time: 0.0047, Total iter time: 4.7747 [2020-11-08 07:05:01,157][root][INFO] - ===> Epoch[1580](1580/1): Loss -0.8154, Sem 0.0309, dir -0.9837, norm 0.1374, swav 0.0000 LR: 7.105e-02 Score 98.855 Data time: 0.2381, Forward time: 2.2687, Backward time: 2.4315, DDP time: 0.0047, Total iter time: 5.0118 [2020-11-08 07:05:05,873][root][INFO] - ===> Epoch[1581](1581/1): Loss -0.8498, Sem 0.0292, dir -0.9873, norm 0.1084, swav 0.0000 LR: 7.103e-02 Score 98.896 Data time: 0.2265, Forward time: 2.2688, Backward time: 2.4311, DDP time: 0.0047, Total iter time: 4.5806 [2020-11-08 07:05:10,887][root][INFO] - ===> Epoch[1582](1582/1): Loss -0.8450, Sem 0.0302, dir -0.9875, norm 0.1123, swav 0.0000 LR: 7.102e-02 Score 98.891 Data time: 0.2163, Forward time: 2.2686, Backward time: 2.4312, DDP time: 0.0047, Total iter time: 4.8837 [2020-11-08 07:05:15,944][root][INFO] - ===> Epoch[1583](1583/1): Loss -0.8219, Sem 0.0313, dir -0.9822, norm 0.1291, swav 0.0000 LR: 7.100e-02 Score 98.837 Data time: 0.2098, Forward time: 2.2687, Backward time: 2.4312, DDP time: 0.0047, Total iter time: 4.9424 [2020-11-08 07:05:21,313][root][INFO] - ===> Epoch[1584](1584/1): Loss -0.8420, Sem 0.0292, dir -0.9878, norm 0.1166, swav 0.0000 LR: 7.098e-02 Score 98.899 Data time: 0.2940, Forward time: 2.2689, Backward time: 2.4311, DDP time: 0.0047, Total iter time: 5.2414 [2020-11-08 07:05:26,258][root][INFO] - ===> Epoch[1585](1585/1): Loss -0.8375, Sem 0.0312, dir -0.9876, norm 0.1190, swav 0.0000 LR: 7.096e-02 Score 98.838 Data time: 0.2217, Forward time: 2.2691, Backward time: 2.4309, DDP time: 0.0047, Total iter time: 4.8103 [2020-11-08 07:05:31,821][root][INFO] - ===> Epoch[1586](1586/1): Loss -0.8042, Sem 0.0320, dir -0.9818, norm 0.1456, swav 0.0000 LR: 7.094e-02 Score 98.797 Data time: 0.1993, Forward time: 2.2689, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 5.4469 [2020-11-08 07:05:36,375][root][INFO] - ===> Epoch[1587](1587/1): Loss -0.8552, Sem 0.0303, dir -0.9897, norm 0.1042, swav 0.0000 LR: 7.092e-02 Score 98.856 Data time: 0.1982, Forward time: 2.2688, Backward time: 2.4311, DDP time: 0.0047, Total iter time: 4.4272 [2020-11-08 07:05:41,692][root][INFO] - ===> Epoch[1588](1588/1): Loss -0.8254, Sem 0.0323, dir -0.9851, norm 0.1274, swav 0.0000 LR: 7.090e-02 Score 98.790 Data time: 0.2663, Forward time: 2.2691, Backward time: 2.4309, DDP time: 0.0047, Total iter time: 5.1905 [2020-11-08 07:05:46,601][root][INFO] - ===> Epoch[1589](1589/1): Loss -0.8355, Sem 0.0313, dir -0.9868, norm 0.1199, swav 0.0000 LR: 7.089e-02 Score 98.812 Data time: 0.2157, Forward time: 2.2691, Backward time: 2.4308, DDP time: 0.0047, Total iter time: 4.7800 [2020-11-08 07:05:51,548][root][INFO] - ===> Epoch[1590](1590/1): Loss -0.8555, Sem 0.0293, dir -0.9905, norm 0.1057, swav 0.0000 LR: 7.087e-02 Score 98.896 Data time: 0.2720, Forward time: 2.2693, Backward time: 2.4305, DDP time: 0.0047, Total iter time: 4.8201 [2020-11-08 07:05:56,143][root][INFO] - ===> Epoch[1591](1591/1): Loss -0.8238, Sem 0.0302, dir -0.9831, norm 0.1291, swav 0.0000 LR: 7.085e-02 Score 98.866 Data time: 0.1822, Forward time: 2.2692, Backward time: 2.4303, DDP time: 0.0047, Total iter time: 4.4607 [2020-11-08 07:06:01,334][root][INFO] - ===> Epoch[1592](1592/1): Loss -0.8369, Sem 0.0300, dir -0.9888, norm 0.1218, swav 0.0000 LR: 7.083e-02 Score 98.876 Data time: 0.1756, Forward time: 2.2689, Backward time: 2.4307, DDP time: 0.0047, Total iter time: 5.0844 [2020-11-08 07:06:06,731][root][INFO] - ===> Epoch[1593](1593/1): Loss -0.8349, Sem 0.0321, dir -0.9877, norm 0.1208, swav 0.0000 LR: 7.081e-02 Score 98.778 Data time: 0.1995, Forward time: 2.2688, Backward time: 2.4310, DDP time: 0.0047, Total iter time: 5.3073 [2020-11-08 07:06:11,826][root][INFO] - ===> Epoch[1594](1594/1): Loss -0.8122, Sem 0.0322, dir -0.9834, norm 0.1389, swav 0.0000 LR: 7.079e-02 Score 98.794 Data time: 0.1864, Forward time: 2.2686, Backward time: 2.4312, DDP time: 0.0047, Total iter time: 4.9759 [2020-11-08 07:06:16,635][root][INFO] - ===> Epoch[1595](1595/1): Loss -0.8292, Sem 0.0312, dir -0.9860, norm 0.1256, swav 0.0000 LR: 7.077e-02 Score 98.813 Data time: 0.1752, Forward time: 2.2683, Backward time: 2.4314, DDP time: 0.0047, Total iter time: 4.6935 [2020-11-08 07:06:22,334][root][INFO] - ===> Epoch[1596](1596/1): Loss -0.8092, Sem 0.0305, dir -0.9812, norm 0.1415, swav 0.0000 LR: 7.075e-02 Score 98.856 Data time: 0.2496, Forward time: 2.2685, Backward time: 2.4315, DDP time: 0.0047, Total iter time: 5.5834 [2020-11-08 07:06:27,650][root][INFO] - ===> Epoch[1597](1597/1): Loss -0.8302, Sem 0.0316, dir -0.9862, norm 0.1244, swav 0.0000 LR: 7.074e-02 Score 98.819 Data time: 0.2396, Forward time: 2.2686, Backward time: 2.4316, DDP time: 0.0047, Total iter time: 5.1734 [2020-11-08 07:06:32,925][root][INFO] - ===> Epoch[1598](1598/1): Loss -0.8418, Sem 0.0304, dir -0.9865, norm 0.1144, swav 0.0000 LR: 7.072e-02 Score 98.858 Data time: 0.2556, Forward time: 2.2688, Backward time: 2.4314, DDP time: 0.0047, Total iter time: 5.1379 [2020-11-08 07:06:38,370][root][INFO] - ===> Epoch[1599](1599/1): Loss -0.8195, Sem 0.0299, dir -0.9852, norm 0.1357, swav 0.0000 LR: 7.070e-02 Score 98.877 Data time: 0.2603, Forward time: 2.2692, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 5.2967 [2020-11-08 07:06:43,331][root][INFO] - ===> Epoch[1600](1600/1): Loss -0.8293, Sem 0.0317, dir -0.9870, norm 0.1260, swav 0.0000 LR: 7.068e-02 Score 98.804 Data time: 0.2116, Forward time: 2.2691, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 4.8187 [2020-11-08 07:06:48,543][root][INFO] - ===> Epoch[1601](1601/1): Loss -0.8362, Sem 0.0291, dir -0.9887, norm 0.1233, swav 0.0000 LR: 7.066e-02 Score 98.904 Data time: 0.2607, Forward time: 2.2694, Backward time: 2.4311, DDP time: 0.0047, Total iter time: 5.0869 [2020-11-08 07:06:53,654][root][INFO] - ===> Epoch[1602](1602/1): Loss -0.8215, Sem 0.0320, dir -0.9854, norm 0.1318, swav 0.0000 LR: 7.064e-02 Score 98.804 Data time: 0.1814, Forward time: 2.2691, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 4.9709 [2020-11-08 07:06:58,748][root][INFO] - ===> Epoch[1603](1603/1): Loss -0.8391, Sem 0.0305, dir -0.9870, norm 0.1173, swav 0.0000 LR: 7.062e-02 Score 98.838 Data time: 0.2512, Forward time: 2.2693, Backward time: 2.4311, DDP time: 0.0047, Total iter time: 5.0049 [2020-11-08 07:07:04,398][root][INFO] - ===> Epoch[1604](1604/1): Loss -0.8427, Sem 0.0307, dir -0.9894, norm 0.1160, swav 0.0000 LR: 7.060e-02 Score 98.848 Data time: 0.1986, Forward time: 2.2691, Backward time: 2.4317, DDP time: 0.0047, Total iter time: 5.5069 [2020-11-08 07:07:10,051][root][INFO] - ===> Epoch[1605](1605/1): Loss -0.8385, Sem 0.0315, dir -0.9867, norm 0.1167, swav 0.0000 LR: 7.059e-02 Score 98.816 Data time: 0.2557, Forward time: 2.2694, Backward time: 2.4317, DDP time: 0.0047, Total iter time: 5.5500 [2020-11-08 07:07:15,095][root][INFO] - ===> Epoch[1606](1606/1): Loss -0.8282, Sem 0.0314, dir -0.9873, norm 0.1277, swav 0.0000 LR: 7.057e-02 Score 98.825 Data time: 0.1949, Forward time: 2.2693, Backward time: 2.4318, DDP time: 0.0047, Total iter time: 4.9178 [2020-11-08 07:07:20,100][root][INFO] - ===> Epoch[1607](1607/1): Loss -0.8494, Sem 0.0312, dir -0.9892, norm 0.1086, swav 0.0000 LR: 7.055e-02 Score 98.834 Data time: 0.2354, Forward time: 2.2695, Backward time: 2.4316, DDP time: 0.0047, Total iter time: 4.9001 [2020-11-08 07:07:25,064][root][INFO] - ===> Epoch[1608](1608/1): Loss -0.8582, Sem 0.0308, dir -0.9895, norm 0.1006, swav 0.0000 LR: 7.053e-02 Score 98.852 Data time: 0.1934, Forward time: 2.2694, Backward time: 2.4316, DDP time: 0.0047, Total iter time: 4.8228 [2020-11-08 07:07:30,308][root][INFO] - ===> Epoch[1609](1609/1): Loss -0.8225, Sem 0.0326, dir -0.9826, norm 0.1275, swav 0.0000 LR: 7.051e-02 Score 98.780 Data time: 0.1696, Forward time: 2.2691, Backward time: 2.4320, DDP time: 0.0047, Total iter time: 5.1205 [2020-11-08 07:07:35,148][root][INFO] - ===> Epoch[1610](1610/1): Loss -0.8462, Sem 0.0306, dir -0.9894, norm 0.1125, swav 0.0000 LR: 7.049e-02 Score 98.858 Data time: 0.2410, Forward time: 2.2692, Backward time: 2.4318, DDP time: 0.0047, Total iter time: 4.7656 [2020-11-08 07:07:40,258][root][INFO] - ===> Epoch[1611](1611/1): Loss -0.8460, Sem 0.0313, dir -0.9896, norm 0.1123, swav 0.0000 LR: 7.047e-02 Score 98.824 Data time: 0.2512, Forward time: 2.2694, Backward time: 2.4316, DDP time: 0.0047, Total iter time: 4.9806 [2020-11-08 07:07:45,314][root][INFO] - ===> Epoch[1612](1612/1): Loss -0.8175, Sem 0.0394, dir -0.9860, norm 0.1290, swav 0.0000 LR: 7.046e-02 Score 98.561 Data time: 0.2390, Forward time: 2.2696, Backward time: 2.4314, DDP time: 0.0047, Total iter time: 4.9196 [2020-11-08 07:07:50,431][root][INFO] - ===> Epoch[1613](1613/1): Loss -0.8388, Sem 0.0294, dir -0.9874, norm 0.1192, swav 0.0000 LR: 7.044e-02 Score 98.888 Data time: 0.2867, Forward time: 2.2699, Backward time: 2.4311, DDP time: 0.0047, Total iter time: 4.9955 [2020-11-08 07:07:55,298][root][INFO] - ===> Epoch[1614](1614/1): Loss -0.8510, Sem 0.0319, dir -0.9898, norm 0.1069, swav 0.0000 LR: 7.042e-02 Score 98.822 Data time: 0.2357, Forward time: 2.2700, Backward time: 2.4308, DDP time: 0.0047, Total iter time: 4.7425 [2020-11-08 07:08:00,236][root][INFO] - ===> Epoch[1615](1615/1): Loss -0.8352, Sem 0.0339, dir -0.9866, norm 0.1175, swav 0.0000 LR: 7.040e-02 Score 98.752 Data time: 0.2198, Forward time: 2.2701, Backward time: 2.4307, DDP time: 0.0047, Total iter time: 4.8287 [2020-11-08 07:08:04,883][root][INFO] - ===> Epoch[1616](1616/1): Loss -0.8208, Sem 0.0327, dir -0.9841, norm 0.1306, swav 0.0000 LR: 7.038e-02 Score 98.779 Data time: 0.1791, Forward time: 2.2699, Backward time: 2.4307, DDP time: 0.0047, Total iter time: 4.5402 [2020-11-08 07:08:09,608][root][INFO] - ===> Epoch[1617](1617/1): Loss -0.8448, Sem 0.0329, dir -0.9887, norm 0.1109, swav 0.0000 LR: 7.036e-02 Score 98.763 Data time: 0.2237, Forward time: 2.2699, Backward time: 2.4304, DDP time: 0.0047, Total iter time: 4.6275 [2020-11-08 07:08:14,895][root][INFO] - ===> Epoch[1618](1618/1): Loss -0.8415, Sem 0.0312, dir -0.9881, norm 0.1154, swav 0.0000 LR: 7.034e-02 Score 98.820 Data time: 0.2056, Forward time: 2.2699, Backward time: 2.4305, DDP time: 0.0047, Total iter time: 5.1601 [2020-11-08 07:08:19,924][root][INFO] - ===> Epoch[1619](1619/1): Loss -0.8220, Sem 0.0302, dir -0.9845, norm 0.1323, swav 0.0000 LR: 7.032e-02 Score 98.864 Data time: 0.1604, Forward time: 2.2696, Backward time: 2.4309, DDP time: 0.0047, Total iter time: 4.9230 [2020-11-08 07:08:24,999][root][INFO] - ===> Epoch[1620](1620/1): Loss -0.8545, Sem 0.0305, dir -0.9891, norm 0.1041, swav 0.0000 LR: 7.031e-02 Score 98.845 Data time: 0.2178, Forward time: 2.2695, Backward time: 2.4310, DDP time: 0.0047, Total iter time: 5.0186 [2020-11-08 07:08:30,123][root][INFO] - ===> Epoch[1621](1621/1): Loss -0.8506, Sem 0.0338, dir -0.9898, norm 0.1054, swav 0.0000 LR: 7.029e-02 Score 98.753 Data time: 0.1889, Forward time: 2.2693, Backward time: 2.4312, DDP time: 0.0047, Total iter time: 5.0053 [2020-11-08 07:08:35,264][root][INFO] - ===> Epoch[1622](1622/1): Loss -0.8300, Sem 0.0310, dir -0.9862, norm 0.1251, swav 0.0000 LR: 7.027e-02 Score 98.867 Data time: 0.1903, Forward time: 2.2691, Backward time: 2.4314, DDP time: 0.0047, Total iter time: 5.0418 [2020-11-08 07:08:40,242][root][INFO] - ===> Epoch[1623](1623/1): Loss -0.8268, Sem 0.0306, dir -0.9834, norm 0.1260, swav 0.0000 LR: 7.025e-02 Score 98.862 Data time: 0.2443, Forward time: 2.2692, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 4.8683 [2020-11-08 07:08:45,343][root][INFO] - ===> Epoch[1624](1624/1): Loss -0.8524, Sem 0.0310, dir -0.9901, norm 0.1068, swav 0.0000 LR: 7.023e-02 Score 98.843 Data time: 0.2449, Forward time: 2.2694, Backward time: 2.4311, DDP time: 0.0047, Total iter time: 4.9556 [2020-11-08 07:08:49,876][root][INFO] - ===> Epoch[1625](1625/1): Loss -0.8427, Sem 0.0309, dir -0.9864, norm 0.1128, swav 0.0000 LR: 7.021e-02 Score 98.832 Data time: 0.2103, Forward time: 2.2694, Backward time: 2.4307, DDP time: 0.0047, Total iter time: 4.4019 [2020-11-08 07:08:55,800][root][INFO] - ===> Epoch[1626](1626/1): Loss -0.8143, Sem 0.0314, dir -0.9842, norm 0.1385, swav 0.0000 LR: 7.019e-02 Score 98.809 Data time: 0.2249, Forward time: 2.2695, Backward time: 2.4311, DDP time: 0.0047, Total iter time: 5.8077 [2020-11-08 07:09:00,434][root][INFO] - ===> Epoch[1627](1627/1): Loss -0.8328, Sem 0.0317, dir -0.9844, norm 0.1200, swav 0.0000 LR: 7.017e-02 Score 98.797 Data time: 0.2153, Forward time: 2.2695, Backward time: 2.4308, DDP time: 0.0047, Total iter time: 4.4977 [2020-11-08 07:09:05,623][root][INFO] - ===> Epoch[1628](1628/1): Loss -0.8570, Sem 0.0306, dir -0.9900, norm 0.1024, swav 0.0000 LR: 7.016e-02 Score 98.846 Data time: 0.2219, Forward time: 2.2696, Backward time: 2.4308, DDP time: 0.0047, Total iter time: 5.0664 [2020-11-08 07:09:10,950][root][INFO] - ===> Epoch[1629](1629/1): Loss -0.8549, Sem 0.0314, dir -0.9902, norm 0.1040, swav 0.0000 LR: 7.014e-02 Score 98.812 Data time: 0.1806, Forward time: 2.2694, Backward time: 2.4312, DDP time: 0.0047, Total iter time: 5.1972 [2020-11-08 07:09:15,982][root][INFO] - ===> Epoch[1630](1630/1): Loss -0.8493, Sem 0.0302, dir -0.9887, norm 0.1092, swav 0.0000 LR: 7.012e-02 Score 98.868 Data time: 0.2085, Forward time: 2.2694, Backward time: 2.4312, DDP time: 0.0047, Total iter time: 4.9290 [2020-11-08 07:09:21,016][root][INFO] - ===> Epoch[1631](1631/1): Loss -0.8370, Sem 0.0311, dir -0.9866, norm 0.1185, swav 0.0000 LR: 7.010e-02 Score 98.821 Data time: 0.1973, Forward time: 2.2692, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 4.9149 [2020-11-08 07:09:25,938][root][INFO] - ===> Epoch[1632](1632/1): Loss -0.8438, Sem 0.0303, dir -0.9881, norm 0.1140, swav 0.0000 LR: 7.008e-02 Score 98.838 Data time: 0.2109, Forward time: 2.2692, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 4.8142 [2020-11-08 07:09:30,850][root][INFO] - ===> Epoch[1633](1633/1): Loss -0.8506, Sem 0.0334, dir -0.9892, norm 0.1053, swav 0.0000 LR: 7.006e-02 Score 98.742 Data time: 0.2176, Forward time: 2.2692, Backward time: 2.4311, DDP time: 0.0047, Total iter time: 4.7768 [2020-11-08 07:09:36,132][root][INFO] - ===> Epoch[1634](1634/1): Loss -0.8582, Sem 0.0303, dir -0.9897, norm 0.1012, swav 0.0000 LR: 7.004e-02 Score 98.862 Data time: 0.2018, Forward time: 2.2691, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 5.1632 [2020-11-08 07:09:41,210][root][INFO] - ===> Epoch[1635](1635/1): Loss -0.8586, Sem 0.0323, dir -0.9892, norm 0.0984, swav 0.0000 LR: 7.002e-02 Score 98.803 Data time: 0.2044, Forward time: 2.2691, Backward time: 2.4314, DDP time: 0.0047, Total iter time: 4.9631 [2020-11-08 07:09:46,161][root][INFO] - ===> Epoch[1636](1636/1): Loss -0.8600, Sem 0.0301, dir -0.9900, norm 0.0998, swav 0.0000 LR: 7.001e-02 Score 98.869 Data time: 0.1960, Forward time: 2.2690, Backward time: 2.4314, DDP time: 0.0047, Total iter time: 4.8221 [2020-11-08 07:09:51,201][root][INFO] - ===> Epoch[1637](1637/1): Loss -0.8386, Sem 0.0280, dir -0.9874, norm 0.1209, swav 0.0000 LR: 6.999e-02 Score 98.940 Data time: 0.2034, Forward time: 2.2690, Backward time: 2.4314, DDP time: 0.0047, Total iter time: 4.9264 [2020-11-08 07:09:56,457][root][INFO] - ===> Epoch[1638](1638/1): Loss -0.8365, Sem 0.0319, dir -0.9873, norm 0.1189, swav 0.0000 LR: 6.997e-02 Score 98.785 Data time: 0.1982, Forward time: 2.2688, Backward time: 2.4317, DDP time: 0.0047, Total iter time: 5.1279 [2020-11-08 07:10:01,245][root][INFO] - ===> Epoch[1639](1639/1): Loss -0.8507, Sem 0.0306, dir -0.9894, norm 0.1081, swav 0.0000 LR: 6.995e-02 Score 98.842 Data time: 0.2008, Forward time: 2.2687, Backward time: 2.4316, DDP time: 0.0047, Total iter time: 4.6733 [2020-11-08 07:10:06,425][root][INFO] - ===> Epoch[1640](1640/1): Loss -0.8713, Sem 0.0281, dir -0.9918, norm 0.0924, swav 0.0000 LR: 6.993e-02 Score 98.939 Data time: 0.2580, Forward time: 2.2689, Backward time: 2.4314, DDP time: 0.0047, Total iter time: 5.0448 [2020-11-08 07:10:11,228][root][INFO] - ===> Epoch[1641](1641/1): Loss -0.8529, Sem 0.0316, dir -0.9886, norm 0.1040, swav 0.0000 LR: 6.991e-02 Score 98.812 Data time: 0.2260, Forward time: 2.2691, Backward time: 2.4311, DDP time: 0.0047, Total iter time: 4.6822 [2020-11-08 07:10:16,244][root][INFO] - ===> Epoch[1642](1642/1): Loss -0.8425, Sem 0.0303, dir -0.9875, norm 0.1147, swav 0.0000 LR: 6.989e-02 Score 98.858 Data time: 0.2409, Forward time: 2.2692, Backward time: 2.4310, DDP time: 0.0047, Total iter time: 4.8841 [2020-11-08 07:10:21,436][root][INFO] - ===> Epoch[1643](1643/1): Loss -0.8444, Sem 0.0309, dir -0.9888, norm 0.1135, swav 0.0000 LR: 6.987e-02 Score 98.832 Data time: 0.2065, Forward time: 2.2692, Backward time: 2.4310, DDP time: 0.0047, Total iter time: 5.0646 [2020-11-08 07:10:26,021][root][INFO] - ===> Epoch[1644](1644/1): Loss -0.8603, Sem 0.0293, dir -0.9896, norm 0.1000, swav 0.0000 LR: 6.986e-02 Score 98.890 Data time: 0.1970, Forward time: 2.2690, Backward time: 2.4309, DDP time: 0.0047, Total iter time: 4.4548 [2020-11-08 07:10:30,727][root][INFO] - ===> Epoch[1645](1645/1): Loss -0.8584, Sem 0.0303, dir -0.9901, norm 0.1014, swav 0.0000 LR: 6.984e-02 Score 98.856 Data time: 0.2281, Forward time: 2.2691, Backward time: 2.4307, DDP time: 0.0047, Total iter time: 4.5991 [2020-11-08 07:10:35,747][root][INFO] - ===> Epoch[1646](1646/1): Loss -0.8625, Sem 0.0300, dir -0.9902, norm 0.0978, swav 0.0000 LR: 6.982e-02 Score 98.871 Data time: 0.2477, Forward time: 2.2690, Backward time: 2.4306, DDP time: 0.0047, Total iter time: 4.9020 [2020-11-08 07:10:40,704][root][INFO] - ===> Epoch[1647](1647/1): Loss -0.8465, Sem 0.0299, dir -0.9880, norm 0.1117, swav 0.0000 LR: 6.980e-02 Score 98.865 Data time: 0.2661, Forward time: 2.2691, Backward time: 2.4304, DDP time: 0.0047, Total iter time: 4.8250 [2020-11-08 07:10:46,492][root][INFO] - ===> Epoch[1648](1648/1): Loss -0.8389, Sem 0.0302, dir -0.9859, norm 0.1168, swav 0.0000 LR: 6.978e-02 Score 98.858 Data time: 0.1886, Forward time: 2.2689, Backward time: 2.4310, DDP time: 0.0047, Total iter time: 5.6521 [2020-11-08 07:10:51,557][root][INFO] - ===> Epoch[1649](1649/1): Loss -0.8551, Sem 0.0306, dir -0.9894, norm 0.1037, swav 0.0000 LR: 6.976e-02 Score 98.854 Data time: 0.2042, Forward time: 2.2688, Backward time: 2.4311, DDP time: 0.0047, Total iter time: 4.9600 [2020-11-08 07:10:56,603][root][INFO] - ===> Epoch[1650](1650/1): Loss -0.8638, Sem 0.0295, dir -0.9896, norm 0.0963, swav 0.0000 LR: 6.974e-02 Score 98.881 Data time: 0.1767, Forward time: 2.2686, Backward time: 2.4314, DDP time: 0.0047, Total iter time: 4.9305 [2020-11-08 07:11:01,103][root][INFO] - ===> Epoch[1651](1651/1): Loss -0.8515, Sem 0.0313, dir -0.9881, norm 0.1052, swav 0.0000 LR: 6.973e-02 Score 98.834 Data time: 0.1989, Forward time: 2.2684, Backward time: 2.4312, DDP time: 0.0047, Total iter time: 4.3901 [2020-11-08 07:11:06,169][root][INFO] - ===> Epoch[1652](1652/1): Loss -0.8468, Sem 0.0289, dir -0.9891, norm 0.1134, swav 0.0000 LR: 6.971e-02 Score 98.894 Data time: 0.2317, Forward time: 2.2684, Backward time: 2.4312, DDP time: 0.0047, Total iter time: 4.9484 [2020-11-08 07:11:11,583][root][INFO] - ===> Epoch[1653](1653/1): Loss -0.8442, Sem 0.0304, dir -0.9890, norm 0.1145, swav 0.0000 LR: 6.969e-02 Score 98.846 Data time: 0.2290, Forward time: 2.2684, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 5.2615 [2020-11-08 07:11:16,596][root][INFO] - ===> Epoch[1654](1654/1): Loss -0.8534, Sem 0.0294, dir -0.9884, norm 0.1057, swav 0.0000 LR: 6.967e-02 Score 98.881 Data time: 0.2159, Forward time: 2.2684, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 4.8747 [2020-11-08 07:11:21,055][root][INFO] - ===> Epoch[1655](1655/1): Loss -0.8462, Sem 0.0300, dir -0.9883, norm 0.1120, swav 0.0000 LR: 6.965e-02 Score 98.862 Data time: 0.2303, Forward time: 2.2684, Backward time: 2.4310, DDP time: 0.0047, Total iter time: 4.3367 [2020-11-08 07:11:26,456][root][INFO] - ===> Epoch[1656](1656/1): Loss -0.8420, Sem 0.0292, dir -0.9851, norm 0.1140, swav 0.0000 LR: 6.963e-02 Score 98.905 Data time: 0.2581, Forward time: 2.2687, Backward time: 2.4308, DDP time: 0.0047, Total iter time: 5.2802 [2020-11-08 07:11:31,607][root][INFO] - ===> Epoch[1657](1657/1): Loss -0.8524, Sem 0.0314, dir -0.9885, norm 0.1046, swav 0.0000 LR: 6.961e-02 Score 98.815 Data time: 0.2245, Forward time: 2.2687, Backward time: 2.4309, DDP time: 0.0047, Total iter time: 5.0263 [2020-11-08 07:11:36,614][root][INFO] - ===> Epoch[1658](1658/1): Loss -0.8358, Sem 0.0304, dir -0.9855, norm 0.1194, swav 0.0000 LR: 6.959e-02 Score 98.849 Data time: 0.2471, Forward time: 2.2689, Backward time: 2.4307, DDP time: 0.0047, Total iter time: 4.8935 [2020-11-08 07:11:41,273][root][INFO] - ===> Epoch[1659](1659/1): Loss -0.8478, Sem 0.0325, dir -0.9891, norm 0.1088, swav 0.0000 LR: 6.958e-02 Score 98.768 Data time: 0.2433, Forward time: 2.2688, Backward time: 2.4304, DDP time: 0.0047, Total iter time: 4.5249 [2020-11-08 07:11:45,824][root][INFO] - ===> Epoch[1660](1660/1): Loss -0.8480, Sem 0.0303, dir -0.9882, norm 0.1098, swav 0.0000 LR: 6.956e-02 Score 98.868 Data time: 0.2010, Forward time: 2.2687, Backward time: 2.4303, DDP time: 0.0047, Total iter time: 4.4314 [2020-11-08 07:11:50,608][root][INFO] - ===> Epoch[1661](1661/1): Loss -0.8307, Sem 0.0307, dir -0.9867, norm 0.1252, swav 0.0000 LR: 6.954e-02 Score 98.830 Data time: 0.2218, Forward time: 2.2687, Backward time: 2.4301, DDP time: 0.0047, Total iter time: 4.6955 [2020-11-08 07:11:56,108][root][INFO] - ===> Epoch[1662](1662/1): Loss -0.8410, Sem 0.0317, dir -0.9865, norm 0.1138, swav 0.0000 LR: 6.952e-02 Score 98.795 Data time: 0.2266, Forward time: 2.2687, Backward time: 2.4303, DDP time: 0.0047, Total iter time: 5.3577 [2020-11-08 07:12:00,798][root][INFO] - ===> Epoch[1663](1663/1): Loss -0.8637, Sem 0.0306, dir -0.9905, norm 0.0963, swav 0.0000 LR: 6.950e-02 Score 98.841 Data time: 0.2130, Forward time: 2.2686, Backward time: 2.4302, DDP time: 0.0047, Total iter time: 4.5638 [2020-11-08 07:12:05,770][root][INFO] - ===> Epoch[1664](1664/1): Loss -0.8621, Sem 0.0308, dir -0.9902, norm 0.0973, swav 0.0000 LR: 6.948e-02 Score 98.831 Data time: 0.2087, Forward time: 2.2686, Backward time: 2.4301, DDP time: 0.0047, Total iter time: 4.8466 [2020-11-08 07:12:10,528][root][INFO] - ===> Epoch[1665](1665/1): Loss -0.8317, Sem 0.0309, dir -0.9860, norm 0.1233, swav 0.0000 LR: 6.946e-02 Score 98.843 Data time: 0.2270, Forward time: 2.2686, Backward time: 2.4299, DDP time: 0.0047, Total iter time: 4.6409 [2020-11-08 07:12:15,281][root][INFO] - ===> Epoch[1666](1666/1): Loss -0.8234, Sem 0.0318, dir -0.9844, norm 0.1292, swav 0.0000 LR: 6.944e-02 Score 98.800 Data time: 0.1982, Forward time: 2.2685, Backward time: 2.4298, DDP time: 0.0047, Total iter time: 4.6288 [2020-11-08 07:12:20,540][root][INFO] - ===> Epoch[1667](1667/1): Loss -0.8598, Sem 0.0292, dir -0.9898, norm 0.1007, swav 0.0000 LR: 6.943e-02 Score 98.878 Data time: 0.1799, Forward time: 2.2683, Backward time: 2.4301, DDP time: 0.0047, Total iter time: 5.1422 [2020-11-08 07:12:25,841][root][INFO] - ===> Epoch[1668](1668/1): Loss -0.8645, Sem 0.0301, dir -0.9899, norm 0.0952, swav 0.0000 LR: 6.941e-02 Score 98.862 Data time: 0.1856, Forward time: 2.2681, Backward time: 2.4305, DDP time: 0.0047, Total iter time: 5.1819 [2020-11-08 07:12:31,031][root][INFO] - ===> Epoch[1669](1669/1): Loss -0.8404, Sem 0.0299, dir -0.9857, norm 0.1155, swav 0.0000 LR: 6.939e-02 Score 98.874 Data time: 0.2261, Forward time: 2.2681, Backward time: 2.4305, DDP time: 0.0047, Total iter time: 5.0788 [2020-11-08 07:12:35,992][root][INFO] - ===> Epoch[1670](1670/1): Loss -0.8253, Sem 0.0322, dir -0.9854, norm 0.1279, swav 0.0000 LR: 6.937e-02 Score 98.793 Data time: 0.2389, Forward time: 2.2682, Backward time: 2.4304, DDP time: 0.0047, Total iter time: 4.8245 [2020-11-08 07:12:40,726][root][INFO] - ===> Epoch[1671](1671/1): Loss -0.8574, Sem 0.0310, dir -0.9905, norm 0.1021, swav 0.0000 LR: 6.935e-02 Score 98.821 Data time: 0.2212, Forward time: 2.2682, Backward time: 2.4301, DDP time: 0.0047, Total iter time: 4.5928 [2020-11-08 07:12:45,718][root][INFO] - ===> Epoch[1672](1672/1): Loss -0.8403, Sem 0.0316, dir -0.9869, norm 0.1150, swav 0.0000 LR: 6.933e-02 Score 98.818 Data time: 0.2194, Forward time: 2.2682, Backward time: 2.4301, DDP time: 0.0047, Total iter time: 4.8688 [2020-11-08 07:12:50,949][root][INFO] - ===> Epoch[1673](1673/1): Loss -0.8260, Sem 0.0309, dir -0.9839, norm 0.1270, swav 0.0000 LR: 6.931e-02 Score 98.830 Data time: 0.2388, Forward time: 2.2683, Backward time: 2.4301, DDP time: 0.0047, Total iter time: 5.1120 [2020-11-08 07:12:55,868][root][INFO] - ===> Epoch[1674](1674/1): Loss -0.8356, Sem 0.0327, dir -0.9870, norm 0.1186, swav 0.0000 LR: 6.929e-02 Score 98.776 Data time: 0.2453, Forward time: 2.2684, Backward time: 2.4299, DDP time: 0.0047, Total iter time: 4.7791 [2020-11-08 07:13:00,677][root][INFO] - ===> Epoch[1675](1675/1): Loss -0.8501, Sem 0.0313, dir -0.9884, norm 0.1070, swav 0.0000 LR: 6.928e-02 Score 98.819 Data time: 0.2238, Forward time: 2.2685, Backward time: 2.4296, DDP time: 0.0047, Total iter time: 4.6846 [2020-11-08 07:13:05,895][root][INFO] - ===> Epoch[1676](1676/1): Loss -0.8243, Sem 0.0348, dir -0.9853, norm 0.1262, swav 0.0000 LR: 6.926e-02 Score 98.714 Data time: 0.2609, Forward time: 2.2686, Backward time: 2.4296, DDP time: 0.0047, Total iter time: 5.0900 [2020-11-08 07:13:10,907][root][INFO] - ===> Epoch[1677](1677/1): Loss -0.8467, Sem 0.0303, dir -0.9875, norm 0.1105, swav 0.0000 LR: 6.924e-02 Score 98.855 Data time: 0.2053, Forward time: 2.2685, Backward time: 2.4296, DDP time: 0.0047, Total iter time: 4.8797 [2020-11-08 07:13:15,880][root][INFO] - ===> Epoch[1678](1678/1): Loss -0.8370, Sem 0.0322, dir -0.9876, norm 0.1184, swav 0.0000 LR: 6.922e-02 Score 98.785 Data time: 0.2503, Forward time: 2.2687, Backward time: 2.4293, DDP time: 0.0047, Total iter time: 4.8363 [2020-11-08 07:13:20,818][root][INFO] - ===> Epoch[1679](1679/1): Loss -0.8251, Sem 0.0310, dir -0.9837, norm 0.1276, swav 0.0000 LR: 6.920e-02 Score 98.829 Data time: 0.1803, Forward time: 2.2685, Backward time: 2.4294, DDP time: 0.0047, Total iter time: 4.8078 [2020-11-08 07:13:25,837][root][INFO] - ===> Epoch[1680](1680/1): Loss -0.8548, Sem 0.0291, dir -0.9898, norm 0.1059, swav 0.0000 LR: 6.918e-02 Score 98.886 Data time: 0.2309, Forward time: 2.2686, Backward time: 2.4293, DDP time: 0.0047, Total iter time: 4.9191 [2020-11-08 07:13:30,790][root][INFO] - ===> Epoch[1681](1681/1): Loss -0.8555, Sem 0.0294, dir -0.9885, norm 0.1036, swav 0.0000 LR: 6.916e-02 Score 98.887 Data time: 0.1811, Forward time: 2.2684, Backward time: 2.4294, DDP time: 0.0047, Total iter time: 4.8233 [2020-11-08 07:13:35,720][root][INFO] - ===> Epoch[1682](1682/1): Loss -0.8410, Sem 0.0307, dir -0.9874, norm 0.1157, swav 0.0000 LR: 6.914e-02 Score 98.821 Data time: 0.2414, Forward time: 2.2684, Backward time: 2.4294, DDP time: 0.0047, Total iter time: 4.8319 [2020-11-08 07:13:40,909][root][INFO] - ===> Epoch[1683](1683/1): Loss -0.8649, Sem 0.0302, dir -0.9906, norm 0.0955, swav 0.0000 LR: 6.913e-02 Score 98.861 Data time: 0.2121, Forward time: 2.2684, Backward time: 2.4295, DDP time: 0.0047, Total iter time: 5.0646 [2020-11-08 07:13:45,475][root][INFO] - ===> Epoch[1684](1684/1): Loss -0.8524, Sem 0.0292, dir -0.9885, norm 0.1069, swav 0.0000 LR: 6.911e-02 Score 98.891 Data time: 0.2035, Forward time: 2.2682, Backward time: 2.4293, DDP time: 0.0047, Total iter time: 4.4149 [2020-11-08 07:13:50,315][root][INFO] - ===> Epoch[1685](1685/1): Loss -0.8134, Sem 0.0309, dir -0.9815, norm 0.1371, swav 0.0000 LR: 6.909e-02 Score 98.841 Data time: 0.2440, Forward time: 2.2683, Backward time: 2.4291, DDP time: 0.0047, Total iter time: 4.7169 [2020-11-08 07:13:54,871][root][INFO] - ===> Epoch[1686](1686/1): Loss -0.8521, Sem 0.0299, dir -0.9887, norm 0.1066, swav 0.0000 LR: 6.907e-02 Score 98.880 Data time: 0.2101, Forward time: 2.2683, Backward time: 2.4287, DDP time: 0.0047, Total iter time: 4.4143 [2020-11-08 07:14:00,286][root][INFO] - ===> Epoch[1687](1687/1): Loss -0.8488, Sem 0.0308, dir -0.9878, norm 0.1082, swav 0.0000 LR: 6.905e-02 Score 98.861 Data time: 0.1930, Forward time: 2.2682, Backward time: 2.4291, DDP time: 0.0047, Total iter time: 5.2925 [2020-11-08 07:14:05,569][root][INFO] - ===> Epoch[1688](1688/1): Loss -0.8309, Sem 0.0296, dir -0.9853, norm 0.1248, swav 0.0000 LR: 6.903e-02 Score 98.869 Data time: 0.2087, Forward time: 2.2681, Backward time: 2.4292, DDP time: 0.0047, Total iter time: 5.1688 [2020-11-08 07:14:10,427][root][INFO] - ===> Epoch[1689](1689/1): Loss -0.8499, Sem 0.0317, dir -0.9894, norm 0.1078, swav 0.0000 LR: 6.901e-02 Score 98.808 Data time: 0.1900, Forward time: 2.2680, Backward time: 2.4293, DDP time: 0.0047, Total iter time: 4.7357 [2020-11-08 07:14:15,307][root][INFO] - ===> Epoch[1690](1690/1): Loss -0.8520, Sem 0.0304, dir -0.9898, norm 0.1074, swav 0.0000 LR: 6.899e-02 Score 98.835 Data time: 0.2399, Forward time: 2.2681, Backward time: 2.4291, DDP time: 0.0047, Total iter time: 4.7676 [2020-11-08 07:14:20,387][root][INFO] - ===> Epoch[1691](1691/1): Loss -0.8226, Sem 0.0312, dir -0.9835, norm 0.1297, swav 0.0000 LR: 6.898e-02 Score 98.832 Data time: 0.2395, Forward time: 2.2682, Backward time: 2.4289, DDP time: 0.0047, Total iter time: 4.9482 [2020-11-08 07:14:25,779][root][INFO] - ===> Epoch[1692](1692/1): Loss -0.8403, Sem 0.0304, dir -0.9875, norm 0.1167, swav 0.0000 LR: 6.896e-02 Score 98.859 Data time: 0.2021, Forward time: 2.2682, Backward time: 2.4291, DDP time: 0.0047, Total iter time: 5.2528 [2020-11-08 07:14:30,972][root][INFO] - ===> Epoch[1693](1693/1): Loss -0.8338, Sem 0.0322, dir -0.9848, norm 0.1188, swav 0.0000 LR: 6.894e-02 Score 98.796 Data time: 0.1862, Forward time: 2.2679, Backward time: 2.4294, DDP time: 0.0047, Total iter time: 5.0657 [2020-11-08 07:14:35,792][root][INFO] - ===> Epoch[1694](1694/1): Loss -0.8289, Sem 0.0307, dir -0.9857, norm 0.1261, swav 0.0000 LR: 6.892e-02 Score 98.837 Data time: 0.1836, Forward time: 2.2678, Backward time: 2.4295, DDP time: 0.0047, Total iter time: 4.7261 [2020-11-08 07:14:40,692][root][INFO] - ===> Epoch[1695](1695/1): Loss -0.8515, Sem 0.0318, dir -0.9891, norm 0.1058, swav 0.0000 LR: 6.890e-02 Score 98.793 Data time: 0.1935, Forward time: 2.2676, Backward time: 2.4296, DDP time: 0.0047, Total iter time: 4.7994 [2020-11-08 07:14:45,271][root][INFO] - ===> Epoch[1696](1696/1): Loss -0.8233, Sem 0.0295, dir -0.9838, norm 0.1310, swav 0.0000 LR: 6.888e-02 Score 98.876 Data time: 0.2202, Forward time: 2.2676, Backward time: 2.4292, DDP time: 0.0047, Total iter time: 4.4679 [2020-11-08 07:14:50,042][root][INFO] - ===> Epoch[1697](1697/1): Loss -0.8275, Sem 0.0321, dir -0.9838, norm 0.1242, swav 0.0000 LR: 6.886e-02 Score 98.816 Data time: 0.2295, Forward time: 2.2677, Backward time: 2.4290, DDP time: 0.0047, Total iter time: 4.6491 [2020-11-08 07:14:55,214][root][INFO] - ===> Epoch[1698](1698/1): Loss -0.8429, Sem 0.0300, dir -0.9859, norm 0.1130, swav 0.0000 LR: 6.884e-02 Score 98.866 Data time: 0.2545, Forward time: 2.2679, Backward time: 2.4288, DDP time: 0.0047, Total iter time: 5.0487 [2020-11-08 07:15:00,187][root][INFO] - ===> Epoch[1699](1699/1): Loss -0.8306, Sem 0.0329, dir -0.9847, norm 0.1212, swav 0.0000 LR: 6.883e-02 Score 98.776 Data time: 0.2230, Forward time: 2.2678, Backward time: 2.4288, DDP time: 0.0047, Total iter time: 4.8296 [2020-11-08 07:15:04,919][root][INFO] - ===> Epoch[1700](1700/1): Loss -0.8475, Sem 0.0298, dir -0.9883, norm 0.1110, swav 0.0000 LR: 6.881e-02 Score 98.866 Data time: 0.2141, Forward time: 2.2678, Backward time: 2.4287, DDP time: 0.0047, Total iter time: 4.6181 [2020-11-08 07:15:10,293][root][INFO] - ===> Epoch[1701](1701/1): Loss -0.8045, Sem 0.0315, dir -0.9827, norm 0.1466, swav 0.0000 LR: 6.879e-02 Score 98.833 Data time: 0.2629, Forward time: 2.2681, Backward time: 2.4286, DDP time: 0.0047, Total iter time: 5.2516 [2020-11-08 07:15:15,613][root][INFO] - ===> Epoch[1702](1702/1): Loss -0.8362, Sem 0.0295, dir -0.9867, norm 0.1211, swav 0.0000 LR: 6.877e-02 Score 98.877 Data time: 0.1936, Forward time: 2.2679, Backward time: 2.4288, DDP time: 0.0047, Total iter time: 5.1853 [2020-11-08 07:15:21,129][root][INFO] - ===> Epoch[1703](1703/1): Loss -0.8503, Sem 0.0322, dir -0.9891, norm 0.1066, swav 0.0000 LR: 6.875e-02 Score 98.788 Data time: 0.2339, Forward time: 2.2680, Backward time: 2.4290, DDP time: 0.0047, Total iter time: 5.3999 [2020-11-08 07:15:26,556][root][INFO] - ===> Epoch[1704](1704/1): Loss -0.8166, Sem 0.0309, dir -0.9830, norm 0.1356, swav 0.0000 LR: 6.873e-02 Score 98.866 Data time: 0.1978, Forward time: 2.2678, Backward time: 2.4294, DDP time: 0.0047, Total iter time: 5.2943 [2020-11-08 07:15:31,786][root][INFO] - ===> Epoch[1705](1705/1): Loss -0.8351, Sem 0.0280, dir -0.9839, norm 0.1209, swav 0.0000 LR: 6.871e-02 Score 98.947 Data time: 0.1848, Forward time: 2.2677, Backward time: 2.4296, DDP time: 0.0047, Total iter time: 5.1223 [2020-11-08 07:15:36,598][root][INFO] - ===> Epoch[1706](1706/1): Loss -0.8618, Sem 0.0302, dir -0.9907, norm 0.0987, swav 0.0000 LR: 6.869e-02 Score 98.859 Data time: 0.1986, Forward time: 2.2676, Backward time: 2.4296, DDP time: 0.0047, Total iter time: 4.7203 [2020-11-08 07:15:41,673][root][INFO] - ===> Epoch[1707](1707/1): Loss -0.8345, Sem 0.0294, dir -0.9858, norm 0.1218, swav 0.0000 LR: 6.868e-02 Score 98.877 Data time: 0.2183, Forward time: 2.2676, Backward time: 2.4296, DDP time: 0.0047, Total iter time: 4.9529 [2020-11-08 07:15:46,504][root][INFO] - ===> Epoch[1708](1708/1): Loss -0.8133, Sem 0.0322, dir -0.9841, norm 0.1386, swav 0.0000 LR: 6.866e-02 Score 98.800 Data time: 0.2088, Forward time: 2.2676, Backward time: 2.4294, DDP time: 0.0047, Total iter time: 4.7034 [2020-11-08 07:15:52,200][root][INFO] - ===> Epoch[1709](1709/1): Loss -0.8392, Sem 0.0293, dir -0.9869, norm 0.1184, swav 0.0000 LR: 6.864e-02 Score 98.904 Data time: 0.1919, Forward time: 2.2674, Backward time: 2.4300, DDP time: 0.0047, Total iter time: 5.5647 [2020-11-08 07:15:57,978][root][INFO] - ===> Epoch[1710](1710/1): Loss -0.8452, Sem 0.0297, dir -0.9875, norm 0.1126, swav 0.0000 LR: 6.862e-02 Score 98.864 Data time: 0.2355, Forward time: 2.2676, Backward time: 2.4302, DDP time: 0.0047, Total iter time: 5.6610 [2020-11-08 07:16:02,879][root][INFO] - ===> Epoch[1711](1711/1): Loss -0.8426, Sem 0.0312, dir -0.9890, norm 0.1152, swav 0.0000 LR: 6.860e-02 Score 98.824 Data time: 0.2321, Forward time: 2.2676, Backward time: 2.4300, DDP time: 0.0047, Total iter time: 4.7627 [2020-11-08 07:16:08,161][root][INFO] - ===> Epoch[1712](1712/1): Loss -0.8427, Sem 0.0308, dir -0.9875, norm 0.1140, swav 0.0000 LR: 6.858e-02 Score 98.828 Data time: 0.2086, Forward time: 2.2676, Backward time: 2.4302, DDP time: 0.0047, Total iter time: 5.1552 [2020-11-08 07:16:13,131][root][INFO] - ===> Epoch[1713](1713/1): Loss -0.8435, Sem 0.0296, dir -0.9881, norm 0.1149, swav 0.0000 LR: 6.856e-02 Score 98.881 Data time: 0.2736, Forward time: 2.2677, Backward time: 2.4299, DDP time: 0.0047, Total iter time: 4.8538 [2020-11-08 07:16:17,945][root][INFO] - ===> Epoch[1714](1714/1): Loss -0.8487, Sem 0.0304, dir -0.9887, norm 0.1095, swav 0.0000 LR: 6.854e-02 Score 98.848 Data time: 0.1974, Forward time: 2.2676, Backward time: 2.4299, DDP time: 0.0047, Total iter time: 4.6945 [2020-11-08 07:16:22,981][root][INFO] - ===> Epoch[1715](1715/1): Loss -0.8519, Sem 0.0292, dir -0.9892, norm 0.1080, swav 0.0000 LR: 6.853e-02 Score 98.886 Data time: 0.2258, Forward time: 2.2677, Backward time: 2.4298, DDP time: 0.0047, Total iter time: 4.9130 [2020-11-08 07:16:27,964][root][INFO] - ===> Epoch[1716](1716/1): Loss -0.8263, Sem 0.0319, dir -0.9853, norm 0.1271, swav 0.0000 LR: 6.851e-02 Score 98.794 Data time: 0.1813, Forward time: 2.2675, Backward time: 2.4299, DDP time: 0.0047, Total iter time: 4.8493 [2020-11-08 07:16:32,531][root][INFO] - ===> Epoch[1717](1717/1): Loss -0.8270, Sem 0.0318, dir -0.9858, norm 0.1270, swav 0.0000 LR: 6.849e-02 Score 98.811 Data time: 0.1667, Forward time: 2.2672, Backward time: 2.4299, DDP time: 0.0047, Total iter time: 4.4750 [2020-11-08 07:16:37,430][root][INFO] - ===> Epoch[1718](1718/1): Loss -0.8598, Sem 0.0277, dir -0.9902, norm 0.1028, swav 0.0000 LR: 6.847e-02 Score 98.951 Data time: 0.1590, Forward time: 2.2669, Backward time: 2.4302, DDP time: 0.0047, Total iter time: 4.8451 [2020-11-08 07:16:42,435][root][INFO] - ===> Epoch[1719](1719/1): Loss -0.8534, Sem 0.0289, dir -0.9885, norm 0.1061, swav 0.0000 LR: 6.845e-02 Score 98.903 Data time: 0.1947, Forward time: 2.2668, Backward time: 2.4303, DDP time: 0.0047, Total iter time: 4.9470 [2020-11-08 07:16:47,130][root][INFO] - ===> Epoch[1720](1720/1): Loss -0.8309, Sem 0.0302, dir -0.9872, norm 0.1260, swav 0.0000 LR: 6.843e-02 Score 98.857 Data time: 0.2431, Forward time: 2.2669, Backward time: 2.4300, DDP time: 0.0047, Total iter time: 4.5590 [2020-11-08 07:16:52,079][root][INFO] - ===> Epoch[1721](1721/1): Loss -0.8512, Sem 0.0311, dir -0.9880, norm 0.1057, swav 0.0000 LR: 6.841e-02 Score 98.815 Data time: 0.2089, Forward time: 2.2668, Backward time: 2.4300, DDP time: 0.0047, Total iter time: 4.8227 [2020-11-08 07:16:57,470][root][INFO] - ===> Epoch[1722](1722/1): Loss -0.8318, Sem 0.0309, dir -0.9880, norm 0.1253, swav 0.0000 LR: 6.839e-02 Score 98.836 Data time: 0.2544, Forward time: 2.2670, Backward time: 2.4299, DDP time: 0.0047, Total iter time: 5.2602 [2020-11-08 07:17:03,171][root][INFO] - ===> Epoch[1723](1723/1): Loss -0.8304, Sem 0.0331, dir -0.9845, norm 0.1210, swav 0.0000 LR: 6.837e-02 Score 98.755 Data time: 0.1864, Forward time: 2.2668, Backward time: 2.4305, DDP time: 0.0047, Total iter time: 5.5647 [2020-11-08 07:17:08,508][root][INFO] - ===> Epoch[1724](1724/1): Loss -0.8367, Sem 0.0308, dir -0.9875, norm 0.1200, swav 0.0000 LR: 6.836e-02 Score 98.852 Data time: 0.2478, Forward time: 2.2670, Backward time: 2.4304, DDP time: 0.0047, Total iter time: 5.2263 [2020-11-08 07:17:13,430][root][INFO] - ===> Epoch[1725](1725/1): Loss -0.8376, Sem 0.0315, dir -0.9889, norm 0.1198, swav 0.0000 LR: 6.834e-02 Score 98.795 Data time: 0.1742, Forward time: 2.2667, Backward time: 2.4306, DDP time: 0.0047, Total iter time: 4.7826 [2020-11-08 07:17:18,259][root][INFO] - ===> Epoch[1726](1726/1): Loss -0.8374, Sem 0.0318, dir -0.9891, norm 0.1199, swav 0.0000 LR: 6.832e-02 Score 98.788 Data time: 0.2580, Forward time: 2.2668, Backward time: 2.4304, DDP time: 0.0047, Total iter time: 4.7100 [2020-11-08 07:17:23,052][root][INFO] - ===> Epoch[1727](1727/1): Loss -0.8378, Sem 0.0295, dir -0.9872, norm 0.1200, swav 0.0000 LR: 6.830e-02 Score 98.880 Data time: 0.2080, Forward time: 2.2667, Backward time: 2.4303, DDP time: 0.0047, Total iter time: 4.6541 [2020-11-08 07:17:27,769][root][INFO] - ===> Epoch[1728](1728/1): Loss -0.8464, Sem 0.0310, dir -0.9871, norm 0.1097, swav 0.0000 LR: 6.828e-02 Score 98.840 Data time: 0.2212, Forward time: 2.2667, Backward time: 2.4301, DDP time: 0.0047, Total iter time: 4.6057 [2020-11-08 07:17:33,578][root][INFO] - ===> Epoch[1729](1729/1): Loss -0.8386, Sem 0.0295, dir -0.9877, norm 0.1196, swav 0.0000 LR: 6.826e-02 Score 98.880 Data time: 0.2439, Forward time: 2.2669, Backward time: 2.4303, DDP time: 0.0047, Total iter time: 5.6727 [2020-11-08 07:17:38,688][root][INFO] - ===> Epoch[1730](1730/1): Loss -0.8409, Sem 0.0301, dir -0.9876, norm 0.1167, swav 0.0000 LR: 6.824e-02 Score 98.859 Data time: 0.2382, Forward time: 2.2670, Backward time: 2.4302, DDP time: 0.0047, Total iter time: 4.9711 [2020-11-08 07:17:43,561][root][INFO] - ===> Epoch[1731](1731/1): Loss -0.8582, Sem 0.0306, dir -0.9901, norm 0.1013, swav 0.0000 LR: 6.822e-02 Score 98.835 Data time: 0.2095, Forward time: 2.2670, Backward time: 2.4301, DDP time: 0.0047, Total iter time: 4.7566 [2020-11-08 07:17:48,885][root][INFO] - ===> Epoch[1732](1732/1): Loss -0.8556, Sem 0.0305, dir -0.9895, norm 0.1034, swav 0.0000 LR: 6.821e-02 Score 98.850 Data time: 0.2157, Forward time: 2.2668, Backward time: 2.4304, DDP time: 0.0047, Total iter time: 5.2041 [2020-11-08 07:17:53,969][root][INFO] - ===> Epoch[1733](1733/1): Loss -0.8524, Sem 0.0300, dir -0.9873, norm 0.1048, swav 0.0000 LR: 6.819e-02 Score 98.859 Data time: 0.1592, Forward time: 2.2664, Backward time: 2.4308, DDP time: 0.0047, Total iter time: 4.9771 [2020-11-08 07:17:58,981][root][INFO] - ===> Epoch[1734](1734/1): Loss -0.8470, Sem 0.0304, dir -0.9888, norm 0.1115, swav 0.0000 LR: 6.817e-02 Score 98.852 Data time: 0.1887, Forward time: 2.2662, Backward time: 2.4310, DDP time: 0.0047, Total iter time: 4.9498 [2020-11-08 07:18:04,497][root][INFO] - ===> Epoch[1735](1735/1): Loss -0.8603, Sem 0.0273, dir -0.9898, norm 0.1022, swav 0.0000 LR: 6.815e-02 Score 98.960 Data time: 0.2214, Forward time: 2.2663, Backward time: 2.4312, DDP time: 0.0047, Total iter time: 5.3863 [2020-11-08 07:18:09,919][root][INFO] - ===> Epoch[1736](1736/1): Loss -0.8471, Sem 0.0323, dir -0.9869, norm 0.1074, swav 0.0000 LR: 6.813e-02 Score 98.800 Data time: 0.2270, Forward time: 2.2663, Backward time: 2.4313, DDP time: 0.0047, Total iter time: 5.2829 [2020-11-08 07:18:14,556][root][INFO] - ===> Epoch[1737](1737/1): Loss -0.8554, Sem 0.0305, dir -0.9885, norm 0.1026, swav 0.0000 LR: 6.811e-02 Score 98.852 Data time: 0.2067, Forward time: 2.2663, Backward time: 2.4311, DDP time: 0.0048, Total iter time: 4.5109 [2020-11-08 07:18:19,772][root][INFO] - ===> Epoch[1738](1738/1): Loss -0.8422, Sem 0.0304, dir -0.9869, norm 0.1143, swav 0.0000 LR: 6.809e-02 Score 98.847 Data time: 0.2685, Forward time: 2.2664, Backward time: 2.4311, DDP time: 0.0048, Total iter time: 5.1069 [2020-11-08 07:18:25,198][root][INFO] - ===> Epoch[1739](1739/1): Loss -0.8510, Sem 0.0284, dir -0.9892, norm 0.1098, swav 0.0000 LR: 6.807e-02 Score 98.920 Data time: 0.2105, Forward time: 2.2664, Backward time: 2.4313, DDP time: 0.0048, Total iter time: 5.2689 [2020-11-08 07:18:30,503][root][INFO] - ===> Epoch[1740](1740/1): Loss -0.8488, Sem 0.0317, dir -0.9881, norm 0.1076, swav 0.0000 LR: 6.806e-02 Score 98.809 Data time: 0.2059, Forward time: 2.2663, Backward time: 2.4315, DDP time: 0.0048, Total iter time: 5.1869 [2020-11-08 07:18:35,530][root][INFO] - ===> Epoch[1741](1741/1): Loss -0.8645, Sem 0.0295, dir -0.9897, norm 0.0957, swav 0.0000 LR: 6.804e-02 Score 98.887 Data time: 0.1968, Forward time: 2.2662, Backward time: 2.4315, DDP time: 0.0048, Total iter time: 4.9273 [2020-11-08 07:18:39,860][root][INFO] - ===> Epoch[1742](1742/1): Loss -0.8520, Sem 0.0316, dir -0.9886, norm 0.1050, swav 0.0000 LR: 6.802e-02 Score 98.817 Data time: 0.1669, Forward time: 2.2659, Backward time: 2.4315, DDP time: 0.0048, Total iter time: 4.2173 [2020-11-08 07:18:44,702][root][INFO] - ===> Epoch[1743](1743/1): Loss -0.8462, Sem 0.0306, dir -0.9889, norm 0.1121, swav 0.0000 LR: 6.800e-02 Score 98.833 Data time: 0.2262, Forward time: 2.2660, Backward time: 2.4313, DDP time: 0.0048, Total iter time: 4.7346 [2020-11-08 07:18:49,291][root][INFO] - ===> Epoch[1744](1744/1): Loss -0.8536, Sem 0.0318, dir -0.9885, norm 0.1031, swav 0.0000 LR: 6.798e-02 Score 98.803 Data time: 0.2255, Forward time: 2.2660, Backward time: 2.4309, DDP time: 0.0048, Total iter time: 4.4493 [2020-11-08 07:18:54,624][root][INFO] - ===> Epoch[1745](1745/1): Loss -0.8652, Sem 0.0280, dir -0.9903, norm 0.0970, swav 0.0000 LR: 6.796e-02 Score 98.933 Data time: 0.2509, Forward time: 2.2663, Backward time: 2.4308, DDP time: 0.0047, Total iter time: 5.2057 [2020-11-08 07:18:59,864][root][INFO] - ===> Epoch[1746](1746/1): Loss -0.8645, Sem 0.0295, dir -0.9909, norm 0.0969, swav 0.0000 LR: 6.794e-02 Score 98.881 Data time: 0.2041, Forward time: 2.2663, Backward time: 2.4309, DDP time: 0.0047, Total iter time: 5.0963 [2020-11-08 07:19:05,259][root][INFO] - ===> Epoch[1747](1747/1): Loss -0.8553, Sem 0.0279, dir -0.9883, norm 0.1051, swav 0.0000 LR: 6.792e-02 Score 98.927 Data time: 0.1864, Forward time: 2.2661, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 5.2666 [2020-11-08 07:19:10,022][root][INFO] - ===> Epoch[1748](1748/1): Loss -0.8357, Sem 0.0300, dir -0.9858, norm 0.1201, swav 0.0000 LR: 6.791e-02 Score 98.865 Data time: 0.1700, Forward time: 2.2659, Backward time: 2.4313, DDP time: 0.0048, Total iter time: 4.6550 [2020-11-08 07:19:15,148][root][INFO] - ===> Epoch[1749](1749/1): Loss -0.8439, Sem 0.0294, dir -0.9860, norm 0.1128, swav 0.0000 LR: 6.789e-02 Score 98.878 Data time: 0.2399, Forward time: 2.2658, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 5.0199 [2020-11-08 07:19:20,590][root][INFO] - ===> Epoch[1750](1750/1): Loss -0.8551, Sem 0.0308, dir -0.9894, norm 0.1035, swav 0.0000 LR: 6.787e-02 Score 98.841 Data time: 0.2618, Forward time: 2.2660, Backward time: 2.4313, DDP time: 0.0048, Total iter time: 5.3116 [2020-11-08 07:19:25,917][root][INFO] - ===> Epoch[1751](1751/1): Loss -0.8340, Sem 0.0300, dir -0.9867, norm 0.1227, swav 0.0000 LR: 6.785e-02 Score 98.870 Data time: 0.2430, Forward time: 2.2661, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 5.1997 [2020-11-08 07:19:30,919][root][INFO] - ===> Epoch[1752](1752/1): Loss -0.8539, Sem 0.0316, dir -0.9892, norm 0.1037, swav 0.0000 LR: 6.783e-02 Score 98.800 Data time: 0.2242, Forward time: 2.2662, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 4.8639 [2020-11-08 07:19:35,997][root][INFO] - ===> Epoch[1753](1753/1): Loss -0.8621, Sem 0.0297, dir -0.9893, norm 0.0975, swav 0.0000 LR: 6.781e-02 Score 98.876 Data time: 0.1844, Forward time: 2.2660, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 4.9455 [2020-11-08 07:19:40,903][root][INFO] - ===> Epoch[1754](1754/1): Loss -0.8439, Sem 0.0301, dir -0.9866, norm 0.1126, swav 0.0000 LR: 6.779e-02 Score 98.859 Data time: 0.2173, Forward time: 2.2660, Backward time: 2.4313, DDP time: 0.0048, Total iter time: 4.7994 [2020-11-08 07:19:46,160][root][INFO] - ===> Epoch[1755](1755/1): Loss -0.8299, Sem 0.0306, dir -0.9851, norm 0.1247, swav 0.0000 LR: 6.777e-02 Score 98.845 Data time: 0.2039, Forward time: 2.2659, Backward time: 2.4315, DDP time: 0.0048, Total iter time: 5.1346 [2020-11-08 07:19:51,393][root][INFO] - ===> Epoch[1756](1756/1): Loss -0.8525, Sem 0.0301, dir -0.9887, norm 0.1060, swav 0.0000 LR: 6.776e-02 Score 98.862 Data time: 0.2722, Forward time: 2.2662, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 5.1162 [2020-11-08 07:19:56,202][root][INFO] - ===> Epoch[1757](1757/1): Loss -0.8595, Sem 0.0289, dir -0.9901, norm 0.1018, swav 0.0000 LR: 6.774e-02 Score 98.903 Data time: 0.2215, Forward time: 2.2663, Backward time: 2.4311, DDP time: 0.0048, Total iter time: 4.6700 [2020-11-08 07:20:01,225][root][INFO] - ===> Epoch[1758](1758/1): Loss -0.8599, Sem 0.0273, dir -0.9901, norm 0.1029, swav 0.0000 LR: 6.772e-02 Score 98.964 Data time: 0.2233, Forward time: 2.2663, Backward time: 2.4310, DDP time: 0.0048, Total iter time: 4.8917 [2020-11-08 07:20:05,964][root][INFO] - ===> Epoch[1759](1759/1): Loss -0.8521, Sem 0.0296, dir -0.9879, norm 0.1062, swav 0.0000 LR: 6.770e-02 Score 98.890 Data time: 0.2171, Forward time: 2.2664, Backward time: 2.4308, DDP time: 0.0048, Total iter time: 4.6247 [2020-11-08 07:20:10,992][root][INFO] - ===> Epoch[1760](1760/1): Loss -0.8625, Sem 0.0299, dir -0.9904, norm 0.0980, swav 0.0000 LR: 6.768e-02 Score 98.859 Data time: 0.2138, Forward time: 2.2664, Backward time: 2.4308, DDP time: 0.0048, Total iter time: 4.9048 [2020-11-08 07:20:16,109][root][INFO] - ===> Epoch[1761](1761/1): Loss -0.8499, Sem 0.0324, dir -0.9891, norm 0.1068, swav 0.0000 LR: 6.766e-02 Score 98.772 Data time: 0.2144, Forward time: 2.2663, Backward time: 2.4308, DDP time: 0.0048, Total iter time: 4.9863 [2020-11-08 07:20:21,720][root][INFO] - ===> Epoch[1762](1762/1): Loss -0.8342, Sem 0.0303, dir -0.9870, norm 0.1225, swav 0.0000 LR: 6.764e-02 Score 98.856 Data time: 0.2888, Forward time: 2.2665, Backward time: 2.4309, DDP time: 0.0048, Total iter time: 5.4975 [2020-11-08 07:20:26,716][root][INFO] - ===> Epoch[1763](1763/1): Loss -0.8418, Sem 0.0323, dir -0.9872, norm 0.1131, swav 0.0000 LR: 6.762e-02 Score 98.787 Data time: 0.2317, Forward time: 2.2666, Backward time: 2.4307, DDP time: 0.0048, Total iter time: 4.8635 [2020-11-08 07:20:32,127][root][INFO] - ===> Epoch[1764](1764/1): Loss -0.8499, Sem 0.0304, dir -0.9890, norm 0.1088, swav 0.0000 LR: 6.760e-02 Score 98.857 Data time: 0.2766, Forward time: 2.2669, Backward time: 2.4306, DDP time: 0.0048, Total iter time: 5.2913 [2020-11-08 07:20:37,159][root][INFO] - ===> Epoch[1765](1765/1): Loss -0.8453, Sem 0.0295, dir -0.9869, norm 0.1120, swav 0.0000 LR: 6.759e-02 Score 98.886 Data time: 0.2274, Forward time: 2.2671, Backward time: 2.4304, DDP time: 0.0048, Total iter time: 4.8999 [2020-11-08 07:20:42,381][root][INFO] - ===> Epoch[1766](1766/1): Loss -0.8339, Sem 0.0335, dir -0.9878, norm 0.1204, swav 0.0000 LR: 6.757e-02 Score 98.737 Data time: 0.1809, Forward time: 2.2669, Backward time: 2.4307, DDP time: 0.0048, Total iter time: 5.1030 [2020-11-08 07:20:48,334][root][INFO] - ===> Epoch[1767](1767/1): Loss -0.8660, Sem 0.0305, dir -0.9902, norm 0.0937, swav 0.0000 LR: 6.755e-02 Score 98.847 Data time: 0.1814, Forward time: 2.2667, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 5.8298 [2020-11-08 07:20:54,110][root][INFO] - ===> Epoch[1768](1768/1): Loss -0.8488, Sem 0.0302, dir -0.9894, norm 0.1104, swav 0.0000 LR: 6.753e-02 Score 98.854 Data time: 0.2426, Forward time: 2.2668, Backward time: 2.4317, DDP time: 0.0048, Total iter time: 5.6627 [2020-11-08 07:20:59,092][root][INFO] - ===> Epoch[1769](1769/1): Loss -0.8288, Sem 0.0324, dir -0.9847, norm 0.1234, swav 0.0000 LR: 6.751e-02 Score 98.776 Data time: 0.2009, Forward time: 2.2667, Backward time: 2.4316, DDP time: 0.0048, Total iter time: 4.8304 [2020-11-08 07:21:03,993][root][INFO] - ===> Epoch[1770](1770/1): Loss -0.8591, Sem 0.0296, dir -0.9895, norm 0.1008, swav 0.0000 LR: 6.749e-02 Score 98.864 Data time: 0.2361, Forward time: 2.2669, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 4.7794 [2020-11-08 07:21:09,090][root][INFO] - ===> Epoch[1771](1771/1): Loss -0.8660, Sem 0.0262, dir -0.9914, norm 0.0993, swav 0.0000 LR: 6.747e-02 Score 98.999 Data time: 0.2166, Forward time: 2.2668, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 4.9538 [2020-11-08 07:21:14,485][root][INFO] - ===> Epoch[1772](1772/1): Loss -0.8500, Sem 0.0310, dir -0.9895, norm 0.1084, swav 0.0000 LR: 6.745e-02 Score 98.817 Data time: 0.1837, Forward time: 2.2667, Backward time: 2.4318, DDP time: 0.0048, Total iter time: 5.2442 [2020-11-08 07:21:19,650][root][INFO] - ===> Epoch[1773](1773/1): Loss -0.8461, Sem 0.0294, dir -0.9889, norm 0.1134, swav 0.0000 LR: 6.744e-02 Score 98.879 Data time: 0.1918, Forward time: 2.2665, Backward time: 2.4320, DDP time: 0.0048, Total iter time: 5.0545 [2020-11-08 07:21:24,785][root][INFO] - ===> Epoch[1774](1774/1): Loss -0.8495, Sem 0.0304, dir -0.9888, norm 0.1090, swav 0.0000 LR: 6.742e-02 Score 98.855 Data time: 0.2295, Forward time: 2.2666, Backward time: 2.4319, DDP time: 0.0048, Total iter time: 5.0044 [2020-11-08 07:21:29,702][root][INFO] - ===> Epoch[1775](1775/1): Loss -0.8521, Sem 0.0300, dir -0.9891, norm 0.1069, swav 0.0000 LR: 6.740e-02 Score 98.872 Data time: 0.2086, Forward time: 2.2665, Backward time: 2.4319, DDP time: 0.0048, Total iter time: 4.7917 [2020-11-08 07:21:34,912][root][INFO] - ===> Epoch[1776](1776/1): Loss -0.8395, Sem 0.0305, dir -0.9886, norm 0.1186, swav 0.0000 LR: 6.738e-02 Score 98.850 Data time: 0.2340, Forward time: 2.2667, Backward time: 2.4318, DDP time: 0.0048, Total iter time: 5.0845 [2020-11-08 07:21:39,700][root][INFO] - ===> Epoch[1777](1777/1): Loss -0.8452, Sem 0.0314, dir -0.9866, norm 0.1101, swav 0.0000 LR: 6.736e-02 Score 98.823 Data time: 0.1639, Forward time: 2.2664, Backward time: 2.4319, DDP time: 0.0048, Total iter time: 4.6792 [2020-11-08 07:21:44,428][root][INFO] - ===> Epoch[1778](1778/1): Loss -0.8719, Sem 0.0283, dir -0.9907, norm 0.0904, swav 0.0000 LR: 6.734e-02 Score 98.921 Data time: 0.2164, Forward time: 2.2663, Backward time: 2.4318, DDP time: 0.0048, Total iter time: 4.6264 [2020-11-08 07:21:49,585][root][INFO] - ===> Epoch[1779](1779/1): Loss -0.8552, Sem 0.0304, dir -0.9894, norm 0.1039, swav 0.0000 LR: 6.732e-02 Score 98.857 Data time: 0.2208, Forward time: 2.2664, Backward time: 2.4318, DDP time: 0.0048, Total iter time: 5.0311 [2020-11-08 07:21:54,481][root][INFO] - ===> Epoch[1780](1780/1): Loss -0.8505, Sem 0.0294, dir -0.9895, norm 0.1096, swav 0.0000 LR: 6.730e-02 Score 98.890 Data time: 0.2317, Forward time: 2.2664, Backward time: 2.4317, DDP time: 0.0048, Total iter time: 4.7777 [2020-11-08 07:21:59,498][root][INFO] - ===> Epoch[1781](1781/1): Loss -0.8487, Sem 0.0290, dir -0.9886, norm 0.1109, swav 0.0000 LR: 6.729e-02 Score 98.892 Data time: 0.2117, Forward time: 2.2664, Backward time: 2.4317, DDP time: 0.0048, Total iter time: 4.8782 [2020-11-08 07:22:04,439][root][INFO] - ===> Epoch[1782](1782/1): Loss -0.8556, Sem 0.0299, dir -0.9887, norm 0.1031, swav 0.0000 LR: 6.727e-02 Score 98.863 Data time: 0.2268, Forward time: 2.2663, Backward time: 2.4316, DDP time: 0.0048, Total iter time: 4.8095 [2020-11-08 07:22:09,960][root][INFO] - ===> Epoch[1783](1783/1): Loss -0.8575, Sem 0.0305, dir -0.9890, norm 0.1009, swav 0.0000 LR: 6.725e-02 Score 98.854 Data time: 0.2683, Forward time: 2.2667, Backward time: 2.4315, DDP time: 0.0048, Total iter time: 5.4011 [2020-11-08 07:22:14,814][root][INFO] - ===> Epoch[1784](1784/1): Loss -0.8358, Sem 0.0317, dir -0.9866, norm 0.1190, swav 0.0000 LR: 6.723e-02 Score 98.828 Data time: 0.1833, Forward time: 2.2665, Backward time: 2.4316, DDP time: 0.0048, Total iter time: 4.7302 [2020-11-08 07:22:19,600][root][INFO] - ===> Epoch[1785](1785/1): Loss -0.8495, Sem 0.0290, dir -0.9894, norm 0.1109, swav 0.0000 LR: 6.721e-02 Score 98.898 Data time: 0.2256, Forward time: 2.2666, Backward time: 2.4313, DDP time: 0.0048, Total iter time: 4.6827 [2020-11-08 07:22:24,534][root][INFO] - ===> Epoch[1786](1786/1): Loss -0.8583, Sem 0.0310, dir -0.9893, norm 0.0999, swav 0.0000 LR: 6.719e-02 Score 98.834 Data time: 0.2225, Forward time: 2.2666, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 4.8159 [2020-11-08 07:22:29,596][root][INFO] - ===> Epoch[1787](1787/1): Loss -0.8582, Sem 0.0281, dir -0.9907, norm 0.1044, swav 0.0000 LR: 6.717e-02 Score 98.923 Data time: 0.1958, Forward time: 2.2665, Backward time: 2.4313, DDP time: 0.0048, Total iter time: 4.9494 [2020-11-08 07:22:35,305][root][INFO] - ===> Epoch[1788](1788/1): Loss -0.8570, Sem 0.0290, dir -0.9877, norm 0.1017, swav 0.0000 LR: 6.715e-02 Score 98.905 Data time: 0.1884, Forward time: 2.2663, Backward time: 2.4319, DDP time: 0.0048, Total iter time: 5.5771 [2020-11-08 07:22:40,562][root][INFO] - ===> Epoch[1789](1789/1): Loss -0.8443, Sem 0.0314, dir -0.9884, norm 0.1128, swav 0.0000 LR: 6.713e-02 Score 98.834 Data time: 0.2560, Forward time: 2.2665, Backward time: 2.4317, DDP time: 0.0048, Total iter time: 5.1962 [2020-11-08 07:22:45,679][root][INFO] - ===> Epoch[1790](1790/1): Loss -0.8636, Sem 0.0283, dir -0.9901, norm 0.0982, swav 0.0000 LR: 6.712e-02 Score 98.925 Data time: 0.2217, Forward time: 2.2666, Backward time: 2.4317, DDP time: 0.0048, Total iter time: 4.9949 [2020-11-08 07:22:50,342][root][INFO] - ===> Epoch[1791](1791/1): Loss -0.8535, Sem 0.0289, dir -0.9903, norm 0.1079, swav 0.0000 LR: 6.710e-02 Score 98.915 Data time: 0.2334, Forward time: 2.2667, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 4.5468 [2020-11-08 07:22:55,134][root][INFO] - ===> Epoch[1792](1792/1): Loss -0.8272, Sem 0.0303, dir -0.9847, norm 0.1272, swav 0.0000 LR: 6.708e-02 Score 98.844 Data time: 0.2649, Forward time: 2.2668, Backward time: 2.4311, DDP time: 0.0048, Total iter time: 4.6689 [2020-11-08 07:23:00,572][root][INFO] - ===> Epoch[1793](1793/1): Loss -0.8451, Sem 0.0297, dir -0.9884, norm 0.1136, swav 0.0000 LR: 6.706e-02 Score 98.866 Data time: 0.2090, Forward time: 2.2668, Backward time: 2.4313, DDP time: 0.0048, Total iter time: 5.3061 [2020-11-08 07:23:05,768][root][INFO] - ===> Epoch[1794](1794/1): Loss -0.8636, Sem 0.0292, dir -0.9903, norm 0.0975, swav 0.0000 LR: 6.704e-02 Score 98.901 Data time: 0.2111, Forward time: 2.2667, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 5.0879 [2020-11-08 07:23:11,698][root][INFO] - ===> Epoch[1795](1795/1): Loss -0.8504, Sem 0.0299, dir -0.9892, norm 0.1089, swav 0.0000 LR: 6.702e-02 Score 98.876 Data time: 0.2552, Forward time: 2.2669, Backward time: 2.4317, DDP time: 0.0048, Total iter time: 5.8214 [2020-11-08 07:23:17,404][root][INFO] - ===> Epoch[1796](1796/1): Loss -0.8499, Sem 0.0306, dir -0.9887, norm 0.1083, swav 0.0000 LR: 6.700e-02 Score 98.838 Data time: 0.1839, Forward time: 2.2668, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 5.5807 [2020-11-08 07:23:22,439][root][INFO] - ===> Epoch[1797](1797/1): Loss -0.8676, Sem 0.0280, dir -0.9908, norm 0.0952, swav 0.0000 LR: 6.698e-02 Score 98.937 Data time: 0.2031, Forward time: 2.2667, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 4.9525 [2020-11-08 07:23:27,631][root][INFO] - ===> Epoch[1798](1798/1): Loss -0.8642, Sem 0.0274, dir -0.9897, norm 0.0981, swav 0.0000 LR: 6.697e-02 Score 98.955 Data time: 0.1904, Forward time: 2.2666, Backward time: 2.4324, DDP time: 0.0048, Total iter time: 5.0705 [2020-11-08 07:23:32,246][root][INFO] - ===> Epoch[1799](1799/1): Loss -0.8551, Sem 0.0302, dir -0.9892, norm 0.1039, swav 0.0000 LR: 6.695e-02 Score 98.860 Data time: 0.1992, Forward time: 2.2665, Backward time: 2.4323, DDP time: 0.0048, Total iter time: 4.5114 [2020-11-08 07:23:36,964][root][INFO] - ===> Epoch[1800](1800/1): Loss -0.8578, Sem 0.0305, dir -0.9893, norm 0.1010, swav 0.0000 LR: 6.693e-02 Score 98.844 Data time: 0.2353, Forward time: 2.2666, Backward time: 2.4320, DDP time: 0.0048, Total iter time: 4.5991 [2020-11-08 07:23:41,875][root][INFO] - ===> Epoch[1801](1801/1): Loss -0.8641, Sem 0.0289, dir -0.9897, norm 0.0967, swav 0.0000 LR: 6.691e-02 Score 98.911 Data time: 0.2389, Forward time: 2.2667, Backward time: 2.4318, DDP time: 0.0048, Total iter time: 4.7822 [2020-11-08 07:23:46,931][root][INFO] - ===> Epoch[1802](1802/1): Loss -0.8643, Sem 0.0302, dir -0.9912, norm 0.0966, swav 0.0000 LR: 6.689e-02 Score 98.859 Data time: 0.1682, Forward time: 2.2665, Backward time: 2.4320, DDP time: 0.0048, Total iter time: 4.9262 [2020-11-08 07:23:52,185][root][INFO] - ===> Epoch[1803](1803/1): Loss -0.8595, Sem 0.0306, dir -0.9900, norm 0.0999, swav 0.0000 LR: 6.687e-02 Score 98.855 Data time: 0.2260, Forward time: 2.2665, Backward time: 2.4320, DDP time: 0.0048, Total iter time: 5.1479 [2020-11-08 07:23:57,210][root][INFO] - ===> Epoch[1804](1804/1): Loss -0.8631, Sem 0.0297, dir -0.9907, norm 0.0980, swav 0.0000 LR: 6.685e-02 Score 98.883 Data time: 0.2175, Forward time: 2.2666, Backward time: 2.4320, DDP time: 0.0048, Total iter time: 4.9096 [2020-11-08 07:24:02,512][root][INFO] - ===> Epoch[1805](1805/1): Loss -0.8725, Sem 0.0282, dir -0.9917, norm 0.0909, swav 0.0000 LR: 6.683e-02 Score 98.926 Data time: 0.2356, Forward time: 2.2667, Backward time: 2.4320, DDP time: 0.0048, Total iter time: 5.1790 [2020-11-08 07:24:07,458][root][INFO] - ===> Epoch[1806](1806/1): Loss -0.8601, Sem 0.0297, dir -0.9888, norm 0.0990, swav 0.0000 LR: 6.681e-02 Score 98.885 Data time: 0.2046, Forward time: 2.2664, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 4.8175 [2020-11-08 07:24:12,499][root][INFO] - ===> Epoch[1807](1807/1): Loss -0.8536, Sem 0.0307, dir -0.9882, norm 0.1039, swav 0.0000 LR: 6.680e-02 Score 98.849 Data time: 0.2090, Forward time: 2.2663, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 4.9513 [2020-11-08 07:24:17,583][root][INFO] - ===> Epoch[1808](1808/1): Loss -0.8505, Sem 0.0297, dir -0.9881, norm 0.1079, swav 0.0000 LR: 6.678e-02 Score 98.866 Data time: 0.2118, Forward time: 2.2662, Backward time: 2.4323, DDP time: 0.0048, Total iter time: 4.9627 [2020-11-08 07:24:22,433][root][INFO] - ===> Epoch[1809](1809/1): Loss -0.8605, Sem 0.0304, dir -0.9892, norm 0.0983, swav 0.0000 LR: 6.676e-02 Score 98.857 Data time: 0.2230, Forward time: 2.2662, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 4.7424 [2020-11-08 07:24:27,183][root][INFO] - ===> Epoch[1810](1810/1): Loss -0.8691, Sem 0.0300, dir -0.9916, norm 0.0924, swav 0.0000 LR: 6.674e-02 Score 98.871 Data time: 0.2047, Forward time: 2.2663, Backward time: 2.4320, DDP time: 0.0048, Total iter time: 4.6237 [2020-11-08 07:24:32,090][root][INFO] - ===> Epoch[1811](1811/1): Loss -0.8685, Sem 0.0307, dir -0.9908, norm 0.0917, swav 0.0000 LR: 6.672e-02 Score 98.849 Data time: 0.1733, Forward time: 2.2660, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 4.7867 [2020-11-08 07:24:37,504][root][INFO] - ===> Epoch[1812](1812/1): Loss -0.8623, Sem 0.0299, dir -0.9905, norm 0.0983, swav 0.0000 LR: 6.670e-02 Score 98.860 Data time: 0.1952, Forward time: 2.2659, Backward time: 2.4324, DDP time: 0.0048, Total iter time: 5.3177 [2020-11-08 07:24:42,856][root][INFO] - ===> Epoch[1813](1813/1): Loss -0.8643, Sem 0.0294, dir -0.9904, norm 0.0967, swav 0.0000 LR: 6.668e-02 Score 98.882 Data time: 0.1999, Forward time: 2.2659, Backward time: 2.4326, DDP time: 0.0048, Total iter time: 5.2180 [2020-11-08 07:24:48,404][root][INFO] - ===> Epoch[1814](1814/1): Loss -0.8719, Sem 0.0278, dir -0.9912, norm 0.0915, swav 0.0000 LR: 6.666e-02 Score 98.934 Data time: 0.2323, Forward time: 2.2660, Backward time: 2.4328, DDP time: 0.0048, Total iter time: 5.4339 [2020-11-08 07:24:53,445][root][INFO] - ===> Epoch[1815](1815/1): Loss -0.8515, Sem 0.0283, dir -0.9885, norm 0.1087, swav 0.0000 LR: 6.665e-02 Score 98.929 Data time: 0.2601, Forward time: 2.2661, Backward time: 2.4327, DDP time: 0.0048, Total iter time: 4.9095 [2020-11-08 07:24:58,533][root][INFO] - ===> Epoch[1816](1816/1): Loss -0.8330, Sem 0.0301, dir -0.9854, norm 0.1223, swav 0.0000 LR: 6.663e-02 Score 98.866 Data time: 0.1872, Forward time: 2.2659, Backward time: 2.4328, DDP time: 0.0048, Total iter time: 4.9623 [2020-11-08 07:25:03,304][root][INFO] - ===> Epoch[1817](1817/1): Loss -0.8557, Sem 0.0291, dir -0.9889, norm 0.1040, swav 0.0000 LR: 6.661e-02 Score 98.895 Data time: 0.2227, Forward time: 2.2659, Backward time: 2.4326, DDP time: 0.0048, Total iter time: 4.6443 [2020-11-08 07:25:08,222][root][INFO] - ===> Epoch[1818](1818/1): Loss -0.8648, Sem 0.0285, dir -0.9911, norm 0.0977, swav 0.0000 LR: 6.659e-02 Score 98.901 Data time: 0.2445, Forward time: 2.2661, Backward time: 2.4324, DDP time: 0.0048, Total iter time: 4.7974 [2020-11-08 07:25:13,101][root][INFO] - ===> Epoch[1819](1819/1): Loss -0.8487, Sem 0.0299, dir -0.9888, norm 0.1101, swav 0.0000 LR: 6.657e-02 Score 98.872 Data time: 0.2400, Forward time: 2.2662, Backward time: 2.4321, DDP time: 0.0048, Total iter time: 4.7485 [2020-11-08 07:25:18,457][root][INFO] - ===> Epoch[1820](1820/1): Loss -0.8481, Sem 0.0297, dir -0.9888, norm 0.1109, swav 0.0000 LR: 6.655e-02 Score 98.882 Data time: 0.2228, Forward time: 2.2663, Backward time: 2.4321, DDP time: 0.0048, Total iter time: 5.2128 [2020-11-08 07:25:23,460][root][INFO] - ===> Epoch[1821](1821/1): Loss -0.8624, Sem 0.0303, dir -0.9895, norm 0.0969, swav 0.0000 LR: 6.653e-02 Score 98.847 Data time: 0.2022, Forward time: 2.2663, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 4.8724 [2020-11-08 07:25:28,162][root][INFO] - ===> Epoch[1822](1822/1): Loss -0.8696, Sem 0.0271, dir -0.9914, norm 0.0947, swav 0.0000 LR: 6.651e-02 Score 98.970 Data time: 0.2120, Forward time: 2.2662, Backward time: 2.4320, DDP time: 0.0048, Total iter time: 4.5846 [2020-11-08 07:25:34,031][root][INFO] - ===> Epoch[1823](1823/1): Loss -0.8596, Sem 0.0283, dir -0.9906, norm 0.1028, swav 0.0000 LR: 6.649e-02 Score 98.913 Data time: 0.2412, Forward time: 2.2663, Backward time: 2.4323, DDP time: 0.0048, Total iter time: 5.7337 [2020-11-08 07:25:38,813][root][INFO] - ===> Epoch[1824](1824/1): Loss -0.8443, Sem 0.0294, dir -0.9884, norm 0.1147, swav 0.0000 LR: 6.648e-02 Score 98.885 Data time: 0.2119, Forward time: 2.2663, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 4.6374 [2020-11-08 07:25:43,195][root][INFO] - ===> Epoch[1825](1825/1): Loss -0.8563, Sem 0.0296, dir -0.9896, norm 0.1037, swav 0.0000 LR: 6.646e-02 Score 98.881 Data time: 0.1995, Forward time: 2.2661, Backward time: 2.4320, DDP time: 0.0048, Total iter time: 4.2340 [2020-11-08 07:25:47,727][root][INFO] - ===> Epoch[1826](1826/1): Loss -0.8773, Sem 0.0287, dir -0.9922, norm 0.0862, swav 0.0000 LR: 6.644e-02 Score 98.899 Data time: 0.2043, Forward time: 2.2662, Backward time: 2.4317, DDP time: 0.0048, Total iter time: 4.4183 [2020-11-08 07:25:52,754][root][INFO] - ===> Epoch[1827](1827/1): Loss -0.8568, Sem 0.0293, dir -0.9898, norm 0.1037, swav 0.0000 LR: 6.642e-02 Score 98.883 Data time: 0.2279, Forward time: 2.2660, Backward time: 2.4317, DDP time: 0.0048, Total iter time: 4.9040 [2020-11-08 07:25:57,900][root][INFO] - ===> Epoch[1828](1828/1): Loss -0.8509, Sem 0.0269, dir -0.9889, norm 0.1112, swav 0.0000 LR: 6.640e-02 Score 98.967 Data time: 0.1962, Forward time: 2.2659, Backward time: 2.4319, DDP time: 0.0048, Total iter time: 5.0049 [2020-11-08 07:26:03,294][root][INFO] - ===> Epoch[1829](1829/1): Loss -0.8530, Sem 0.0296, dir -0.9884, norm 0.1058, swav 0.0000 LR: 6.638e-02 Score 98.883 Data time: 0.1921, Forward time: 2.2658, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 5.2799 [2020-11-08 07:26:08,167][root][INFO] - ===> Epoch[1830](1830/1): Loss -0.8594, Sem 0.0287, dir -0.9912, norm 0.1032, swav 0.0000 LR: 6.636e-02 Score 98.911 Data time: 0.2057, Forward time: 2.2657, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 4.7401 [2020-11-08 07:26:13,146][root][INFO] - ===> Epoch[1831](1831/1): Loss -0.8546, Sem 0.0310, dir -0.9888, norm 0.1031, swav 0.0000 LR: 6.634e-02 Score 98.854 Data time: 0.2146, Forward time: 2.2656, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 4.8330 [2020-11-08 07:26:18,047][root][INFO] - ===> Epoch[1832](1832/1): Loss -0.8509, Sem 0.0289, dir -0.9888, norm 0.1090, swav 0.0000 LR: 6.633e-02 Score 98.898 Data time: 0.2113, Forward time: 2.2656, Backward time: 2.4321, DDP time: 0.0048, Total iter time: 4.7707 [2020-11-08 07:26:23,289][root][INFO] - ===> Epoch[1833](1833/1): Loss -0.8481, Sem 0.0287, dir -0.9873, norm 0.1105, swav 0.0000 LR: 6.631e-02 Score 98.903 Data time: 0.2527, Forward time: 2.2656, Backward time: 2.4321, DDP time: 0.0048, Total iter time: 5.1085 [2020-11-08 07:26:28,282][root][INFO] - ===> Epoch[1834](1834/1): Loss -0.8351, Sem 0.0291, dir -0.9860, norm 0.1218, swav 0.0000 LR: 6.629e-02 Score 98.883 Data time: 0.2443, Forward time: 2.2658, Backward time: 2.4319, DDP time: 0.0048, Total iter time: 4.8625 [2020-11-08 07:26:33,557][root][INFO] - ===> Epoch[1835](1835/1): Loss -0.8547, Sem 0.0281, dir -0.9895, norm 0.1068, swav 0.0000 LR: 6.627e-02 Score 98.923 Data time: 0.2575, Forward time: 2.2660, Backward time: 2.4318, DDP time: 0.0048, Total iter time: 5.1301 [2020-11-08 07:26:39,019][root][INFO] - ===> Epoch[1836](1836/1): Loss -0.8685, Sem 0.0276, dir -0.9920, norm 0.0959, swav 0.0000 LR: 6.625e-02 Score 98.940 Data time: 0.1628, Forward time: 2.2657, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 5.2880 [2020-11-08 07:26:43,835][root][INFO] - ===> Epoch[1837](1837/1): Loss -0.8361, Sem 0.0280, dir -0.9871, norm 0.1229, swav 0.0000 LR: 6.623e-02 Score 98.940 Data time: 0.2483, Forward time: 2.2658, Backward time: 2.4320, DDP time: 0.0048, Total iter time: 4.6841 [2020-11-08 07:26:48,600][root][INFO] - ===> Epoch[1838](1838/1): Loss -0.8333, Sem 0.0284, dir -0.9855, norm 0.1238, swav 0.0000 LR: 6.621e-02 Score 98.909 Data time: 0.2405, Forward time: 2.2659, Backward time: 2.4317, DDP time: 0.0048, Total iter time: 4.6360 [2020-11-08 07:26:54,495][root][INFO] - ===> Epoch[1839](1839/1): Loss -0.8528, Sem 0.0277, dir -0.9897, norm 0.1092, swav 0.0000 LR: 6.619e-02 Score 98.954 Data time: 0.1977, Forward time: 2.2658, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 5.7713 [2020-11-08 07:26:59,125][root][INFO] - ===> Epoch[1840](1840/1): Loss -0.8500, Sem 0.0297, dir -0.9889, norm 0.1092, swav 0.0000 LR: 6.617e-02 Score 98.867 Data time: 0.1843, Forward time: 2.2656, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 4.5008 [2020-11-08 07:27:04,313][root][INFO] - ===> Epoch[1841](1841/1): Loss -0.8508, Sem 0.0284, dir -0.9890, norm 0.1098, swav 0.0000 LR: 6.616e-02 Score 98.918 Data time: 0.2326, Forward time: 2.2657, Backward time: 2.4322, DDP time: 0.0048, Total iter time: 5.0778 [2020-11-08 07:27:08,990][root][INFO] - ===> Epoch[1842](1842/1): Loss -0.8647, Sem 0.0283, dir -0.9907, norm 0.0977, swav 0.0000 LR: 6.614e-02 Score 98.920 Data time: 0.2199, Forward time: 2.2656, Backward time: 2.4320, DDP time: 0.0048, Total iter time: 4.5447 [2020-11-08 07:27:14,507][root][INFO] - ===> Epoch[1843](1843/1): Loss -0.8419, Sem 0.0291, dir -0.9870, norm 0.1160, swav 0.0000 LR: 6.612e-02 Score 98.898 Data time: 0.2609, Forward time: 2.2660, Backward time: 2.4319, DDP time: 0.0048, Total iter time: 5.3965 [2020-11-08 07:27:19,548][root][INFO] - ===> Epoch[1844](1844/1): Loss -0.8548, Sem 0.0289, dir -0.9896, norm 0.1059, swav 0.0000 LR: 6.610e-02 Score 98.911 Data time: 0.2162, Forward time: 2.2659, Backward time: 2.4319, DDP time: 0.0048, Total iter time: 4.9157 [2020-11-08 07:27:24,480][root][INFO] - ===> Epoch[1845](1845/1): Loss -0.8522, Sem 0.0310, dir -0.9897, norm 0.1065, swav 0.0000 LR: 6.608e-02 Score 98.848 Data time: 0.2332, Forward time: 2.2661, Backward time: 2.4317, DDP time: 0.0048, Total iter time: 4.8094 [2020-11-08 07:27:29,403][root][INFO] - ===> Epoch[1846](1846/1): Loss -0.8658, Sem 0.0294, dir -0.9911, norm 0.0959, swav 0.0000 LR: 6.606e-02 Score 98.895 Data time: 0.1811, Forward time: 2.2659, Backward time: 2.4318, DDP time: 0.0048, Total iter time: 4.7966 [2020-11-08 07:27:34,410][root][INFO] - ===> Epoch[1847](1847/1): Loss -0.8487, Sem 0.0301, dir -0.9882, norm 0.1094, swav 0.0000 LR: 6.604e-02 Score 98.875 Data time: 0.2138, Forward time: 2.2659, Backward time: 2.4318, DDP time: 0.0048, Total iter time: 4.9020 [2020-11-08 07:27:38,993][root][INFO] - ===> Epoch[1848](1848/1): Loss -0.8531, Sem 0.0292, dir -0.9890, norm 0.1068, swav 0.0000 LR: 6.602e-02 Score 98.901 Data time: 0.1828, Forward time: 2.2657, Backward time: 2.4318, DDP time: 0.0048, Total iter time: 4.4728 [2020-11-08 07:27:43,976][root][INFO] - ===> Epoch[1849](1849/1): Loss -0.8600, Sem 0.0297, dir -0.9898, norm 0.1002, swav 0.0000 LR: 6.600e-02 Score 98.873 Data time: 0.2253, Forward time: 2.2658, Backward time: 2.4316, DDP time: 0.0048, Total iter time: 4.8816 [2020-11-08 07:27:48,777][root][INFO] - ===> Epoch[1850](1850/1): Loss -0.8563, Sem 0.0300, dir -0.9899, norm 0.1036, swav 0.0000 LR: 6.599e-02 Score 98.860 Data time: 0.2229, Forward time: 2.2659, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 4.6774 [2020-11-08 07:27:54,011][root][INFO] - ===> Epoch[1851](1851/1): Loss -0.8723, Sem 0.0282, dir -0.9918, norm 0.0913, swav 0.0000 LR: 6.597e-02 Score 98.923 Data time: 0.2207, Forward time: 2.2659, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 5.1053 [2020-11-08 07:27:58,981][root][INFO] - ===> Epoch[1852](1852/1): Loss -0.8603, Sem 0.0295, dir -0.9902, norm 0.1004, swav 0.0000 LR: 6.595e-02 Score 98.885 Data time: 0.2403, Forward time: 2.2661, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 4.8492 [2020-11-08 07:28:03,937][root][INFO] - ===> Epoch[1853](1853/1): Loss -0.8520, Sem 0.0268, dir -0.9887, norm 0.1098, swav 0.0000 LR: 6.593e-02 Score 98.973 Data time: 0.2137, Forward time: 2.2660, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 4.8202 [2020-11-08 07:28:09,210][root][INFO] - ===> Epoch[1854](1854/1): Loss -0.8446, Sem 0.0293, dir -0.9876, norm 0.1138, swav 0.0000 LR: 6.591e-02 Score 98.886 Data time: 0.2063, Forward time: 2.2659, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 5.1569 [2020-11-08 07:28:14,431][root][INFO] - ===> Epoch[1855](1855/1): Loss -0.8520, Sem 0.0305, dir -0.9877, norm 0.1053, swav 0.0000 LR: 6.589e-02 Score 98.859 Data time: 0.2198, Forward time: 2.2660, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 5.1269 [2020-11-08 07:28:19,203][root][INFO] - ===> Epoch[1856](1856/1): Loss -0.8569, Sem 0.0290, dir -0.9900, norm 0.1041, swav 0.0000 LR: 6.587e-02 Score 98.895 Data time: 0.2220, Forward time: 2.2660, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 4.6270 [2020-11-08 07:28:24,153][root][INFO] - ===> Epoch[1857](1857/1): Loss -0.8353, Sem 0.0289, dir -0.9861, norm 0.1219, swav 0.0000 LR: 6.585e-02 Score 98.908 Data time: 0.2323, Forward time: 2.2661, Backward time: 2.4311, DDP time: 0.0048, Total iter time: 4.8414 [2020-11-08 07:28:30,029][root][INFO] - ===> Epoch[1858](1858/1): Loss -0.8662, Sem 0.0290, dir -0.9893, norm 0.0941, swav 0.0000 LR: 6.584e-02 Score 98.897 Data time: 0.2174, Forward time: 2.2660, Backward time: 2.4315, DDP time: 0.0048, Total iter time: 5.7416 [2020-11-08 07:28:34,919][root][INFO] - ===> Epoch[1859](1859/1): Loss -0.8785, Sem 0.0281, dir -0.9928, norm 0.0861, swav 0.0000 LR: 6.582e-02 Score 98.917 Data time: 0.2075, Forward time: 2.2661, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 4.7748 [2020-11-08 07:28:39,707][root][INFO] - ===> Epoch[1860](1860/1): Loss -0.8619, Sem 0.0282, dir -0.9893, norm 0.0992, swav 0.0000 LR: 6.580e-02 Score 98.931 Data time: 0.1847, Forward time: 2.2659, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 4.6575 [2020-11-08 07:28:45,140][root][INFO] - ===> Epoch[1861](1861/1): Loss -0.8501, Sem 0.0289, dir -0.9889, norm 0.1100, swav 0.0000 LR: 6.578e-02 Score 98.904 Data time: 0.2372, Forward time: 2.2659, Backward time: 2.4316, DDP time: 0.0048, Total iter time: 5.3312 [2020-11-08 07:28:50,897][root][INFO] - ===> Epoch[1862](1862/1): Loss -0.8647, Sem 0.0294, dir -0.9906, norm 0.0965, swav 0.0000 LR: 6.576e-02 Score 98.880 Data time: 0.2832, Forward time: 2.2663, Backward time: 2.4315, DDP time: 0.0048, Total iter time: 5.6307 [2020-11-08 07:28:56,240][root][INFO] - ===> Epoch[1863](1863/1): Loss -0.8561, Sem 0.0303, dir -0.9896, norm 0.1032, swav 0.0000 LR: 6.574e-02 Score 98.841 Data time: 0.2616, Forward time: 2.2666, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 5.2066 [2020-11-08 07:29:01,333][root][INFO] - ===> Epoch[1864](1864/1): Loss -0.8340, Sem 0.0286, dir -0.9849, norm 0.1223, swav 0.0000 LR: 6.572e-02 Score 98.909 Data time: 0.2118, Forward time: 2.2664, Backward time: 2.4315, DDP time: 0.0048, Total iter time: 4.9504 [2020-11-08 07:29:06,044][root][INFO] - ===> Epoch[1865](1865/1): Loss -0.8432, Sem 0.0298, dir -0.9870, norm 0.1140, swav 0.0000 LR: 6.570e-02 Score 98.886 Data time: 0.1976, Forward time: 2.2663, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 4.6161 [2020-11-08 07:29:10,972][root][INFO] - ===> Epoch[1866](1866/1): Loss -0.8713, Sem 0.0278, dir -0.9907, norm 0.0916, swav 0.0000 LR: 6.568e-02 Score 98.935 Data time: 0.2149, Forward time: 2.2663, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 4.8251 [2020-11-08 07:29:15,997][root][INFO] - ===> Epoch[1867](1867/1): Loss -0.8604, Sem 0.0305, dir -0.9898, norm 0.0989, swav 0.0000 LR: 6.567e-02 Score 98.841 Data time: 0.2387, Forward time: 2.2664, Backward time: 2.4313, DDP time: 0.0048, Total iter time: 4.8935 [2020-11-08 07:29:20,803][root][INFO] - ===> Epoch[1868](1868/1): Loss -0.8355, Sem 0.0297, dir -0.9861, norm 0.1209, swav 0.0000 LR: 6.565e-02 Score 98.867 Data time: 0.2376, Forward time: 2.2663, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 4.6852 [2020-11-08 07:29:25,331][root][INFO] - ===> Epoch[1869](1869/1): Loss -0.8416, Sem 0.0299, dir -0.9863, norm 0.1148, swav 0.0000 LR: 6.563e-02 Score 98.848 Data time: 0.1837, Forward time: 2.2661, Backward time: 2.4311, DDP time: 0.0048, Total iter time: 4.4123 [2020-11-08 07:29:30,587][root][INFO] - ===> Epoch[1870](1870/1): Loss -0.8681, Sem 0.0311, dir -0.9901, norm 0.0908, swav 0.0000 LR: 6.561e-02 Score 98.816 Data time: 0.1778, Forward time: 2.2659, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 5.1485 [2020-11-08 07:29:35,388][root][INFO] - ===> Epoch[1871](1871/1): Loss -0.8697, Sem 0.0284, dir -0.9906, norm 0.0925, swav 0.0000 LR: 6.559e-02 Score 98.924 Data time: 0.1982, Forward time: 2.2659, Backward time: 2.4313, DDP time: 0.0048, Total iter time: 4.7025 [2020-11-08 07:29:40,153][root][INFO] - ===> Epoch[1872](1872/1): Loss -0.8499, Sem 0.0300, dir -0.9871, norm 0.1072, swav 0.0000 LR: 6.557e-02 Score 98.863 Data time: 0.2144, Forward time: 2.2658, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 4.6089 [2020-11-08 07:29:44,867][root][INFO] - ===> Epoch[1873](1873/1): Loss -0.8368, Sem 0.0302, dir -0.9865, norm 0.1196, swav 0.0000 LR: 6.555e-02 Score 98.867 Data time: 0.2202, Forward time: 2.2658, Backward time: 2.4310, DDP time: 0.0048, Total iter time: 4.5637 [2020-11-08 07:29:50,025][root][INFO] - ===> Epoch[1874](1874/1): Loss -0.8583, Sem 0.0314, dir -0.9895, norm 0.0997, swav 0.0000 LR: 6.553e-02 Score 98.833 Data time: 0.2100, Forward time: 2.2658, Backward time: 2.4310, DDP time: 0.0048, Total iter time: 5.0264 [2020-11-08 07:29:55,264][root][INFO] - ===> Epoch[1875](1875/1): Loss -0.8578, Sem 0.0295, dir -0.9900, norm 0.1027, swav 0.0000 LR: 6.551e-02 Score 98.886 Data time: 0.2339, Forward time: 2.2660, Backward time: 2.4310, DDP time: 0.0048, Total iter time: 5.1082 [2020-11-08 07:30:00,450][root][INFO] - ===> Epoch[1876](1876/1): Loss -0.8319, Sem 0.0316, dir -0.9844, norm 0.1208, swav 0.0000 LR: 6.550e-02 Score 98.797 Data time: 0.2225, Forward time: 2.2661, Backward time: 2.4309, DDP time: 0.0048, Total iter time: 5.0556 [2020-11-08 07:30:05,343][root][INFO] - ===> Epoch[1877](1877/1): Loss -0.8247, Sem 0.0302, dir -0.9853, norm 0.1303, swav 0.0000 LR: 6.548e-02 Score 98.839 Data time: 0.1983, Forward time: 2.2660, Backward time: 2.4309, DDP time: 0.0048, Total iter time: 4.7777 [2020-11-08 07:30:10,758][root][INFO] - ===> Epoch[1878](1878/1): Loss -0.8599, Sem 0.0299, dir -0.9891, norm 0.0993, swav 0.0000 LR: 6.546e-02 Score 98.875 Data time: 0.2035, Forward time: 2.2659, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 5.2934 [2020-11-08 07:30:15,492][root][INFO] - ===> Epoch[1879](1879/1): Loss -0.8346, Sem 0.0320, dir -0.9871, norm 0.1205, swav 0.0000 LR: 6.544e-02 Score 98.794 Data time: 0.2062, Forward time: 2.2658, Backward time: 2.4311, DDP time: 0.0048, Total iter time: 4.6372 [2020-11-08 07:30:20,580][root][INFO] - ===> Epoch[1880](1880/1): Loss -0.8207, Sem 0.0297, dir -0.9829, norm 0.1325, swav 0.0000 LR: 6.542e-02 Score 98.875 Data time: 0.1970, Forward time: 2.2657, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 4.9682 [2020-11-08 07:30:25,283][root][INFO] - ===> Epoch[1881](1881/1): Loss -0.8583, Sem 0.0294, dir -0.9901, norm 0.1025, swav 0.0000 LR: 6.540e-02 Score 98.885 Data time: 0.2192, Forward time: 2.2657, Backward time: 2.4310, DDP time: 0.0048, Total iter time: 4.6020 [2020-11-08 07:30:30,452][root][INFO] - ===> Epoch[1882](1882/1): Loss -0.8516, Sem 0.0292, dir -0.9878, norm 0.1071, swav 0.0000 LR: 6.538e-02 Score 98.885 Data time: 0.2482, Forward time: 2.2658, Backward time: 2.4310, DDP time: 0.0048, Total iter time: 5.0514 [2020-11-08 07:30:34,721][root][INFO] - ===> Epoch[1883](1883/1): Loss -0.8108, Sem 0.0306, dir -0.9812, norm 0.1398, swav 0.0000 LR: 6.536e-02 Score 98.832 Data time: 0.2044, Forward time: 2.2657, Backward time: 2.4306, DDP time: 0.0048, Total iter time: 4.1279 [2020-11-08 07:30:40,566][root][INFO] - ===> Epoch[1884](1884/1): Loss -0.8494, Sem 0.0291, dir -0.9889, norm 0.1104, swav 0.0000 LR: 6.534e-02 Score 98.909 Data time: 0.2348, Forward time: 2.2657, Backward time: 2.4310, DDP time: 0.0048, Total iter time: 5.7349 [2020-11-08 07:30:45,975][root][INFO] - ===> Epoch[1885](1885/1): Loss -0.8351, Sem 0.0318, dir -0.9868, norm 0.1198, swav 0.0000 LR: 6.533e-02 Score 98.809 Data time: 0.2627, Forward time: 2.2660, Backward time: 2.4309, DDP time: 0.0048, Total iter time: 5.2806 [2020-11-08 07:30:50,598][root][INFO] - ===> Epoch[1886](1886/1): Loss -0.8286, Sem 0.0312, dir -0.9875, norm 0.1277, swav 0.0000 LR: 6.531e-02 Score 98.825 Data time: 0.1682, Forward time: 2.2657, Backward time: 2.4309, DDP time: 0.0048, Total iter time: 4.4985 [2020-11-08 07:30:55,595][root][INFO] - ===> Epoch[1887](1887/1): Loss -0.8352, Sem 0.0303, dir -0.9840, norm 0.1186, swav 0.0000 LR: 6.529e-02 Score 98.857 Data time: 0.1815, Forward time: 2.2655, Backward time: 2.4311, DDP time: 0.0048, Total iter time: 4.8837 [2020-11-08 07:31:00,683][root][INFO] - ===> Epoch[1888](1888/1): Loss -0.8220, Sem 0.0273, dir -0.9832, norm 0.1340, swav 0.0000 LR: 6.527e-02 Score 98.955 Data time: 0.2139, Forward time: 2.2654, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 4.9937 [2020-11-08 07:31:05,710][root][INFO] - ===> Epoch[1889](1889/1): Loss -0.8318, Sem 0.0304, dir -0.9850, norm 0.1228, swav 0.0000 LR: 6.525e-02 Score 98.842 Data time: 0.2385, Forward time: 2.2655, Backward time: 2.4311, DDP time: 0.0048, Total iter time: 4.9182 [2020-11-08 07:31:11,398][root][INFO] - ===> Epoch[1890](1890/1): Loss -0.8620, Sem 0.0268, dir -0.9899, norm 0.1011, swav 0.0000 LR: 6.523e-02 Score 98.970 Data time: 0.1974, Forward time: 2.2654, Backward time: 2.4315, DDP time: 0.0048, Total iter time: 5.5699 [2020-11-08 07:31:16,088][root][INFO] - ===> Epoch[1891](1891/1): Loss -0.8368, Sem 0.0283, dir -0.9862, norm 0.1211, swav 0.0000 LR: 6.521e-02 Score 98.915 Data time: 0.2147, Forward time: 2.2652, Backward time: 2.4314, DDP time: 0.0048, Total iter time: 4.5670 [2020-11-08 07:31:20,915][root][INFO] - ===> Epoch[1892](1892/1): Loss -0.8458, Sem 0.0304, dir -0.9881, norm 0.1118, swav 0.0000 LR: 6.519e-02 Score 98.845 Data time: 0.2213, Forward time: 2.2653, Backward time: 2.4313, DDP time: 0.0048, Total iter time: 4.7304 [2020-11-08 07:31:25,809][root][INFO] - ===> Epoch[1893](1893/1): Loss -0.8462, Sem 0.0309, dir -0.9886, norm 0.1115, swav 0.0000 LR: 6.518e-02 Score 98.843 Data time: 0.2443, Forward time: 2.2654, Backward time: 2.4311, DDP time: 0.0048, Total iter time: 4.7668 [2020-11-08 07:31:30,437][root][INFO] - ===> Epoch[1894](1894/1): Loss -0.8342, Sem 0.0299, dir -0.9857, norm 0.1216, swav 0.0000 LR: 6.516e-02 Score 98.854 Data time: 0.2300, Forward time: 2.2654, Backward time: 2.4308, DDP time: 0.0048, Total iter time: 4.5219 [2020-11-08 07:31:36,111][root][INFO] - ===> Epoch[1895](1895/1): Loss -0.8480, Sem 0.0289, dir -0.9897, norm 0.1128, swav 0.0000 LR: 6.514e-02 Score 98.900 Data time: 0.2283, Forward time: 2.2655, Backward time: 2.4310, DDP time: 0.0048, Total iter time: 5.5404 [2020-11-08 07:31:41,579][root][INFO] - ===> Epoch[1896](1896/1): Loss -0.8304, Sem 0.0292, dir -0.9840, norm 0.1244, swav 0.0000 LR: 6.512e-02 Score 98.885 Data time: 0.2262, Forward time: 2.2655, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 5.3395 [2020-11-08 07:31:46,177][root][INFO] - ===> Epoch[1897](1897/1): Loss -0.8224, Sem 0.0284, dir -0.9845, norm 0.1337, swav 0.0000 LR: 6.510e-02 Score 98.913 Data time: 0.2292, Forward time: 2.2656, Backward time: 2.4309, DDP time: 0.0048, Total iter time: 4.4775 [2020-11-08 07:31:51,037][root][INFO] - ===> Epoch[1898](1898/1): Loss -0.8534, Sem 0.0292, dir -0.9892, norm 0.1066, swav 0.0000 LR: 6.508e-02 Score 98.884 Data time: 0.2002, Forward time: 2.2655, Backward time: 2.4309, DDP time: 0.0048, Total iter time: 4.7424 [2020-11-08 07:31:56,329][root][INFO] - ===> Epoch[1899](1899/1): Loss -0.8582, Sem 0.0294, dir -0.9896, norm 0.1021, swav 0.0000 LR: 6.506e-02 Score 98.873 Data time: 0.2747, Forward time: 2.2657, Backward time: 2.4308, DDP time: 0.0048, Total iter time: 5.1812 [2020-11-08 07:32:02,034][root][INFO] - ===> Epoch[1900](1900/1): Loss -0.8175, Sem 0.0286, dir -0.9817, norm 0.1355, swav 0.0000 LR: 6.504e-02 Score 98.923 Data time: 0.2209, Forward time: 2.2657, Backward time: 2.4311, DDP time: 0.0048, Total iter time: 5.5691 [2020-11-08 07:32:07,174][root][INFO] - ===> Epoch[1901](1901/1): Loss -0.8505, Sem 0.0276, dir -0.9886, norm 0.1105, swav 0.0000 LR: 6.502e-02 Score 98.948 Data time: 0.2003, Forward time: 2.2656, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 5.0276 [2020-11-08 07:32:12,083][root][INFO] - ===> Epoch[1902](1902/1): Loss -0.8617, Sem 0.0300, dir -0.9902, norm 0.0984, swav 0.0000 LR: 6.501e-02 Score 98.869 Data time: 0.2143, Forward time: 2.2656, Backward time: 2.4312, DDP time: 0.0048, Total iter time: 4.8210 [2020-11-08 07:32:16,611][root][INFO] - ===> Epoch[1903](1903/1): Loss -0.8478, Sem 0.0284, dir -0.9882, norm 0.1120, swav 0.0000 LR: 6.499e-02 Score 98.903 Data time: 0.2306, Forward time: 2.2656, Backward time: 2.4309, DDP time: 0.0048, Total iter time: 4.4025 [2020-11-08 07:32:22,455][root][INFO] - ===> Epoch[1904](1904/1): Loss -0.8420, Sem 0.0288, dir -0.9881, norm 0.1173, swav 0.0000 LR: 6.497e-02 Score 98.907 Data time: 0.2873, Forward time: 2.2660, Backward time: 2.4309, DDP time: 0.0048, Total iter time: 5.7304 [2020-11-08 07:32:27,107][root][INFO] - ===> Epoch[1905](1905/1): Loss -0.8582, Sem 0.0290, dir -0.9888, norm 0.1017, swav 0.0000 LR: 6.495e-02 Score 98.904 Data time: 0.2057, Forward time: 2.2660, Backward time: 2.4306, DDP time: 0.0048, Total iter time: 4.5305 [2020-11-08 07:32:32,083][root][INFO] - ===> Epoch[1906](1906/1): Loss -0.8715, Sem 0.0285, dir -0.9905, norm 0.0905, swav 0.0000 LR: 6.493e-02 Score 98.912 Data time: 0.2118, Forward time: 2.2660, Backward time: 2.4307, DDP time: 0.0048, Total iter time: 4.8743 [2020-11-08 07:32:36,823][root][INFO] - ===> Epoch[1907](1907/1): Loss -0.8621, Sem 0.0287, dir -0.9905, norm 0.0997, swav 0.0000 LR: 6.491e-02 Score 98.901 Data time: 0.2287, Forward time: 2.2660, Backward time: 2.4305, DDP time: 0.0048, Total iter time: 4.6191 [2020-11-08 07:32:41,632][root][INFO] - ===> Epoch[1908](1908/1): Loss -0.8544, Sem 0.0296, dir -0.9892, norm 0.1053, swav 0.0000 LR: 6.489e-02 Score 98.886 Data time: 0.1928, Forward time: 2.2658, Backward time: 2.4304, DDP time: 0.0048, Total iter time: 4.6628 [2020-11-08 07:32:46,452][root][INFO] - ===> Epoch[1909](1909/1): Loss -0.8583, Sem 0.0290, dir -0.9895, norm 0.1021, swav 0.0000 LR: 6.487e-02 Score 98.897 Data time: 0.1882, Forward time: 2.2656, Backward time: 2.4305, DDP time: 0.0048, Total iter time: 4.6813 [2020-11-08 07:32:51,722][root][INFO] - ===> Epoch[1910](1910/1): Loss -0.8748, Sem 0.0273, dir -0.9922, norm 0.0900, swav 0.0000 LR: 6.485e-02 Score 98.938 Data time: 0.2042, Forward time: 2.2655, Backward time: 2.4307, DDP time: 0.0048, Total iter time: 5.1423 [2020-11-08 07:32:56,482][root][INFO] - ===> Epoch[1911](1911/1): Loss -0.8717, Sem 0.0286, dir -0.9908, norm 0.0905, swav 0.0000 LR: 6.484e-02 Score 98.917 Data time: 0.2387, Forward time: 2.2656, Backward time: 2.4304, DDP time: 0.0048, Total iter time: 4.6373 [2020-11-08 07:33:01,037][root][INFO] - ===> Epoch[1912](1912/1): Loss -0.8655, Sem 0.0287, dir -0.9905, norm 0.0963, swav 0.0000 LR: 6.482e-02 Score 98.901 Data time: 0.2168, Forward time: 2.2656, Backward time: 2.4302, DDP time: 0.0048, Total iter time: 4.4406 [2020-11-08 07:33:06,345][root][INFO] - ===> Epoch[1913](1913/1): Loss -0.8455, Sem 0.0279, dir -0.9866, norm 0.1132, swav 0.0000 LR: 6.480e-02 Score 98.930 Data time: 0.2308, Forward time: 2.2656, Backward time: 2.4303, DDP time: 0.0048, Total iter time: 5.1884 [2020-11-08 07:33:11,220][root][INFO] - ===> Epoch[1914](1914/1): Loss -0.8506, Sem 0.0302, dir -0.9889, norm 0.1081, swav 0.0000 LR: 6.478e-02 Score 98.857 Data time: 0.2104, Forward time: 2.2657, Backward time: 2.4302, DDP time: 0.0048, Total iter time: 4.7457 [2020-11-08 07:33:16,085][root][INFO] - ===> Epoch[1915](1915/1): Loss -0.8684, Sem 0.0290, dir -0.9902, norm 0.0929, swav 0.0000 LR: 6.476e-02 Score 98.904 Data time: 0.2260, Forward time: 2.2657, Backward time: 2.4300, DDP time: 0.0048, Total iter time: 4.7394 [2020-11-08 07:33:20,680][root][INFO] - ===> Epoch[1916](1916/1): Loss -0.8653, Sem 0.0268, dir -0.9903, norm 0.0982, swav 0.0000 LR: 6.474e-02 Score 98.975 Data time: 0.2237, Forward time: 2.2658, Backward time: 2.4297, DDP time: 0.0048, Total iter time: 4.4645 [2020-11-08 07:33:25,507][root][INFO] - ===> Epoch[1917](1917/1): Loss -0.8485, Sem 0.0288, dir -0.9877, norm 0.1104, swav 0.0000 LR: 6.472e-02 Score 98.910 Data time: 0.2139, Forward time: 2.2658, Backward time: 2.4296, DDP time: 0.0048, Total iter time: 4.6974 [2020-11-08 07:33:30,677][root][INFO] - ===> Epoch[1918](1918/1): Loss -0.8638, Sem 0.0301, dir -0.9896, norm 0.0958, swav 0.0000 LR: 6.470e-02 Score 98.867 Data time: 0.2251, Forward time: 2.2658, Backward time: 2.4296, DDP time: 0.0048, Total iter time: 5.0493 [2020-11-08 07:33:35,480][root][INFO] - ===> Epoch[1919](1919/1): Loss -0.8472, Sem 0.0290, dir -0.9868, norm 0.1105, swav 0.0000 LR: 6.468e-02 Score 98.909 Data time: 0.2338, Forward time: 2.2658, Backward time: 2.4294, DDP time: 0.0048, Total iter time: 4.6752 [2020-11-08 07:33:40,876][root][INFO] - ===> Epoch[1920](1920/1): Loss -0.8119, Sem 0.0292, dir -0.9827, norm 0.1417, swav 0.0000 LR: 6.467e-02 Score 98.899 Data time: 0.2054, Forward time: 2.2657, Backward time: 2.4297, DDP time: 0.0048, Total iter time: 5.2863 [2020-11-08 07:33:45,881][root][INFO] - ===> Epoch[1921](1921/1): Loss -0.8484, Sem 0.0286, dir -0.9881, norm 0.1110, swav 0.0000 LR: 6.465e-02 Score 98.917 Data time: 0.2152, Forward time: 2.2656, Backward time: 2.4298, DDP time: 0.0048, Total iter time: 4.8983 [2020-11-08 07:33:51,260][root][INFO] - ===> Epoch[1922](1922/1): Loss -0.8621, Sem 0.0264, dir -0.9902, norm 0.1017, swav 0.0000 LR: 6.463e-02 Score 98.996 Data time: 0.2589, Forward time: 2.2659, Backward time: 2.4296, DDP time: 0.0048, Total iter time: 5.2615 [2020-11-08 07:33:56,514][root][INFO] - ===> Epoch[1923](1923/1): Loss -0.8421, Sem 0.0302, dir -0.9864, norm 0.1140, swav 0.0000 LR: 6.461e-02 Score 98.871 Data time: 0.2243, Forward time: 2.2659, Backward time: 2.4297, DDP time: 0.0048, Total iter time: 5.1180 [2020-11-08 07:34:01,909][root][INFO] - ===> Epoch[1924](1924/1): Loss -0.8628, Sem 0.0299, dir -0.9905, norm 0.0978, swav 0.0000 LR: 6.459e-02 Score 98.862 Data time: 0.1966, Forward time: 2.2659, Backward time: 2.4299, DDP time: 0.0048, Total iter time: 5.2697 [2020-11-08 07:34:06,732][root][INFO] - ===> Epoch[1925](1925/1): Loss -0.8459, Sem 0.0279, dir -0.9881, norm 0.1143, swav 0.0000 LR: 6.457e-02 Score 98.932 Data time: 0.2012, Forward time: 2.2658, Backward time: 2.4298, DDP time: 0.0048, Total iter time: 4.6913 [2020-11-08 07:34:12,073][root][INFO] - ===> Epoch[1926](1926/1): Loss -0.8335, Sem 0.0304, dir -0.9863, norm 0.1224, swav 0.0000 LR: 6.455e-02 Score 98.842 Data time: 0.2148, Forward time: 2.2658, Backward time: 2.4300, DDP time: 0.0048, Total iter time: 5.2420 [2020-11-08 07:34:17,021][root][INFO] - ===> Epoch[1927](1927/1): Loss -0.8593, Sem 0.0264, dir -0.9895, norm 0.1039, swav 0.0000 LR: 6.453e-02 Score 98.999 Data time: 0.2425, Forward time: 2.2658, Backward time: 2.4299, DDP time: 0.0048, Total iter time: 4.8283 [2020-11-08 07:34:22,081][root][INFO] - ===> Epoch[1928](1928/1): Loss -0.8660, Sem 0.0285, dir -0.9911, norm 0.0966, swav 0.0000 LR: 6.451e-02 Score 98.905 Data time: 0.2469, Forward time: 2.2660, Backward time: 2.4297, DDP time: 0.0048, Total iter time: 4.9107 [2020-11-08 07:34:27,086][root][INFO] - ===> Epoch[1929](1929/1): Loss -0.8695, Sem 0.0277, dir -0.9899, norm 0.0927, swav 0.0000 LR: 6.450e-02 Score 98.944 Data time: 0.2558, Forward time: 2.2662, Backward time: 2.4295, DDP time: 0.0048, Total iter time: 4.8746 [2020-11-08 07:34:32,263][root][INFO] - ===> Epoch[1930](1930/1): Loss -0.8425, Sem 0.0292, dir -0.9884, norm 0.1167, swav 0.0000 LR: 6.448e-02 Score 98.896 Data time: 0.1929, Forward time: 2.2660, Backward time: 2.4297, DDP time: 0.0048, Total iter time: 5.0596 [2020-11-08 07:34:37,287][root][INFO] - ===> Epoch[1931](1931/1): Loss -0.8500, Sem 0.0290, dir -0.9886, norm 0.1096, swav 0.0000 LR: 6.446e-02 Score 98.899 Data time: 0.2308, Forward time: 2.2661, Backward time: 2.4296, DDP time: 0.0048, Total iter time: 4.9147 [2020-11-08 07:34:41,975][root][INFO] - ===> Epoch[1932](1932/1): Loss -0.8561, Sem 0.0291, dir -0.9898, norm 0.1045, swav 0.0000 LR: 6.444e-02 Score 98.878 Data time: 0.2031, Forward time: 2.2661, Backward time: 2.4294, DDP time: 0.0048, Total iter time: 4.5456 [2020-11-08 07:34:46,906][root][INFO] - ===> Epoch[1933](1933/1): Loss -0.8404, Sem 0.0295, dir -0.9872, norm 0.1173, swav 0.0000 LR: 6.442e-02 Score 98.871 Data time: 0.2166, Forward time: 2.2661, Backward time: 2.4293, DDP time: 0.0048, Total iter time: 4.8060 [2020-11-08 07:34:51,793][root][INFO] - ===> Epoch[1934](1934/1): Loss -0.8475, Sem 0.0308, dir -0.9877, norm 0.1094, swav 0.0000 LR: 6.440e-02 Score 98.845 Data time: 0.1833, Forward time: 2.2659, Backward time: 2.4293, DDP time: 0.0048, Total iter time: 4.7601 [2020-11-08 07:34:56,653][root][INFO] - ===> Epoch[1935](1935/1): Loss -0.8604, Sem 0.0288, dir -0.9905, norm 0.1014, swav 0.0000 LR: 6.438e-02 Score 98.906 Data time: 0.2093, Forward time: 2.2658, Backward time: 2.4294, DDP time: 0.0048, Total iter time: 4.7400 [2020-11-08 07:35:01,734][root][INFO] - ===> Epoch[1936](1936/1): Loss -0.8421, Sem 0.0345, dir -0.9883, norm 0.1117, swav 0.0000 LR: 6.436e-02 Score 98.768 Data time: 0.2307, Forward time: 2.2659, Backward time: 2.4292, DDP time: 0.0048, Total iter time: 4.9641 [2020-11-08 07:35:06,373][root][INFO] - ===> Epoch[1937](1937/1): Loss -0.8512, Sem 0.0303, dir -0.9888, norm 0.1073, swav 0.0000 LR: 6.434e-02 Score 98.863 Data time: 0.2211, Forward time: 2.2660, Backward time: 2.4290, DDP time: 0.0048, Total iter time: 4.5009 [2020-11-08 07:35:10,903][root][INFO] - ===> Epoch[1938](1938/1): Loss -0.8536, Sem 0.0309, dir -0.9891, norm 0.1046, swav 0.0000 LR: 6.433e-02 Score 98.853 Data time: 0.1994, Forward time: 2.2659, Backward time: 2.4288, DDP time: 0.0048, Total iter time: 4.4020 [2020-11-08 07:35:16,096][root][INFO] - ===> Epoch[1939](1939/1): Loss -0.8308, Sem 0.0292, dir -0.9863, norm 0.1264, swav 0.0000 LR: 6.431e-02 Score 98.890 Data time: 0.2566, Forward time: 2.2661, Backward time: 2.4286, DDP time: 0.0048, Total iter time: 5.0672 [2020-11-08 07:35:21,370][root][INFO] - ===> Epoch[1940](1940/1): Loss -0.8440, Sem 0.0278, dir -0.9872, norm 0.1154, swav 0.0000 LR: 6.429e-02 Score 98.957 Data time: 0.1838, Forward time: 2.2659, Backward time: 2.4289, DDP time: 0.0048, Total iter time: 5.1369 [2020-11-08 07:35:26,642][root][INFO] - ===> Epoch[1941](1941/1): Loss -0.8762, Sem 0.0267, dir -0.9911, norm 0.0882, swav 0.0000 LR: 6.427e-02 Score 98.991 Data time: 0.2616, Forward time: 2.2661, Backward time: 2.4288, DDP time: 0.0048, Total iter time: 5.1848 [2020-11-08 07:35:31,796][root][INFO] - ===> Epoch[1942](1942/1): Loss -0.8674, Sem 0.0300, dir -0.9914, norm 0.0941, swav 0.0000 LR: 6.425e-02 Score 98.875 Data time: 0.2381, Forward time: 2.2663, Backward time: 2.4286, DDP time: 0.0048, Total iter time: 5.0289 [2020-11-08 07:35:36,877][root][INFO] - ===> Epoch[1943](1943/1): Loss -0.8415, Sem 0.0300, dir -0.9871, norm 0.1156, swav 0.0000 LR: 6.423e-02 Score 98.873 Data time: 0.1790, Forward time: 2.2661, Backward time: 2.4289, DDP time: 0.0048, Total iter time: 4.9375 [2020-11-08 07:35:41,872][root][INFO] - ===> Epoch[1944](1944/1): Loss -0.8354, Sem 0.0294, dir -0.9869, norm 0.1221, swav 0.0000 LR: 6.421e-02 Score 98.894 Data time: 0.2407, Forward time: 2.2662, Backward time: 2.4287, DDP time: 0.0048, Total iter time: 4.9157 [2020-11-08 07:35:46,774][root][INFO] - ===> Epoch[1945](1945/1): Loss -0.8589, Sem 0.0283, dir -0.9903, norm 0.1031, swav 0.0000 LR: 6.419e-02 Score 98.923 Data time: 0.2465, Forward time: 2.2664, Backward time: 2.4284, DDP time: 0.0048, Total iter time: 4.7663 [2020-11-08 07:35:51,759][root][INFO] - ===> Epoch[1946](1946/1): Loss -0.8632, Sem 0.0303, dir -0.9905, norm 0.0970, swav 0.0000 LR: 6.417e-02 Score 98.852 Data time: 0.2082, Forward time: 2.2663, Backward time: 2.4284, DDP time: 0.0048, Total iter time: 4.8500 [2020-11-08 07:35:57,223][root][INFO] - ===> Epoch[1947](1947/1): Loss -0.8416, Sem 0.0308, dir -0.9866, norm 0.1142, swav 0.0000 LR: 6.416e-02 Score 98.832 Data time: 0.1782, Forward time: 2.2661, Backward time: 2.4289, DDP time: 0.0048, Total iter time: 5.3468 [2020-11-08 07:36:01,967][root][INFO] - ===> Epoch[1948](1948/1): Loss -0.8322, Sem 0.0295, dir -0.9856, norm 0.1239, swav 0.0000 LR: 6.414e-02 Score 98.889 Data time: 0.2371, Forward time: 2.2661, Backward time: 2.4286, DDP time: 0.0048, Total iter time: 4.6501 [2020-11-08 07:36:07,383][root][INFO] - ===> Epoch[1949](1949/1): Loss -0.8625, Sem 0.0296, dir -0.9898, norm 0.0977, swav 0.0000 LR: 6.412e-02 Score 98.883 Data time: 0.2497, Forward time: 2.2664, Backward time: 2.4286, DDP time: 0.0048, Total iter time: 5.2889 [2020-11-08 07:36:12,388][root][INFO] - ===> Epoch[1950](1950/1): Loss -0.8592, Sem 0.0298, dir -0.9899, norm 0.1010, swav 0.0000 LR: 6.410e-02 Score 98.860 Data time: 0.1948, Forward time: 2.2662, Backward time: 2.4287, DDP time: 0.0048, Total iter time: 4.8636 [2020-11-08 07:36:16,995][root][INFO] - ===> Epoch[1951](1951/1): Loss -0.8417, Sem 0.0280, dir -0.9867, norm 0.1169, swav 0.0000 LR: 6.408e-02 Score 98.951 Data time: 0.2034, Forward time: 2.2662, Backward time: 2.4285, DDP time: 0.0048, Total iter time: 4.5137 [2020-11-08 07:36:21,661][root][INFO] - ===> Epoch[1952](1952/1): Loss -0.8504, Sem 0.0288, dir -0.9884, norm 0.1092, swav 0.0000 LR: 6.406e-02 Score 98.901 Data time: 0.2324, Forward time: 2.2662, Backward time: 2.4282, DDP time: 0.0048, Total iter time: 4.5380 [2020-11-08 07:36:26,355][root][INFO] - ===> Epoch[1953](1953/1): Loss -0.8465, Sem 0.0305, dir -0.9879, norm 0.1109, swav 0.0000 LR: 6.404e-02 Score 98.848 Data time: 0.2208, Forward time: 2.2662, Backward time: 2.4281, DDP time: 0.0048, Total iter time: 4.5733 [2020-11-08 07:36:31,602][root][INFO] - ===> Epoch[1954](1954/1): Loss -0.8441, Sem 0.0279, dir -0.9865, norm 0.1144, swav 0.0000 LR: 6.402e-02 Score 98.943 Data time: 0.2053, Forward time: 2.2661, Backward time: 2.4282, DDP time: 0.0048, Total iter time: 5.1218 [2020-11-08 07:36:37,292][root][INFO] - ===> Epoch[1955](1955/1): Loss -0.8618, Sem 0.0304, dir -0.9897, norm 0.0975, swav 0.0000 LR: 6.400e-02 Score 98.848 Data time: 0.1880, Forward time: 2.2659, Backward time: 2.4287, DDP time: 0.0048, Total iter time: 5.5822 [2020-11-08 07:36:42,203][root][INFO] - ===> Epoch[1956](1956/1): Loss -0.8627, Sem 0.0289, dir -0.9900, norm 0.0984, swav 0.0000 LR: 6.398e-02 Score 98.899 Data time: 0.2317, Forward time: 2.2660, Backward time: 2.4286, DDP time: 0.0048, Total iter time: 4.8194 [2020-11-08 07:36:46,938][root][INFO] - ===> Epoch[1957](1957/1): Loss -0.8394, Sem 0.0292, dir -0.9864, norm 0.1178, swav 0.0000 LR: 6.397e-02 Score 98.884 Data time: 0.2177, Forward time: 2.2659, Backward time: 2.4285, DDP time: 0.0048, Total iter time: 4.5992 [2020-11-08 07:36:52,585][root][INFO] - ===> Epoch[1958](1958/1): Loss -0.8708, Sem 0.0296, dir -0.9912, norm 0.0908, swav 0.0000 LR: 6.395e-02 Score 98.892 Data time: 0.2161, Forward time: 2.2660, Backward time: 2.4287, DDP time: 0.0048, Total iter time: 5.5342 [2020-11-08 07:36:57,643][root][INFO] - ===> Epoch[1959](1959/1): Loss -0.8757, Sem 0.0276, dir -0.9917, norm 0.0885, swav 0.0000 LR: 6.393e-02 Score 98.943 Data time: 0.2145, Forward time: 2.2659, Backward time: 2.4287, DDP time: 0.0048, Total iter time: 4.9291 [2020-11-08 07:37:02,738][root][INFO] - ===> Epoch[1960](1960/1): Loss -0.8518, Sem 0.0283, dir -0.9890, norm 0.1088, swav 0.0000 LR: 6.391e-02 Score 98.917 Data time: 0.2332, Forward time: 2.2660, Backward time: 2.4287, DDP time: 0.0048, Total iter time: 4.9875 [2020-11-08 07:37:07,737][root][INFO] - ===> Epoch[1961](1961/1): Loss -0.8570, Sem 0.0275, dir -0.9889, norm 0.1043, swav 0.0000 LR: 6.389e-02 Score 98.956 Data time: 0.2162, Forward time: 2.2660, Backward time: 2.4286, DDP time: 0.0048, Total iter time: 4.8551 [2020-11-08 07:37:13,202][root][INFO] - ===> Epoch[1962](1962/1): Loss -0.8653, Sem 0.0294, dir -0.9892, norm 0.0945, swav 0.0000 LR: 6.387e-02 Score 98.895 Data time: 0.2090, Forward time: 2.2660, Backward time: 2.4289, DDP time: 0.0048, Total iter time: 5.3467 [2020-11-08 07:37:17,825][root][INFO] - ===> Epoch[1963](1963/1): Loss -0.8584, Sem 0.0293, dir -0.9902, norm 0.1026, swav 0.0000 LR: 6.385e-02 Score 98.874 Data time: 0.2156, Forward time: 2.2659, Backward time: 2.4287, DDP time: 0.0048, Total iter time: 4.4787 [2020-11-08 07:37:23,787][root][INFO] - ===> Epoch[1964](1964/1): Loss -0.8493, Sem 0.0294, dir -0.9880, norm 0.1093, swav 0.0000 LR: 6.383e-02 Score 98.876 Data time: 0.2353, Forward time: 2.2660, Backward time: 2.4290, DDP time: 0.0048, Total iter time: 5.8347 [2020-11-08 07:37:28,912][root][INFO] - ===> Epoch[1965](1965/1): Loss -0.8553, Sem 0.0280, dir -0.9892, norm 0.1060, swav 0.0000 LR: 6.381e-02 Score 98.947 Data time: 0.2489, Forward time: 2.2662, Backward time: 2.4288, DDP time: 0.0048, Total iter time: 4.9605 [2020-11-08 07:37:33,674][root][INFO] - ===> Epoch[1966](1966/1): Loss -0.8475, Sem 0.0293, dir -0.9871, norm 0.1102, swav 0.0000 LR: 6.380e-02 Score 98.874 Data time: 0.2217, Forward time: 2.2662, Backward time: 2.4286, DDP time: 0.0048, Total iter time: 4.6254 [2020-11-08 07:37:39,143][root][INFO] - ===> Epoch[1967](1967/1): Loss -0.8595, Sem 0.0277, dir -0.9892, norm 0.1020, swav 0.0000 LR: 6.378e-02 Score 98.945 Data time: 0.2817, Forward time: 2.2665, Backward time: 2.4286, DDP time: 0.0048, Total iter time: 5.3380 [2020-11-08 07:37:43,912][root][INFO] - ===> Epoch[1968](1968/1): Loss -0.8497, Sem 0.0306, dir -0.9886, norm 0.1083, swav 0.0000 LR: 6.376e-02 Score 98.844 Data time: 0.2181, Forward time: 2.2665, Backward time: 2.4284, DDP time: 0.0048, Total iter time: 4.6454 [2020-11-08 07:37:49,246][root][INFO] - ===> Epoch[1969](1969/1): Loss -0.8628, Sem 0.0297, dir -0.9889, norm 0.0965, swav 0.0000 LR: 6.374e-02 Score 98.879 Data time: 0.2150, Forward time: 2.2666, Backward time: 2.4285, DDP time: 0.0048, Total iter time: 5.2095 [2020-11-08 07:37:54,376][root][INFO] - ===> Epoch[1970](1970/1): Loss -0.8672, Sem 0.0290, dir -0.9896, norm 0.0934, swav 0.0000 LR: 6.372e-02 Score 98.901 Data time: 0.1679, Forward time: 2.2663, Backward time: 2.4288, DDP time: 0.0048, Total iter time: 5.0098 [2020-11-08 07:37:59,205][root][INFO] - ===> Epoch[1971](1971/1): Loss -0.8548, Sem 0.0284, dir -0.9890, norm 0.1057, swav 0.0000 LR: 6.370e-02 Score 98.927 Data time: 0.2173, Forward time: 2.2661, Backward time: 2.4288, DDP time: 0.0048, Total iter time: 4.7405 [2020-11-08 07:38:04,056][root][INFO] - ===> Epoch[1972](1972/1): Loss -0.8523, Sem 0.0287, dir -0.9888, norm 0.1078, swav 0.0000 LR: 6.368e-02 Score 98.897 Data time: 0.2473, Forward time: 2.2662, Backward time: 2.4286, DDP time: 0.0048, Total iter time: 4.7354 [2020-11-08 07:38:09,454][root][INFO] - ===> Epoch[1973](1973/1): Loss -0.8668, Sem 0.0285, dir -0.9906, norm 0.0954, swav 0.0000 LR: 6.366e-02 Score 98.916 Data time: 0.2637, Forward time: 2.2665, Backward time: 2.4285, DDP time: 0.0048, Total iter time: 5.2707 [2020-11-08 07:38:14,347][root][INFO] - ===> Epoch[1974](1974/1): Loss -0.8693, Sem 0.0278, dir -0.9903, norm 0.0931, swav 0.0000 LR: 6.364e-02 Score 98.931 Data time: 0.2308, Forward time: 2.2665, Backward time: 2.4284, DDP time: 0.0048, Total iter time: 4.7570 [2020-11-08 07:38:19,104][root][INFO] - ===> Epoch[1975](1975/1): Loss -0.8587, Sem 0.0271, dir -0.9889, norm 0.1031, swav 0.0000 LR: 6.363e-02 Score 98.956 Data time: 0.2278, Forward time: 2.2665, Backward time: 2.4282, DDP time: 0.0048, Total iter time: 4.6401 [2020-11-08 07:38:24,948][root][INFO] - ===> Epoch[1976](1976/1): Loss -0.8555, Sem 0.0290, dir -0.9899, norm 0.1054, swav 0.0000 LR: 6.361e-02 Score 98.878 Data time: 0.1837, Forward time: 2.2663, Backward time: 2.4288, DDP time: 0.0048, Total iter time: 5.7079 [2020-11-08 07:38:29,504][root][INFO] - ===> Epoch[1977](1977/1): Loss -0.8710, Sem 0.0282, dir -0.9910, norm 0.0918, swav 0.0000 LR: 6.359e-02 Score 98.926 Data time: 0.2088, Forward time: 2.2663, Backward time: 2.4286, DDP time: 0.0048, Total iter time: 4.4527 [2020-11-08 07:38:34,404][root][INFO] - ===> Epoch[1978](1978/1): Loss -0.8622, Sem 0.0289, dir -0.9894, norm 0.0983, swav 0.0000 LR: 6.357e-02 Score 98.897 Data time: 0.2306, Forward time: 2.2663, Backward time: 2.4284, DDP time: 0.0048, Total iter time: 4.7753 [2020-11-08 07:38:39,585][root][INFO] - ===> Epoch[1979](1979/1): Loss -0.8589, Sem 0.0284, dir -0.9898, norm 0.1026, swav 0.0000 LR: 6.355e-02 Score 98.906 Data time: 0.2069, Forward time: 2.2663, Backward time: 2.4284, DDP time: 0.0048, Total iter time: 5.0532 [2020-11-08 07:38:44,780][root][INFO] - ===> Epoch[1980](1980/1): Loss -0.8543, Sem 0.0297, dir -0.9894, norm 0.1053, swav 0.0000 LR: 6.353e-02 Score 98.865 Data time: 0.1737, Forward time: 2.2660, Backward time: 2.4288, DDP time: 0.0048, Total iter time: 5.0535 [2020-11-08 07:38:49,466][root][INFO] - ===> Epoch[1981](1981/1): Loss -0.8602, Sem 0.0292, dir -0.9905, norm 0.1011, swav 0.0000 LR: 6.351e-02 Score 98.892 Data time: 0.2309, Forward time: 2.2661, Backward time: 2.4285, DDP time: 0.0048, Total iter time: 4.5885 [2020-11-08 07:38:54,368][root][INFO] - ===> Epoch[1982](1982/1): Loss -0.8674, Sem 0.0292, dir -0.9903, norm 0.0937, swav 0.0000 LR: 6.349e-02 Score 98.891 Data time: 0.2309, Forward time: 2.2662, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 4.7731 [2020-11-08 07:38:59,422][root][INFO] - ===> Epoch[1983](1983/1): Loss -0.8595, Sem 0.0288, dir -0.9901, norm 0.1018, swav 0.0000 LR: 6.347e-02 Score 98.892 Data time: 0.2125, Forward time: 2.2662, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 4.9193 [2020-11-08 07:39:04,920][root][INFO] - ===> Epoch[1984](1984/1): Loss -0.8708, Sem 0.0271, dir -0.9908, norm 0.0929, swav 0.0000 LR: 6.346e-02 Score 98.951 Data time: 0.2343, Forward time: 2.2663, Backward time: 2.4284, DDP time: 0.0048, Total iter time: 5.3561 [2020-11-08 07:39:09,896][root][INFO] - ===> Epoch[1985](1985/1): Loss -0.8588, Sem 0.0303, dir -0.9903, norm 0.1012, swav 0.0000 LR: 6.344e-02 Score 98.850 Data time: 0.2167, Forward time: 2.2663, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 4.8498 [2020-11-08 07:39:14,684][root][INFO] - ===> Epoch[1986](1986/1): Loss -0.8771, Sem 0.0273, dir -0.9916, norm 0.0871, swav 0.0000 LR: 6.342e-02 Score 98.960 Data time: 0.2005, Forward time: 2.2662, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 4.6690 [2020-11-08 07:39:19,199][root][INFO] - ===> Epoch[1987](1987/1): Loss -0.8627, Sem 0.0298, dir -0.9892, norm 0.0967, swav 0.0000 LR: 6.340e-02 Score 98.866 Data time: 0.2214, Forward time: 2.2662, Backward time: 2.4281, DDP time: 0.0048, Total iter time: 4.4218 [2020-11-08 07:39:24,515][root][INFO] - ===> Epoch[1988](1988/1): Loss -0.8470, Sem 0.0279, dir -0.9881, norm 0.1132, swav 0.0000 LR: 6.338e-02 Score 98.923 Data time: 0.2468, Forward time: 2.2663, Backward time: 2.4281, DDP time: 0.0048, Total iter time: 5.2020 [2020-11-08 07:39:29,644][root][INFO] - ===> Epoch[1989](1989/1): Loss -0.8726, Sem 0.0273, dir -0.9909, norm 0.0909, swav 0.0000 LR: 6.336e-02 Score 98.946 Data time: 0.2546, Forward time: 2.2665, Backward time: 2.4279, DDP time: 0.0048, Total iter time: 5.0132 [2020-11-08 07:39:34,375][root][INFO] - ===> Epoch[1990](1990/1): Loss -0.8593, Sem 0.0291, dir -0.9896, norm 0.1012, swav 0.0000 LR: 6.334e-02 Score 98.892 Data time: 0.2094, Forward time: 2.2665, Backward time: 2.4277, DDP time: 0.0048, Total iter time: 4.5983 [2020-11-08 07:39:39,165][root][INFO] - ===> Epoch[1991](1991/1): Loss -0.8457, Sem 0.0272, dir -0.9880, norm 0.1151, swav 0.0000 LR: 6.332e-02 Score 98.951 Data time: 0.2296, Forward time: 2.2666, Backward time: 2.4275, DDP time: 0.0048, Total iter time: 4.6702 [2020-11-08 07:39:44,250][root][INFO] - ===> Epoch[1992](1992/1): Loss -0.8269, Sem 0.0270, dir -0.9857, norm 0.1318, swav 0.0000 LR: 6.330e-02 Score 98.958 Data time: 0.2273, Forward time: 2.2666, Backward time: 2.4275, DDP time: 0.0048, Total iter time: 4.9508 [2020-11-08 07:39:49,053][root][INFO] - ===> Epoch[1993](1993/1): Loss -0.8546, Sem 0.0307, dir -0.9886, norm 0.1033, swav 0.0000 LR: 6.328e-02 Score 98.834 Data time: 0.2461, Forward time: 2.2667, Backward time: 2.4273, DDP time: 0.0048, Total iter time: 4.6876 [2020-11-08 07:39:53,590][root][INFO] - ===> Epoch[1994](1994/1): Loss -0.8577, Sem 0.0296, dir -0.9886, norm 0.1013, swav 0.0000 LR: 6.327e-02 Score 98.878 Data time: 0.2220, Forward time: 2.2667, Backward time: 2.4270, DDP time: 0.0048, Total iter time: 4.4111 [2020-11-08 07:39:58,707][root][INFO] - ===> Epoch[1995](1995/1): Loss -0.8369, Sem 0.0282, dir -0.9862, norm 0.1211, swav 0.0000 LR: 6.325e-02 Score 98.906 Data time: 0.2080, Forward time: 2.2666, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 5.0069 [2020-11-08 07:40:03,598][root][INFO] - ===> Epoch[1996](1996/1): Loss -0.8653, Sem 0.0276, dir -0.9907, norm 0.0977, swav 0.0000 LR: 6.323e-02 Score 98.948 Data time: 0.1921, Forward time: 2.2665, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 4.7790 [2020-11-08 07:40:08,675][root][INFO] - ===> Epoch[1997](1997/1): Loss -0.8455, Sem 0.0301, dir -0.9892, norm 0.1135, swav 0.0000 LR: 6.321e-02 Score 98.854 Data time: 0.1997, Forward time: 2.2664, Backward time: 2.4273, DDP time: 0.0048, Total iter time: 4.9543 [2020-11-08 07:40:13,692][root][INFO] - ===> Epoch[1998](1998/1): Loss -0.8581, Sem 0.0281, dir -0.9889, norm 0.1027, swav 0.0000 LR: 6.319e-02 Score 98.926 Data time: 0.2079, Forward time: 2.2663, Backward time: 2.4273, DDP time: 0.0048, Total iter time: 4.9065 [2020-11-08 07:40:18,599][root][INFO] - ===> Epoch[1999](1999/1): Loss -0.8648, Sem 0.0264, dir -0.9904, norm 0.0992, swav 0.0000 LR: 6.317e-02 Score 98.990 Data time: 0.1910, Forward time: 2.2663, Backward time: 2.4273, DDP time: 0.0048, Total iter time: 4.7853 [2020-11-08 07:40:23,185][root][INFO] - ===> Epoch[2000](2000/1): Loss -0.8618, Sem 0.0295, dir -0.9900, norm 0.0987, swav 0.0000 LR: 6.315e-02 Score 98.878 Data time: 0.2036, Forward time: 2.2662, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 4.4794 [2020-11-08 07:40:23,950][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 07:40:24,190][root][INFO] - ===> Start testing [2020-11-08 07:41:56,689][root][INFO] - 101/312: Data time: 0.0062, Iter time: 0.1958 Loss 3.403 (AVG: 2.346) Score 64.976 (AVG: 72.466) mIOU 27.797 mAP 38.150 mAcc 37.642 IOU: 68.660 93.610 23.383 43.635 59.673 36.545 40.548 29.414 5.070 22.540 17.546 16.562 26.984 39.638 12.779 0.000 0.000 10.077 0.000 9.283 mAP: 69.973 93.266 27.186 47.112 61.889 61.540 49.684 44.027 16.180 41.753 34.469 29.805 37.351 49.660 23.285 5.248 8.004 29.783 9.129 23.654 mAcc: 89.193 98.133 32.228 45.714 76.517 50.632 69.773 47.237 5.593 33.262 27.713 32.930 40.747 49.586 26.967 0.000 0.000 14.393 0.000 12.228 [2020-11-08 07:43:22,210][root][INFO] - 201/312: Data time: 0.0070, Iter time: 0.2943 Loss 1.502 (AVG: 2.494) Score 76.323 (AVG: 71.761) mIOU 28.172 mAP 39.155 mAcc 38.662 IOU: 67.632 93.793 22.927 46.897 60.035 36.454 40.345 25.920 5.379 25.911 18.345 17.416 27.745 38.881 15.881 0.000 0.000 10.292 0.000 9.580 mAP: 69.660 93.532 26.997 49.824 61.383 60.133 52.110 39.455 16.109 43.443 32.316 31.963 42.875 48.867 31.641 11.535 6.394 30.369 8.438 26.061 mAcc: 88.772 98.364 32.911 50.425 78.084 48.257 69.231 41.327 5.965 36.990 31.268 34.819 46.112 51.745 32.719 0.000 0.000 14.333 0.000 11.916 [2020-11-08 07:44:52,642][root][INFO] - 301/312: Data time: 0.0041, Iter time: 0.2481 Loss 4.721 (AVG: 2.472) Score 49.820 (AVG: 72.037) mIOU 28.066 mAP 38.547 mAcc 38.489 IOU: 68.506 93.591 21.317 44.733 58.909 40.108 40.740 28.408 5.216 34.383 16.510 15.874 27.687 31.064 14.625 0.000 0.000 9.747 0.000 9.896 mAP: 70.154 93.926 26.784 48.545 63.156 62.181 50.984 40.699 15.956 43.791 31.273 29.650 40.630 41.895 30.250 10.547 6.606 28.624 8.839 26.457 mAcc: 89.662 98.234 30.633 48.490 77.915 52.203 68.247 43.458 5.800 46.121 28.185 34.565 44.748 43.951 31.005 0.000 0.000 14.268 0.000 12.289 [2020-11-08 07:45:00,469][root][INFO] - 312/312: Data time: 0.0027, Iter time: 0.2194 Loss 2.956 (AVG: 2.451) Score 65.199 (AVG: 72.279) mIOU 28.214 mAP 38.679 mAcc 38.598 IOU: 68.661 93.623 21.184 44.077 59.583 40.249 41.173 28.249 5.291 37.978 16.576 15.741 27.182 30.398 14.607 0.000 0.000 9.793 0.000 9.926 mAP: 70.592 93.880 26.828 47.439 63.660 62.065 51.819 40.891 15.980 44.358 31.658 29.971 41.186 39.969 30.250 10.286 6.504 29.104 10.135 27.011 mAcc: 89.788 98.250 30.544 47.862 78.235 52.491 68.650 43.161 5.890 49.837 28.383 34.672 43.751 42.795 31.005 0.000 0.000 14.294 0.000 12.348 [2020-11-08 07:45:00,469][root][INFO] - Finished test. Elapsed time: 276.2779 [2020-11-08 07:45:14,426][root][INFO] - [2020-11-08 07:45:14,427][root][INFO] - ################################################################ [2020-11-08 07:45:14,427][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 07:45:14,427][root][INFO] - ################################################################ [2020-11-08 07:45:14,427][root][INFO] - cabinet : 0.012 0.037 0.114 [2020-11-08 07:45:14,427][root][INFO] - bed : 0.189 0.355 0.394 [2020-11-08 07:45:14,428][root][INFO] - chair : 0.443 0.628 0.724 [2020-11-08 07:45:14,428][root][INFO] - sofa : 0.186 0.416 0.561 [2020-11-08 07:45:14,428][root][INFO] - table : 0.097 0.186 0.287 [2020-11-08 07:45:14,428][root][INFO] - door : 0.077 0.157 0.280 [2020-11-08 07:45:14,428][root][INFO] - window : 0.000 0.000 0.006 [2020-11-08 07:45:14,428][root][INFO] - bookshelf : 0.010 0.034 0.185 [2020-11-08 07:45:14,428][root][INFO] - picture : 0.055 0.113 0.224 [2020-11-08 07:45:14,428][root][INFO] - counter : 0.000 0.002 0.074 [2020-11-08 07:45:14,428][root][INFO] - desk : 0.005 0.030 0.254 [2020-11-08 07:45:14,428][root][INFO] - curtain : 0.014 0.041 0.145 [2020-11-08 07:45:14,428][root][INFO] - refrigerator : 0.046 0.104 0.163 [2020-11-08 07:45:14,428][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 07:45:14,428][root][INFO] - toilet : 0.000 0.000 0.000 [2020-11-08 07:45:14,428][root][INFO] - sink : 0.002 0.012 0.083 [2020-11-08 07:45:14,428][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-08 07:45:14,428][root][INFO] - otherfurniture : 0.071 0.116 0.179 [2020-11-08 07:45:14,428][root][INFO] - ---------------------------------------------------------------- [2020-11-08 07:45:14,428][root][INFO] - average : 0.067 0.124 0.204 [2020-11-08 07:45:14,428][root][INFO] - [2020-11-08 07:45:14,723][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 07:45:14,725][root][INFO] - Current best mIoU: 28.828 at iter 1500 [2020-11-08 07:45:18,904][root][INFO] - ===> Epoch[2001](2001/1): Loss -0.8552, Sem 0.0285, dir -0.9888, norm 0.1051, swav 0.0000 LR: 6.313e-02 Score 98.903 Data time: 0.1722, Forward time: 2.2660, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 4.1719 [2020-11-08 07:45:24,445][root][INFO] - ===> Epoch[2002](2002/1): Loss -0.8499, Sem 0.0295, dir -0.9888, norm 0.1094, swav 0.0000 LR: 6.311e-02 Score 98.882 Data time: 0.1961, Forward time: 2.2659, Backward time: 2.4272, DDP time: 0.0048, Total iter time: 5.4035 [2020-11-08 07:45:29,360][root][INFO] - ===> Epoch[2003](2003/1): Loss -0.8667, Sem 0.0290, dir -0.9903, norm 0.0946, swav 0.0000 LR: 6.310e-02 Score 98.902 Data time: 0.1940, Forward time: 2.2658, Backward time: 2.4273, DDP time: 0.0048, Total iter time: 4.7992 [2020-11-08 07:45:34,163][root][INFO] - ===> Epoch[2004](2004/1): Loss -0.8688, Sem 0.0275, dir -0.9914, norm 0.0951, swav 0.0000 LR: 6.308e-02 Score 98.940 Data time: 0.2217, Forward time: 2.2658, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 4.6862 [2020-11-08 07:45:39,136][root][INFO] - ===> Epoch[2005](2005/1): Loss -0.8501, Sem 0.0301, dir -0.9882, norm 0.1081, swav 0.0000 LR: 6.306e-02 Score 98.866 Data time: 0.1680, Forward time: 2.2656, Backward time: 2.4273, DDP time: 0.0048, Total iter time: 4.8251 [2020-11-08 07:45:44,228][root][INFO] - ===> Epoch[2006](2006/1): Loss -0.8449, Sem 0.0290, dir -0.9883, norm 0.1144, swav 0.0000 LR: 6.304e-02 Score 98.901 Data time: 0.1786, Forward time: 2.2654, Backward time: 2.4275, DDP time: 0.0048, Total iter time: 4.9877 [2020-11-08 07:45:49,244][root][INFO] - ===> Epoch[2007](2007/1): Loss -0.8636, Sem 0.0282, dir -0.9895, norm 0.0978, swav 0.0000 LR: 6.302e-02 Score 98.935 Data time: 0.1917, Forward time: 2.2653, Backward time: 2.4276, DDP time: 0.0048, Total iter time: 4.8897 [2020-11-08 07:45:53,302][root][INFO] - ===> Epoch[2008](2008/1): Loss -0.8692, Sem 0.0288, dir -0.9916, norm 0.0937, swav 0.0000 LR: 6.300e-02 Score 98.892 Data time: 0.2047, Forward time: 2.2652, Backward time: 2.4272, DDP time: 0.0048, Total iter time: 3.9274 [2020-11-08 07:45:58,104][root][INFO] - ===> Epoch[2009](2009/1): Loss -0.8615, Sem 0.0299, dir -0.9900, norm 0.0986, swav 0.0000 LR: 6.298e-02 Score 98.860 Data time: 0.2328, Forward time: 2.2651, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 4.6830 [2020-11-08 07:46:03,134][root][INFO] - ===> Epoch[2010](2010/1): Loss -0.8533, Sem 0.0284, dir -0.9893, norm 0.1076, swav 0.0000 LR: 6.296e-02 Score 98.915 Data time: 0.2552, Forward time: 2.2653, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 4.8866 [2020-11-08 07:46:08,405][root][INFO] - ===> Epoch[2011](2011/1): Loss -0.8663, Sem 0.0314, dir -0.9905, norm 0.0928, swav 0.0000 LR: 6.294e-02 Score 98.817 Data time: 0.2019, Forward time: 2.2653, Backward time: 2.4270, DDP time: 0.0048, Total iter time: 5.1285 [2020-11-08 07:46:13,492][root][INFO] - ===> Epoch[2012](2012/1): Loss -0.8528, Sem 0.0275, dir -0.9891, norm 0.1088, swav 0.0000 LR: 6.292e-02 Score 98.945 Data time: 0.2475, Forward time: 2.2654, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 4.9585 [2020-11-08 07:46:18,747][root][INFO] - ===> Epoch[2013](2013/1): Loss -0.8320, Sem 0.0291, dir -0.9840, norm 0.1230, swav 0.0000 LR: 6.291e-02 Score 98.895 Data time: 0.2325, Forward time: 2.2654, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 5.1221 [2020-11-08 07:46:23,750][root][INFO] - ===> Epoch[2014](2014/1): Loss -0.8640, Sem 0.0301, dir -0.9901, norm 0.0960, swav 0.0000 LR: 6.289e-02 Score 98.860 Data time: 0.1883, Forward time: 2.2653, Backward time: 2.4270, DDP time: 0.0048, Total iter time: 4.8456 [2020-11-08 07:46:28,843][root][INFO] - ===> Epoch[2015](2015/1): Loss -0.8472, Sem 0.0297, dir -0.9876, norm 0.1106, swav 0.0000 LR: 6.287e-02 Score 98.856 Data time: 0.2334, Forward time: 2.2653, Backward time: 2.4270, DDP time: 0.0048, Total iter time: 4.9915 [2020-11-08 07:46:33,775][root][INFO] - ===> Epoch[2016](2016/1): Loss -0.8423, Sem 0.0292, dir -0.9869, norm 0.1154, swav 0.0000 LR: 6.285e-02 Score 98.872 Data time: 0.2523, Forward time: 2.2654, Backward time: 2.4268, DDP time: 0.0048, Total iter time: 4.7934 [2020-11-08 07:46:39,142][root][INFO] - ===> Epoch[2017](2017/1): Loss -0.8688, Sem 0.0276, dir -0.9909, norm 0.0945, swav 0.0000 LR: 6.283e-02 Score 98.939 Data time: 0.2304, Forward time: 2.2655, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 5.2367 [2020-11-08 07:46:44,339][root][INFO] - ===> Epoch[2018](2018/1): Loss -0.8473, Sem 0.0277, dir -0.9871, norm 0.1121, swav 0.0000 LR: 6.281e-02 Score 98.955 Data time: 0.2230, Forward time: 2.2655, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 5.0755 [2020-11-08 07:46:49,501][root][INFO] - ===> Epoch[2019](2019/1): Loss -0.8494, Sem 0.0294, dir -0.9877, norm 0.1089, swav 0.0000 LR: 6.279e-02 Score 98.886 Data time: 0.1654, Forward time: 2.2653, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 5.0267 [2020-11-08 07:46:54,642][root][INFO] - ===> Epoch[2020](2020/1): Loss -0.8703, Sem 0.0285, dir -0.9909, norm 0.0921, swav 0.0000 LR: 6.277e-02 Score 98.922 Data time: 0.2155, Forward time: 2.2652, Backward time: 2.4272, DDP time: 0.0048, Total iter time: 5.0380 [2020-11-08 07:47:00,176][root][INFO] - ===> Epoch[2021](2021/1): Loss -0.8394, Sem 0.0325, dir -0.9884, norm 0.1166, swav 0.0000 LR: 6.275e-02 Score 98.809 Data time: 0.2671, Forward time: 2.2655, Backward time: 2.4272, DDP time: 0.0048, Total iter time: 5.4196 [2020-11-08 07:47:04,823][root][INFO] - ===> Epoch[2022](2022/1): Loss -0.8327, Sem 0.0303, dir -0.9863, norm 0.1233, swav 0.0000 LR: 6.274e-02 Score 98.841 Data time: 0.2228, Forward time: 2.2654, Backward time: 2.4270, DDP time: 0.0048, Total iter time: 4.5152 [2020-11-08 07:47:10,030][root][INFO] - ===> Epoch[2023](2023/1): Loss -0.8593, Sem 0.0283, dir -0.9890, norm 0.1014, swav 0.0000 LR: 6.272e-02 Score 98.914 Data time: 0.2169, Forward time: 2.2654, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 5.0818 [2020-11-08 07:47:15,155][root][INFO] - ===> Epoch[2024](2024/1): Loss -0.8616, Sem 0.0290, dir -0.9895, norm 0.0989, swav 0.0000 LR: 6.270e-02 Score 98.900 Data time: 0.2084, Forward time: 2.2654, Backward time: 2.4272, DDP time: 0.0048, Total iter time: 5.0056 [2020-11-08 07:47:20,053][root][INFO] - ===> Epoch[2025](2025/1): Loss -0.8435, Sem 0.0298, dir -0.9866, norm 0.1132, swav 0.0000 LR: 6.268e-02 Score 98.866 Data time: 0.2296, Forward time: 2.2653, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 4.7985 [2020-11-08 07:47:26,133][root][INFO] - ===> Epoch[2026](2026/1): Loss -0.8714, Sem 0.0275, dir -0.9908, norm 0.0919, swav 0.0000 LR: 6.266e-02 Score 98.965 Data time: 0.2954, Forward time: 2.2657, Backward time: 2.4272, DDP time: 0.0048, Total iter time: 5.9642 [2020-11-08 07:47:31,658][root][INFO] - ===> Epoch[2027](2027/1): Loss -0.8666, Sem 0.0299, dir -0.9905, norm 0.0940, swav 0.0000 LR: 6.264e-02 Score 98.854 Data time: 0.2064, Forward time: 2.2657, Backward time: 2.4275, DDP time: 0.0048, Total iter time: 5.3942 [2020-11-08 07:47:36,959][root][INFO] - ===> Epoch[2028](2028/1): Loss -0.8473, Sem 0.0288, dir -0.9884, norm 0.1123, swav 0.0000 LR: 6.262e-02 Score 98.905 Data time: 0.2198, Forward time: 2.2655, Backward time: 2.4277, DDP time: 0.0048, Total iter time: 5.1826 [2020-11-08 07:47:42,113][root][INFO] - ===> Epoch[2029](2029/1): Loss -0.8492, Sem 0.0273, dir -0.9883, norm 0.1118, swav 0.0000 LR: 6.260e-02 Score 98.950 Data time: 0.2669, Forward time: 2.2657, Backward time: 2.4276, DDP time: 0.0048, Total iter time: 5.0698 [2020-11-08 07:47:47,235][root][INFO] - ===> Epoch[2030](2030/1): Loss -0.8738, Sem 0.0286, dir -0.9909, norm 0.0885, swav 0.0000 LR: 6.258e-02 Score 98.902 Data time: 0.2036, Forward time: 2.2657, Backward time: 2.4276, DDP time: 0.0048, Total iter time: 4.9899 [2020-11-08 07:47:52,279][root][INFO] - ===> Epoch[2031](2031/1): Loss -0.8656, Sem 0.0275, dir -0.9901, norm 0.0970, swav 0.0000 LR: 6.256e-02 Score 98.950 Data time: 0.2344, Forward time: 2.2657, Backward time: 2.4276, DDP time: 0.0048, Total iter time: 4.9315 [2020-11-08 07:47:57,545][root][INFO] - ===> Epoch[2032](2032/1): Loss -0.8486, Sem 0.0288, dir -0.9874, norm 0.1101, swav 0.0000 LR: 6.255e-02 Score 98.908 Data time: 0.2512, Forward time: 2.2657, Backward time: 2.4277, DDP time: 0.0048, Total iter time: 5.1341 [2020-11-08 07:48:02,556][root][INFO] - ===> Epoch[2033](2033/1): Loss -0.8677, Sem 0.0281, dir -0.9904, norm 0.0947, swav 0.0000 LR: 6.253e-02 Score 98.931 Data time: 0.2195, Forward time: 2.2657, Backward time: 2.4277, DDP time: 0.0048, Total iter time: 4.9044 [2020-11-08 07:48:07,363][root][INFO] - ===> Epoch[2034](2034/1): Loss -0.8646, Sem 0.0312, dir -0.9901, norm 0.0943, swav 0.0000 LR: 6.251e-02 Score 98.848 Data time: 0.2064, Forward time: 2.2656, Backward time: 2.4276, DDP time: 0.0048, Total iter time: 4.6943 [2020-11-08 07:48:12,194][root][INFO] - ===> Epoch[2035](2035/1): Loss -0.8578, Sem 0.0297, dir -0.9889, norm 0.1014, swav 0.0000 LR: 6.249e-02 Score 98.867 Data time: 0.1781, Forward time: 2.2654, Backward time: 2.4277, DDP time: 0.0048, Total iter time: 4.7174 [2020-11-08 07:48:16,837][root][INFO] - ===> Epoch[2036](2036/1): Loss -0.8539, Sem 0.0296, dir -0.9881, norm 0.1045, swav 0.0000 LR: 6.247e-02 Score 98.871 Data time: 0.1971, Forward time: 2.2652, Backward time: 2.4277, DDP time: 0.0048, Total iter time: 4.5563 [2020-11-08 07:48:21,731][root][INFO] - ===> Epoch[2037](2037/1): Loss -0.8580, Sem 0.0294, dir -0.9891, norm 0.1017, swav 0.0000 LR: 6.245e-02 Score 98.881 Data time: 0.2015, Forward time: 2.2651, Backward time: 2.4277, DDP time: 0.0048, Total iter time: 4.7714 [2020-11-08 07:48:26,725][root][INFO] - ===> Epoch[2038](2038/1): Loss -0.8402, Sem 0.0298, dir -0.9878, norm 0.1178, swav 0.0000 LR: 6.243e-02 Score 98.860 Data time: 0.2210, Forward time: 2.2651, Backward time: 2.4277, DDP time: 0.0048, Total iter time: 4.8680 [2020-11-08 07:48:31,526][root][INFO] - ===> Epoch[2039](2039/1): Loss -0.8396, Sem 0.0303, dir -0.9874, norm 0.1175, swav 0.0000 LR: 6.241e-02 Score 98.858 Data time: 0.2437, Forward time: 2.2651, Backward time: 2.4275, DDP time: 0.0048, Total iter time: 4.6825 [2020-11-08 07:48:36,586][root][INFO] - ===> Epoch[2040](2040/1): Loss -0.8686, Sem 0.0287, dir -0.9914, norm 0.0941, swav 0.0000 LR: 6.239e-02 Score 98.896 Data time: 0.2084, Forward time: 2.2651, Backward time: 2.4276, DDP time: 0.0048, Total iter time: 4.9213 [2020-11-08 07:48:42,710][root][INFO] - ===> Epoch[2041](2041/1): Loss -0.8339, Sem 0.0291, dir -0.9857, norm 0.1227, swav 0.0000 LR: 6.238e-02 Score 98.893 Data time: 0.2231, Forward time: 2.2650, Backward time: 2.4281, DDP time: 0.0048, Total iter time: 5.9998 [2020-11-08 07:48:47,759][root][INFO] - ===> Epoch[2042](2042/1): Loss -0.8430, Sem 0.0307, dir -0.9884, norm 0.1147, swav 0.0000 LR: 6.236e-02 Score 98.839 Data time: 0.2432, Forward time: 2.2651, Backward time: 2.4280, DDP time: 0.0048, Total iter time: 4.9231 [2020-11-08 07:48:53,338][root][INFO] - ===> Epoch[2043](2043/1): Loss -0.8629, Sem 0.0293, dir -0.9907, norm 0.0986, swav 0.0000 LR: 6.234e-02 Score 98.887 Data time: 0.2227, Forward time: 2.2651, Backward time: 2.4282, DDP time: 0.0048, Total iter time: 5.4505 [2020-11-08 07:48:58,424][root][INFO] - ===> Epoch[2044](2044/1): Loss -0.8507, Sem 0.0312, dir -0.9891, norm 0.1073, swav 0.0000 LR: 6.232e-02 Score 98.815 Data time: 0.2104, Forward time: 2.2651, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 4.9670 [2020-11-08 07:49:03,131][root][INFO] - ===> Epoch[2045](2045/1): Loss -0.8529, Sem 0.0290, dir -0.9880, norm 0.1061, swav 0.0000 LR: 6.230e-02 Score 98.899 Data time: 0.2256, Forward time: 2.2650, Backward time: 2.4281, DDP time: 0.0048, Total iter time: 4.5866 [2020-11-08 07:49:08,590][root][INFO] - ===> Epoch[2046](2046/1): Loss -0.8634, Sem 0.0293, dir -0.9903, norm 0.0975, swav 0.0000 LR: 6.228e-02 Score 98.885 Data time: 0.1817, Forward time: 2.2648, Backward time: 2.4285, DDP time: 0.0048, Total iter time: 5.3288 [2020-11-08 07:49:13,216][root][INFO] - ===> Epoch[2047](2047/1): Loss -0.8669, Sem 0.0284, dir -0.9907, norm 0.0954, swav 0.0000 LR: 6.226e-02 Score 98.920 Data time: 0.2074, Forward time: 2.2648, Backward time: 2.4284, DDP time: 0.0048, Total iter time: 4.5191 [2020-11-08 07:49:17,940][root][INFO] - ===> Epoch[2048](2048/1): Loss -0.8541, Sem 0.0295, dir -0.9883, norm 0.1047, swav 0.0000 LR: 6.224e-02 Score 98.870 Data time: 0.1858, Forward time: 2.2646, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 4.6136 [2020-11-08 07:49:22,825][root][INFO] - ===> Epoch[2049](2049/1): Loss -0.8570, Sem 0.0283, dir -0.9884, norm 0.1030, swav 0.0000 LR: 6.222e-02 Score 98.919 Data time: 0.1796, Forward time: 2.2644, Backward time: 2.4285, DDP time: 0.0048, Total iter time: 4.7848 [2020-11-08 07:49:27,263][root][INFO] - ===> Epoch[2050](2050/1): Loss -0.8618, Sem 0.0313, dir -0.9891, norm 0.0960, swav 0.0000 LR: 6.220e-02 Score 98.847 Data time: 0.2209, Forward time: 2.2644, Backward time: 2.4282, DDP time: 0.0048, Total iter time: 4.3336 [2020-11-08 07:49:32,399][root][INFO] - ===> Epoch[2051](2051/1): Loss -0.8525, Sem 0.0284, dir -0.9896, norm 0.1087, swav 0.0000 LR: 6.219e-02 Score 98.914 Data time: 0.2881, Forward time: 2.2646, Backward time: 2.4280, DDP time: 0.0048, Total iter time: 5.0155 [2020-11-08 07:49:37,603][root][INFO] - ===> Epoch[2052](2052/1): Loss -0.8464, Sem 0.0286, dir -0.9883, norm 0.1134, swav 0.0000 LR: 6.217e-02 Score 98.915 Data time: 0.1815, Forward time: 2.2645, Backward time: 2.4282, DDP time: 0.0048, Total iter time: 5.0594 [2020-11-08 07:49:42,823][root][INFO] - ===> Epoch[2053](2053/1): Loss -0.8632, Sem 0.0292, dir -0.9912, norm 0.0988, swav 0.0000 LR: 6.215e-02 Score 98.888 Data time: 0.1967, Forward time: 2.2643, Backward time: 2.4284, DDP time: 0.0048, Total iter time: 5.0991 [2020-11-08 07:49:47,623][root][INFO] - ===> Epoch[2054](2054/1): Loss -0.8717, Sem 0.0274, dir -0.9911, norm 0.0920, swav 0.0000 LR: 6.213e-02 Score 98.940 Data time: 0.2720, Forward time: 2.2643, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 4.7096 [2020-11-08 07:49:52,174][root][INFO] - ===> Epoch[2055](2055/1): Loss -0.8579, Sem 0.0299, dir -0.9893, norm 0.1015, swav 0.0000 LR: 6.211e-02 Score 98.858 Data time: 0.2553, Forward time: 2.2643, Backward time: 2.4280, DDP time: 0.0048, Total iter time: 4.4278 [2020-11-08 07:49:56,980][root][INFO] - ===> Epoch[2056](2056/1): Loss -0.8642, Sem 0.0296, dir -0.9909, norm 0.0971, swav 0.0000 LR: 6.209e-02 Score 98.871 Data time: 0.2275, Forward time: 2.2644, Backward time: 2.4278, DDP time: 0.0048, Total iter time: 4.6870 [2020-11-08 07:50:02,170][root][INFO] - ===> Epoch[2057](2057/1): Loss -0.8692, Sem 0.0283, dir -0.9911, norm 0.0936, swav 0.0000 LR: 6.207e-02 Score 98.920 Data time: 0.2362, Forward time: 2.2645, Backward time: 2.4278, DDP time: 0.0048, Total iter time: 5.0694 [2020-11-08 07:50:07,380][root][INFO] - ===> Epoch[2058](2058/1): Loss -0.8732, Sem 0.0285, dir -0.9920, norm 0.0903, swav 0.0000 LR: 6.205e-02 Score 98.909 Data time: 0.1916, Forward time: 2.2643, Backward time: 2.4280, DDP time: 0.0048, Total iter time: 5.0683 [2020-11-08 07:50:12,568][root][INFO] - ===> Epoch[2059](2059/1): Loss -0.8631, Sem 0.0288, dir -0.9896, norm 0.0977, swav 0.0000 LR: 6.203e-02 Score 98.896 Data time: 0.2297, Forward time: 2.2643, Backward time: 2.4280, DDP time: 0.0048, Total iter time: 5.0822 [2020-11-08 07:50:17,364][root][INFO] - ===> Epoch[2060](2060/1): Loss -0.8632, Sem 0.0291, dir -0.9902, norm 0.0979, swav 0.0000 LR: 6.201e-02 Score 98.899 Data time: 0.2394, Forward time: 2.2644, Backward time: 2.4278, DDP time: 0.0048, Total iter time: 4.6557 [2020-11-08 07:50:22,593][root][INFO] - ===> Epoch[2061](2061/1): Loss -0.8591, Sem 0.0295, dir -0.9910, norm 0.1023, swav 0.0000 LR: 6.200e-02 Score 98.878 Data time: 0.2000, Forward time: 2.2643, Backward time: 2.4280, DDP time: 0.0048, Total iter time: 5.0766 [2020-11-08 07:50:27,375][root][INFO] - ===> Epoch[2062](2062/1): Loss -0.8704, Sem 0.0277, dir -0.9901, norm 0.0920, swav 0.0000 LR: 6.198e-02 Score 98.938 Data time: 0.2309, Forward time: 2.2644, Backward time: 2.4278, DDP time: 0.0048, Total iter time: 4.6672 [2020-11-08 07:50:32,202][root][INFO] - ===> Epoch[2063](2063/1): Loss -0.8695, Sem 0.0276, dir -0.9912, norm 0.0941, swav 0.0000 LR: 6.196e-02 Score 98.957 Data time: 0.1730, Forward time: 2.2642, Backward time: 2.4278, DDP time: 0.0048, Total iter time: 4.6975 [2020-11-08 07:50:37,596][root][INFO] - ===> Epoch[2064](2064/1): Loss -0.8703, Sem 0.0287, dir -0.9917, norm 0.0926, swav 0.0000 LR: 6.194e-02 Score 98.902 Data time: 0.1913, Forward time: 2.2641, Backward time: 2.4281, DDP time: 0.0048, Total iter time: 5.2806 [2020-11-08 07:50:42,774][root][INFO] - ===> Epoch[2065](2065/1): Loss -0.8771, Sem 0.0262, dir -0.9922, norm 0.0889, swav 0.0000 LR: 6.192e-02 Score 98.993 Data time: 0.2006, Forward time: 2.2639, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 5.0365 [2020-11-08 07:50:47,772][root][INFO] - ===> Epoch[2066](2066/1): Loss -0.8652, Sem 0.0281, dir -0.9903, norm 0.0969, swav 0.0000 LR: 6.190e-02 Score 98.925 Data time: 0.2213, Forward time: 2.2639, Backward time: 2.4282, DDP time: 0.0048, Total iter time: 4.8838 [2020-11-08 07:50:52,655][root][INFO] - ===> Epoch[2067](2067/1): Loss -0.8508, Sem 0.0279, dir -0.9866, norm 0.1079, swav 0.0000 LR: 6.188e-02 Score 98.927 Data time: 0.1798, Forward time: 2.2638, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 4.7647 [2020-11-08 07:50:57,732][root][INFO] - ===> Epoch[2068](2068/1): Loss -0.8683, Sem 0.0272, dir -0.9905, norm 0.0950, swav 0.0000 LR: 6.186e-02 Score 98.958 Data time: 0.2284, Forward time: 2.2638, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 5.0086 [2020-11-08 07:51:02,389][root][INFO] - ===> Epoch[2069](2069/1): Loss -0.8636, Sem 0.0288, dir -0.9900, norm 0.0976, swav 0.0000 LR: 6.184e-02 Score 98.910 Data time: 0.2231, Forward time: 2.2639, Backward time: 2.4280, DDP time: 0.0048, Total iter time: 4.5116 [2020-11-08 07:51:06,983][root][INFO] - ===> Epoch[2070](2070/1): Loss -0.8656, Sem 0.0290, dir -0.9912, norm 0.0966, swav 0.0000 LR: 6.182e-02 Score 98.894 Data time: 0.1871, Forward time: 2.2637, Backward time: 2.4280, DDP time: 0.0048, Total iter time: 4.4730 [2020-11-08 07:51:11,798][root][INFO] - ===> Epoch[2071](2071/1): Loss -0.8773, Sem 0.0279, dir -0.9916, norm 0.0865, swav 0.0000 LR: 6.181e-02 Score 98.922 Data time: 0.2501, Forward time: 2.2638, Backward time: 2.4278, DDP time: 0.0048, Total iter time: 4.7046 [2020-11-08 07:51:17,141][root][INFO] - ===> Epoch[2072](2072/1): Loss -0.8685, Sem 0.0283, dir -0.9909, norm 0.0941, swav 0.0000 LR: 6.179e-02 Score 98.917 Data time: 0.2630, Forward time: 2.2640, Backward time: 2.4277, DDP time: 0.0048, Total iter time: 5.2128 [2020-11-08 07:51:22,329][root][INFO] - ===> Epoch[2073](2073/1): Loss -0.8621, Sem 0.0290, dir -0.9906, norm 0.0996, swav 0.0000 LR: 6.177e-02 Score 98.893 Data time: 0.2185, Forward time: 2.2640, Backward time: 2.4277, DDP time: 0.0048, Total iter time: 5.0712 [2020-11-08 07:51:27,519][root][INFO] - ===> Epoch[2074](2074/1): Loss -0.8741, Sem 0.0305, dir -0.9919, norm 0.0873, swav 0.0000 LR: 6.175e-02 Score 98.872 Data time: 0.1860, Forward time: 2.2639, Backward time: 2.4279, DDP time: 0.0048, Total iter time: 5.0598 [2020-11-08 07:51:32,728][root][INFO] - ===> Epoch[2075](2075/1): Loss -0.8677, Sem 0.0279, dir -0.9908, norm 0.0952, swav 0.0000 LR: 6.173e-02 Score 98.930 Data time: 0.2121, Forward time: 2.2638, Backward time: 2.4280, DDP time: 0.0048, Total iter time: 5.0820 [2020-11-08 07:51:37,571][root][INFO] - ===> Epoch[2076](2076/1): Loss -0.8595, Sem 0.0295, dir -0.9901, norm 0.1011, swav 0.0000 LR: 6.171e-02 Score 98.872 Data time: 0.2352, Forward time: 2.2639, Backward time: 2.4278, DDP time: 0.0048, Total iter time: 4.7284 [2020-11-08 07:51:42,503][root][INFO] - ===> Epoch[2077](2077/1): Loss -0.8636, Sem 0.0281, dir -0.9910, norm 0.0993, swav 0.0000 LR: 6.169e-02 Score 98.923 Data time: 0.2229, Forward time: 2.2639, Backward time: 2.4277, DDP time: 0.0048, Total iter time: 4.8102 [2020-11-08 07:51:47,370][root][INFO] - ===> Epoch[2078](2078/1): Loss -0.8646, Sem 0.0283, dir -0.9896, norm 0.0967, swav 0.0000 LR: 6.167e-02 Score 98.905 Data time: 0.2360, Forward time: 2.2640, Backward time: 2.4275, DDP time: 0.0048, Total iter time: 4.7380 [2020-11-08 07:51:51,947][root][INFO] - ===> Epoch[2079](2079/1): Loss -0.8638, Sem 0.0298, dir -0.9893, norm 0.0958, swav 0.0000 LR: 6.165e-02 Score 98.865 Data time: 0.1978, Forward time: 2.2639, Backward time: 2.4274, DDP time: 0.0048, Total iter time: 4.4488 [2020-11-08 07:51:57,693][root][INFO] - ===> Epoch[2080](2080/1): Loss -0.8632, Sem 0.0286, dir -0.9892, norm 0.0973, swav 0.0000 LR: 6.163e-02 Score 98.907 Data time: 0.2257, Forward time: 2.2640, Backward time: 2.4277, DDP time: 0.0048, Total iter time: 5.6121 [2020-11-08 07:52:02,680][root][INFO] - ===> Epoch[2081](2081/1): Loss -0.8669, Sem 0.0272, dir -0.9911, norm 0.0969, swav 0.0000 LR: 6.162e-02 Score 98.959 Data time: 0.2275, Forward time: 2.2639, Backward time: 2.4277, DDP time: 0.0048, Total iter time: 4.8528 [2020-11-08 07:52:07,996][root][INFO] - ===> Epoch[2082](2082/1): Loss -0.8639, Sem 0.0268, dir -0.9909, norm 0.1002, swav 0.0000 LR: 6.160e-02 Score 98.968 Data time: 0.1986, Forward time: 2.2638, Backward time: 2.4279, DDP time: 0.0048, Total iter time: 5.1921 [2020-11-08 07:52:13,692][root][INFO] - ===> Epoch[2083](2083/1): Loss -0.8509, Sem 0.0291, dir -0.9878, norm 0.1078, swav 0.0000 LR: 6.158e-02 Score 98.900 Data time: 0.2038, Forward time: 2.2637, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 5.5921 [2020-11-08 07:52:18,726][root][INFO] - ===> Epoch[2084](2084/1): Loss -0.8655, Sem 0.0283, dir -0.9902, norm 0.0964, swav 0.0000 LR: 6.156e-02 Score 98.904 Data time: 0.2498, Forward time: 2.2638, Backward time: 2.4282, DDP time: 0.0048, Total iter time: 4.9148 [2020-11-08 07:52:24,155][root][INFO] - ===> Epoch[2085](2085/1): Loss -0.8708, Sem 0.0276, dir -0.9916, norm 0.0932, swav 0.0000 LR: 6.154e-02 Score 98.938 Data time: 0.2466, Forward time: 2.2638, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 5.2960 [2020-11-08 07:52:29,179][root][INFO] - ===> Epoch[2086](2086/1): Loss -0.8516, Sem 0.0289, dir -0.9888, norm 0.1083, swav 0.0000 LR: 6.152e-02 Score 98.880 Data time: 0.2096, Forward time: 2.2638, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 4.8948 [2020-11-08 07:52:34,601][root][INFO] - ===> Epoch[2087](2087/1): Loss -0.8510, Sem 0.0272, dir -0.9860, norm 0.1078, swav 0.0000 LR: 6.150e-02 Score 98.958 Data time: 0.2143, Forward time: 2.2637, Backward time: 2.4286, DDP time: 0.0048, Total iter time: 5.2853 [2020-11-08 07:52:39,270][root][INFO] - ===> Epoch[2088](2088/1): Loss -0.8575, Sem 0.0291, dir -0.9889, norm 0.1023, swav 0.0000 LR: 6.148e-02 Score 98.884 Data time: 0.2069, Forward time: 2.2636, Backward time: 2.4284, DDP time: 0.0048, Total iter time: 4.5513 [2020-11-08 07:52:43,947][root][INFO] - ===> Epoch[2089](2089/1): Loss -0.8599, Sem 0.0285, dir -0.9902, norm 0.1018, swav 0.0000 LR: 6.146e-02 Score 98.911 Data time: 0.2034, Forward time: 2.2635, Backward time: 2.4283, DDP time: 0.0048, Total iter time: 4.5413 [2020-11-08 07:52:48,468][root][INFO] - ===> Epoch[2090](2090/1): Loss -0.8646, Sem 0.0272, dir -0.9902, norm 0.0984, swav 0.0000 LR: 6.145e-02 Score 98.958 Data time: 0.2301, Forward time: 2.2635, Backward time: 2.4281, DDP time: 0.0048, Total iter time: 4.3963 [2020-11-08 07:52:53,470][root][INFO] - ===> Epoch[2091](2091/1): Loss -0.8647, Sem 0.0291, dir -0.9903, norm 0.0965, swav 0.0000 LR: 6.143e-02 Score 98.881 Data time: 0.2432, Forward time: 2.2637, Backward time: 2.4279, DDP time: 0.0048, Total iter time: 4.8705 [2020-11-08 07:52:58,137][root][INFO] - ===> Epoch[2092](2092/1): Loss -0.8573, Sem 0.0287, dir -0.9902, norm 0.1042, swav 0.0000 LR: 6.141e-02 Score 98.899 Data time: 0.1944, Forward time: 2.2636, Backward time: 2.4278, DDP time: 0.0048, Total iter time: 4.5314 [2020-11-08 07:53:03,046][root][INFO] - ===> Epoch[2093](2093/1): Loss -0.8626, Sem 0.0269, dir -0.9891, norm 0.0996, swav 0.0000 LR: 6.139e-02 Score 98.976 Data time: 0.2278, Forward time: 2.2637, Backward time: 2.4276, DDP time: 0.0048, Total iter time: 4.7971 [2020-11-08 07:53:07,625][root][INFO] - ===> Epoch[2094](2094/1): Loss -0.8648, Sem 0.0273, dir -0.9897, norm 0.0975, swav 0.0000 LR: 6.137e-02 Score 98.960 Data time: 0.2017, Forward time: 2.2636, Backward time: 2.4275, DDP time: 0.0048, Total iter time: 4.4571 [2020-11-08 07:53:13,001][root][INFO] - ===> Epoch[2095](2095/1): Loss -0.8618, Sem 0.0258, dir -0.9899, norm 0.1023, swav 0.0000 LR: 6.135e-02 Score 99.013 Data time: 0.2511, Forward time: 2.2637, Backward time: 2.4275, DDP time: 0.0048, Total iter time: 5.2555 [2020-11-08 07:53:17,758][root][INFO] - ===> Epoch[2096](2096/1): Loss -0.8558, Sem 0.0278, dir -0.9895, norm 0.1059, swav 0.0000 LR: 6.133e-02 Score 98.940 Data time: 0.2415, Forward time: 2.2638, Backward time: 2.4273, DDP time: 0.0048, Total iter time: 4.6362 [2020-11-08 07:53:22,935][root][INFO] - ===> Epoch[2097](2097/1): Loss -0.8672, Sem 0.0294, dir -0.9896, norm 0.0930, swav 0.0000 LR: 6.131e-02 Score 98.885 Data time: 0.2678, Forward time: 2.2640, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 5.0490 [2020-11-08 07:53:27,782][root][INFO] - ===> Epoch[2098](2098/1): Loss -0.8637, Sem 0.0288, dir -0.9898, norm 0.0972, swav 0.0000 LR: 6.129e-02 Score 98.884 Data time: 0.2597, Forward time: 2.2641, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 4.7276 [2020-11-08 07:53:32,620][root][INFO] - ===> Epoch[2099](2099/1): Loss -0.8561, Sem 0.0269, dir -0.9895, norm 0.1064, swav 0.0000 LR: 6.127e-02 Score 98.968 Data time: 0.2061, Forward time: 2.2640, Backward time: 2.4268, DDP time: 0.0048, Total iter time: 4.7068 [2020-11-08 07:53:38,041][root][INFO] - ===> Epoch[2100](2100/1): Loss -0.8665, Sem 0.0272, dir -0.9911, norm 0.0974, swav 0.0000 LR: 6.126e-02 Score 98.956 Data time: 0.2096, Forward time: 2.2640, Backward time: 2.4270, DDP time: 0.0048, Total iter time: 5.3196 [2020-11-08 07:53:43,196][root][INFO] - ===> Epoch[2101](2101/1): Loss -0.8686, Sem 0.0278, dir -0.9906, norm 0.0942, swav 0.0000 LR: 6.124e-02 Score 98.935 Data time: 0.2594, Forward time: 2.2642, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 5.0172 [2020-11-08 07:53:47,934][root][INFO] - ===> Epoch[2102](2102/1): Loss -0.8735, Sem 0.0248, dir -0.9901, norm 0.0918, swav 0.0000 LR: 6.122e-02 Score 99.046 Data time: 0.2287, Forward time: 2.2643, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 4.6143 [2020-11-08 07:53:52,708][root][INFO] - ===> Epoch[2103](2103/1): Loss -0.8448, Sem 0.0273, dir -0.9884, norm 0.1163, swav 0.0000 LR: 6.120e-02 Score 98.963 Data time: 0.2646, Forward time: 2.2643, Backward time: 2.4265, DDP time: 0.0048, Total iter time: 4.6525 [2020-11-08 07:53:57,594][root][INFO] - ===> Epoch[2104](2104/1): Loss -0.8636, Sem 0.0281, dir -0.9896, norm 0.0979, swav 0.0000 LR: 6.118e-02 Score 98.924 Data time: 0.2044, Forward time: 2.2643, Backward time: 2.4264, DDP time: 0.0048, Total iter time: 4.7639 [2020-11-08 07:54:02,641][root][INFO] - ===> Epoch[2105](2105/1): Loss -0.8617, Sem 0.0269, dir -0.9900, norm 0.1014, swav 0.0000 LR: 6.116e-02 Score 98.958 Data time: 0.2173, Forward time: 2.2642, Backward time: 2.4265, DDP time: 0.0048, Total iter time: 4.9325 [2020-11-08 07:54:07,546][root][INFO] - ===> Epoch[2106](2106/1): Loss -0.8424, Sem 0.0290, dir -0.9853, norm 0.1138, swav 0.0000 LR: 6.114e-02 Score 98.890 Data time: 0.2189, Forward time: 2.2642, Backward time: 2.4264, DDP time: 0.0048, Total iter time: 4.7833 [2020-11-08 07:54:12,801][root][INFO] - ===> Epoch[2107](2107/1): Loss -0.8689, Sem 0.0292, dir -0.9912, norm 0.0931, swav 0.0000 LR: 6.112e-02 Score 98.881 Data time: 0.2161, Forward time: 2.2641, Backward time: 2.4265, DDP time: 0.0048, Total iter time: 5.1238 [2020-11-08 07:54:17,755][root][INFO] - ===> Epoch[2108](2108/1): Loss -0.8393, Sem 0.0291, dir -0.9858, norm 0.1174, swav 0.0000 LR: 6.110e-02 Score 98.891 Data time: 0.2003, Forward time: 2.2641, Backward time: 2.4265, DDP time: 0.0048, Total iter time: 4.8331 [2020-11-08 07:54:22,385][root][INFO] - ===> Epoch[2109](2109/1): Loss -0.8375, Sem 0.0280, dir -0.9876, norm 0.1220, swav 0.0000 LR: 6.108e-02 Score 98.942 Data time: 0.1937, Forward time: 2.2640, Backward time: 2.4264, DDP time: 0.0048, Total iter time: 4.5245 [2020-11-08 07:54:27,657][root][INFO] - ===> Epoch[2110](2110/1): Loss -0.8784, Sem 0.0272, dir -0.9916, norm 0.0860, swav 0.0000 LR: 6.106e-02 Score 98.958 Data time: 0.2322, Forward time: 2.2640, Backward time: 2.4265, DDP time: 0.0048, Total iter time: 5.1663 [2020-11-08 07:54:32,858][root][INFO] - ===> Epoch[2111](2111/1): Loss -0.8445, Sem 0.0275, dir -0.9867, norm 0.1147, swav 0.0000 LR: 6.105e-02 Score 98.946 Data time: 0.1915, Forward time: 2.2639, Backward time: 2.4267, DDP time: 0.0048, Total iter time: 5.0846 [2020-11-08 07:54:37,740][root][INFO] - ===> Epoch[2112](2112/1): Loss -0.8482, Sem 0.0276, dir -0.9881, norm 0.1123, swav 0.0000 LR: 6.103e-02 Score 98.935 Data time: 0.2071, Forward time: 2.2638, Backward time: 2.4267, DDP time: 0.0048, Total iter time: 4.7859 [2020-11-08 07:54:42,750][root][INFO] - ===> Epoch[2113](2113/1): Loss -0.8585, Sem 0.0288, dir -0.9894, norm 0.1021, swav 0.0000 LR: 6.101e-02 Score 98.891 Data time: 0.1972, Forward time: 2.2638, Backward time: 2.4267, DDP time: 0.0048, Total iter time: 4.8880 [2020-11-08 07:54:47,925][root][INFO] - ===> Epoch[2114](2114/1): Loss -0.8609, Sem 0.0300, dir -0.9901, norm 0.0992, swav 0.0000 LR: 6.099e-02 Score 98.848 Data time: 0.1750, Forward time: 2.2636, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 5.0564 [2020-11-08 07:54:52,972][root][INFO] - ===> Epoch[2115](2115/1): Loss -0.8495, Sem 0.0268, dir -0.9872, norm 0.1109, swav 0.0000 LR: 6.097e-02 Score 98.981 Data time: 0.1822, Forward time: 2.2634, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 4.9408 [2020-11-08 07:54:57,807][root][INFO] - ===> Epoch[2116](2116/1): Loss -0.8393, Sem 0.0267, dir -0.9879, norm 0.1219, swav 0.0000 LR: 6.095e-02 Score 98.969 Data time: 0.2680, Forward time: 2.2635, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 4.7340 [2020-11-08 07:55:03,457][root][INFO] - ===> Epoch[2117](2117/1): Loss -0.8667, Sem 0.0276, dir -0.9898, norm 0.0955, swav 0.0000 LR: 6.093e-02 Score 98.932 Data time: 0.2727, Forward time: 2.2638, Backward time: 2.4268, DDP time: 0.0048, Total iter time: 5.5178 [2020-11-08 07:55:08,109][root][INFO] - ===> Epoch[2118](2118/1): Loss -0.8331, Sem 0.0285, dir -0.9860, norm 0.1244, swav 0.0000 LR: 6.091e-02 Score 98.909 Data time: 0.2197, Forward time: 2.2639, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 4.5252 [2020-11-08 07:55:12,940][root][INFO] - ===> Epoch[2119](2119/1): Loss -0.8588, Sem 0.0265, dir -0.9882, norm 0.1029, swav 0.0000 LR: 6.089e-02 Score 98.976 Data time: 0.2539, Forward time: 2.2640, Backward time: 2.4263, DDP time: 0.0048, Total iter time: 4.6993 [2020-11-08 07:55:17,443][root][INFO] - ===> Epoch[2120](2120/1): Loss -0.8681, Sem 0.0296, dir -0.9908, norm 0.0930, swav 0.0000 LR: 6.087e-02 Score 98.871 Data time: 0.2025, Forward time: 2.2640, Backward time: 2.4261, DDP time: 0.0048, Total iter time: 4.3813 [2020-11-08 07:55:22,258][root][INFO] - ===> Epoch[2121](2121/1): Loss -0.8538, Sem 0.0282, dir -0.9888, norm 0.1068, swav 0.0000 LR: 6.086e-02 Score 98.920 Data time: 0.1967, Forward time: 2.2639, Backward time: 2.4261, DDP time: 0.0048, Total iter time: 4.7041 [2020-11-08 07:55:27,275][root][INFO] - ===> Epoch[2122](2122/1): Loss -0.8604, Sem 0.0267, dir -0.9900, norm 0.1029, swav 0.0000 LR: 6.084e-02 Score 98.975 Data time: 0.2043, Forward time: 2.2638, Backward time: 2.4261, DDP time: 0.0048, Total iter time: 4.9193 [2020-11-08 07:55:32,057][root][INFO] - ===> Epoch[2123](2123/1): Loss -0.8546, Sem 0.0294, dir -0.9871, norm 0.1031, swav 0.0000 LR: 6.082e-02 Score 98.888 Data time: 0.2367, Forward time: 2.2639, Backward time: 2.4259, DDP time: 0.0048, Total iter time: 4.6603 [2020-11-08 07:55:37,342][root][INFO] - ===> Epoch[2124](2124/1): Loss -0.8644, Sem 0.0283, dir -0.9913, norm 0.0986, swav 0.0000 LR: 6.080e-02 Score 98.911 Data time: 0.1996, Forward time: 2.2638, Backward time: 2.4261, DDP time: 0.0048, Total iter time: 5.1523 [2020-11-08 07:55:42,169][root][INFO] - ===> Epoch[2125](2125/1): Loss -0.8674, Sem 0.0285, dir -0.9901, norm 0.0942, swav 0.0000 LR: 6.078e-02 Score 98.919 Data time: 0.2180, Forward time: 2.2638, Backward time: 2.4260, DDP time: 0.0048, Total iter time: 4.7058 [2020-11-08 07:55:46,935][root][INFO] - ===> Epoch[2126](2126/1): Loss -0.8732, Sem 0.0282, dir -0.9919, norm 0.0904, swav 0.0000 LR: 6.076e-02 Score 98.923 Data time: 0.2382, Forward time: 2.2638, Backward time: 2.4258, DDP time: 0.0048, Total iter time: 4.6452 [2020-11-08 07:55:52,077][root][INFO] - ===> Epoch[2127](2127/1): Loss -0.8737, Sem 0.0269, dir -0.9916, norm 0.0910, swav 0.0000 LR: 6.074e-02 Score 98.968 Data time: 0.2322, Forward time: 2.2639, Backward time: 2.4258, DDP time: 0.0048, Total iter time: 5.0174 [2020-11-08 07:55:57,384][root][INFO] - ===> Epoch[2128](2128/1): Loss -0.8736, Sem 0.0269, dir -0.9912, norm 0.0906, swav 0.0000 LR: 6.072e-02 Score 98.972 Data time: 0.1978, Forward time: 2.2638, Backward time: 2.4260, DDP time: 0.0048, Total iter time: 5.1724 [2020-11-08 07:56:02,430][root][INFO] - ===> Epoch[2129](2129/1): Loss -0.8736, Sem 0.0276, dir -0.9927, norm 0.0915, swav 0.0000 LR: 6.070e-02 Score 98.947 Data time: 0.2005, Forward time: 2.2637, Backward time: 2.4261, DDP time: 0.0048, Total iter time: 4.9240 [2020-11-08 07:56:07,401][root][INFO] - ===> Epoch[2130](2130/1): Loss -0.8717, Sem 0.0280, dir -0.9908, norm 0.0911, swav 0.0000 LR: 6.068e-02 Score 98.929 Data time: 0.2521, Forward time: 2.2636, Backward time: 2.4261, DDP time: 0.0048, Total iter time: 4.8445 [2020-11-08 07:56:12,748][root][INFO] - ===> Epoch[2131](2131/1): Loss -0.8716, Sem 0.0281, dir -0.9908, norm 0.0911, swav 0.0000 LR: 6.067e-02 Score 98.930 Data time: 0.2014, Forward time: 2.2636, Backward time: 2.4262, DDP time: 0.0048, Total iter time: 5.2146 [2020-11-08 07:56:18,401][root][INFO] - ===> Epoch[2132](2132/1): Loss -0.8667, Sem 0.0284, dir -0.9902, norm 0.0951, swav 0.0000 LR: 6.065e-02 Score 98.920 Data time: 0.1986, Forward time: 2.2635, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 5.5413 [2020-11-08 07:56:23,313][root][INFO] - ===> Epoch[2133](2133/1): Loss -0.8579, Sem 0.0296, dir -0.9892, norm 0.1017, swav 0.0000 LR: 6.063e-02 Score 98.876 Data time: 0.2077, Forward time: 2.2634, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 4.7882 [2020-11-08 07:56:29,090][root][INFO] - ===> Epoch[2134](2134/1): Loss -0.8693, Sem 0.0287, dir -0.9913, norm 0.0932, swav 0.0000 LR: 6.061e-02 Score 98.894 Data time: 0.2074, Forward time: 2.2633, Backward time: 2.4270, DDP time: 0.0048, Total iter time: 5.6781 [2020-11-08 07:56:34,509][root][INFO] - ===> Epoch[2135](2135/1): Loss -0.8712, Sem 0.0273, dir -0.9912, norm 0.0927, swav 0.0000 LR: 6.059e-02 Score 98.953 Data time: 0.2193, Forward time: 2.2633, Backward time: 2.4272, DDP time: 0.0048, Total iter time: 5.2855 [2020-11-08 07:56:39,420][root][INFO] - ===> Epoch[2136](2136/1): Loss -0.8585, Sem 0.0290, dir -0.9897, norm 0.1021, swav 0.0000 LR: 6.057e-02 Score 98.882 Data time: 0.2099, Forward time: 2.2633, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 4.7832 [2020-11-08 07:56:45,153][root][INFO] - ===> Epoch[2137](2137/1): Loss -0.8623, Sem 0.0283, dir -0.9899, norm 0.0993, swav 0.0000 LR: 6.055e-02 Score 98.923 Data time: 0.2205, Forward time: 2.2633, Backward time: 2.4274, DDP time: 0.0048, Total iter time: 5.6056 [2020-11-08 07:56:50,146][root][INFO] - ===> Epoch[2138](2138/1): Loss -0.8614, Sem 0.0295, dir -0.9914, norm 0.1005, swav 0.0000 LR: 6.053e-02 Score 98.865 Data time: 0.2476, Forward time: 2.2634, Backward time: 2.4272, DDP time: 0.0048, Total iter time: 4.8756 [2020-11-08 07:56:54,682][root][INFO] - ===> Epoch[2139](2139/1): Loss -0.8639, Sem 0.0274, dir -0.9910, norm 0.0996, swav 0.0000 LR: 6.051e-02 Score 98.948 Data time: 0.2107, Forward time: 2.2635, Backward time: 2.4270, DDP time: 0.0048, Total iter time: 4.4038 [2020-11-08 07:56:59,902][root][INFO] - ===> Epoch[2140](2140/1): Loss -0.8550, Sem 0.0288, dir -0.9885, norm 0.1046, swav 0.0000 LR: 6.049e-02 Score 98.900 Data time: 0.1826, Forward time: 2.2632, Backward time: 2.4272, DDP time: 0.0048, Total iter time: 5.0985 [2020-11-08 07:57:04,787][root][INFO] - ===> Epoch[2141](2141/1): Loss -0.8616, Sem 0.0280, dir -0.9898, norm 0.1003, swav 0.0000 LR: 6.048e-02 Score 98.930 Data time: 0.2580, Forward time: 2.2633, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 4.8024 [2020-11-08 07:57:09,416][root][INFO] - ===> Epoch[2142](2142/1): Loss -0.8758, Sem 0.0279, dir -0.9915, norm 0.0878, swav 0.0000 LR: 6.046e-02 Score 98.929 Data time: 0.2027, Forward time: 2.2633, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 4.4973 [2020-11-08 07:57:14,618][root][INFO] - ===> Epoch[2143](2143/1): Loss -0.8633, Sem 0.0288, dir -0.9903, norm 0.0982, swav 0.0000 LR: 6.044e-02 Score 98.904 Data time: 0.2220, Forward time: 2.2633, Backward time: 2.4270, DDP time: 0.0048, Total iter time: 5.0846 [2020-11-08 07:57:19,781][root][INFO] - ===> Epoch[2144](2144/1): Loss -0.8614, Sem 0.0274, dir -0.9894, norm 0.1006, swav 0.0000 LR: 6.042e-02 Score 98.951 Data time: 0.2474, Forward time: 2.2635, Backward time: 2.4268, DDP time: 0.0048, Total iter time: 5.0399 [2020-11-08 07:57:24,875][root][INFO] - ===> Epoch[2145](2145/1): Loss -0.8700, Sem 0.0279, dir -0.9915, norm 0.0935, swav 0.0000 LR: 6.040e-02 Score 98.929 Data time: 0.2162, Forward time: 2.2634, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 4.9556 [2020-11-08 07:57:30,056][root][INFO] - ===> Epoch[2146](2146/1): Loss -0.8803, Sem 0.0280, dir -0.9921, norm 0.0838, swav 0.0000 LR: 6.038e-02 Score 98.926 Data time: 0.2449, Forward time: 2.2636, Backward time: 2.4268, DDP time: 0.0048, Total iter time: 5.0667 [2020-11-08 07:57:35,049][root][INFO] - ===> Epoch[2147](2147/1): Loss -0.8749, Sem 0.0279, dir -0.9912, norm 0.0883, swav 0.0000 LR: 6.036e-02 Score 98.929 Data time: 0.2040, Forward time: 2.2634, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 4.8715 [2020-11-08 07:57:40,125][root][INFO] - ===> Epoch[2148](2148/1): Loss -0.8664, Sem 0.0282, dir -0.9904, norm 0.0959, swav 0.0000 LR: 6.034e-02 Score 98.921 Data time: 0.2437, Forward time: 2.2635, Backward time: 2.4267, DDP time: 0.0048, Total iter time: 4.9599 [2020-11-08 07:57:45,306][root][INFO] - ===> Epoch[2149](2149/1): Loss -0.8731, Sem 0.0270, dir -0.9910, norm 0.0909, swav 0.0000 LR: 6.032e-02 Score 98.963 Data time: 0.1962, Forward time: 2.2634, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 5.0661 [2020-11-08 07:57:50,218][root][INFO] - ===> Epoch[2150](2150/1): Loss -0.8790, Sem 0.0276, dir -0.9920, norm 0.0853, swav 0.0000 LR: 6.030e-02 Score 98.944 Data time: 0.2025, Forward time: 2.2634, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 4.8120 [2020-11-08 07:57:55,344][root][INFO] - ===> Epoch[2151](2151/1): Loss -0.8718, Sem 0.0289, dir -0.9910, norm 0.0903, swav 0.0000 LR: 6.028e-02 Score 98.895 Data time: 0.2038, Forward time: 2.2633, Backward time: 2.4270, DDP time: 0.0048, Total iter time: 4.9886 [2020-11-08 07:58:00,826][root][INFO] - ===> Epoch[2152](2152/1): Loss -0.8601, Sem 0.0288, dir -0.9898, norm 0.1009, swav 0.0000 LR: 6.027e-02 Score 98.906 Data time: 0.1516, Forward time: 2.2630, Backward time: 2.4275, DDP time: 0.0048, Total iter time: 5.3744 [2020-11-08 07:58:05,472][root][INFO] - ===> Epoch[2153](2153/1): Loss -0.8583, Sem 0.0280, dir -0.9890, norm 0.1026, swav 0.0000 LR: 6.025e-02 Score 98.913 Data time: 0.2275, Forward time: 2.2628, Backward time: 2.4275, DDP time: 0.0048, Total iter time: 4.5715 [2020-11-08 07:58:10,522][root][INFO] - ===> Epoch[2154](2154/1): Loss -0.8595, Sem 0.0274, dir -0.9893, norm 0.1023, swav 0.0000 LR: 6.023e-02 Score 98.934 Data time: 0.2595, Forward time: 2.2630, Backward time: 2.4273, DDP time: 0.0048, Total iter time: 4.9312 [2020-11-08 07:58:15,471][root][INFO] - ===> Epoch[2155](2155/1): Loss -0.8720, Sem 0.0261, dir -0.9905, norm 0.0923, swav 0.0000 LR: 6.021e-02 Score 99.002 Data time: 0.2397, Forward time: 2.2631, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 4.8180 [2020-11-08 07:58:20,601][root][INFO] - ===> Epoch[2156](2156/1): Loss -0.8789, Sem 0.0283, dir -0.9924, norm 0.0853, swav 0.0000 LR: 6.019e-02 Score 98.933 Data time: 0.2186, Forward time: 2.2631, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 5.0069 [2020-11-08 07:58:25,382][root][INFO] - ===> Epoch[2157](2157/1): Loss -0.8778, Sem 0.0262, dir -0.9919, norm 0.0879, swav 0.0000 LR: 6.017e-02 Score 98.993 Data time: 0.2240, Forward time: 2.2632, Backward time: 2.4270, DDP time: 0.0048, Total iter time: 4.6602 [2020-11-08 07:58:30,264][root][INFO] - ===> Epoch[2158](2158/1): Loss -0.8598, Sem 0.0286, dir -0.9880, norm 0.0996, swav 0.0000 LR: 6.015e-02 Score 98.907 Data time: 0.2418, Forward time: 2.2632, Backward time: 2.4268, DDP time: 0.0048, Total iter time: 4.7549 [2020-11-08 07:58:35,980][root][INFO] - ===> Epoch[2159](2159/1): Loss -0.8541, Sem 0.0295, dir -0.9887, norm 0.1051, swav 0.0000 LR: 6.013e-02 Score 98.901 Data time: 0.2414, Forward time: 2.2634, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 5.5690 [2020-11-08 07:58:41,175][root][INFO] - ===> Epoch[2160](2160/1): Loss -0.8734, Sem 0.0278, dir -0.9920, norm 0.0908, swav 0.0000 LR: 6.011e-02 Score 98.942 Data time: 0.2575, Forward time: 2.2634, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 5.0616 [2020-11-08 07:58:46,550][root][INFO] - ===> Epoch[2161](2161/1): Loss -0.8769, Sem 0.0255, dir -0.9912, norm 0.0888, swav 0.0000 LR: 6.009e-02 Score 99.015 Data time: 0.2413, Forward time: 2.2636, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 5.2596 [2020-11-08 07:58:52,482][root][INFO] - ===> Epoch[2162](2162/1): Loss -0.8287, Sem 0.0280, dir -0.9832, norm 0.1265, swav 0.0000 LR: 6.008e-02 Score 98.925 Data time: 0.2392, Forward time: 2.2637, Backward time: 2.4272, DDP time: 0.0048, Total iter time: 5.7737 [2020-11-08 07:58:57,411][root][INFO] - ===> Epoch[2163](2163/1): Loss -0.8719, Sem 0.0266, dir -0.9911, norm 0.0926, swav 0.0000 LR: 6.006e-02 Score 98.967 Data time: 0.2070, Forward time: 2.2637, Backward time: 2.4271, DDP time: 0.0048, Total iter time: 4.7855 [2020-11-08 07:59:02,325][root][INFO] - ===> Epoch[2164](2164/1): Loss -0.8604, Sem 0.0282, dir -0.9890, norm 0.1004, swav 0.0000 LR: 6.004e-02 Score 98.907 Data time: 0.2300, Forward time: 2.2638, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 4.7929 [2020-11-08 07:59:07,245][root][INFO] - ===> Epoch[2165](2165/1): Loss -0.8434, Sem 0.0288, dir -0.9886, norm 0.1164, swav 0.0000 LR: 6.002e-02 Score 98.896 Data time: 0.2085, Forward time: 2.2637, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 4.7850 [2020-11-08 07:59:11,999][root][INFO] - ===> Epoch[2166](2166/1): Loss -0.8652, Sem 0.0288, dir -0.9891, norm 0.0950, swav 0.0000 LR: 6.000e-02 Score 98.907 Data time: 0.2351, Forward time: 2.2637, Backward time: 2.4268, DDP time: 0.0048, Total iter time: 4.6240 [2020-11-08 07:59:16,820][root][INFO] - ===> Epoch[2167](2167/1): Loss -0.8656, Sem 0.0284, dir -0.9908, norm 0.0967, swav 0.0000 LR: 5.998e-02 Score 98.908 Data time: 0.2187, Forward time: 2.2637, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 4.7136 [2020-11-08 07:59:21,914][root][INFO] - ===> Epoch[2168](2168/1): Loss -0.8508, Sem 0.0270, dir -0.9865, norm 0.1087, swav 0.0000 LR: 5.996e-02 Score 98.958 Data time: 0.2344, Forward time: 2.2638, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 4.9662 [2020-11-08 07:59:27,331][root][INFO] - ===> Epoch[2169](2169/1): Loss -0.8581, Sem 0.0284, dir -0.9918, norm 0.1053, swav 0.0000 LR: 5.994e-02 Score 98.901 Data time: 0.2397, Forward time: 2.2639, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 5.2848 [2020-11-08 07:59:32,320][root][INFO] - ===> Epoch[2170](2170/1): Loss -0.8533, Sem 0.0275, dir -0.9885, norm 0.1077, swav 0.0000 LR: 5.992e-02 Score 98.946 Data time: 0.2416, Forward time: 2.2639, Backward time: 2.4265, DDP time: 0.0048, Total iter time: 4.8485 [2020-11-08 07:59:36,863][root][INFO] - ===> Epoch[2171](2171/1): Loss -0.8225, Sem 0.0294, dir -0.9845, norm 0.1327, swav 0.0000 LR: 5.990e-02 Score 98.884 Data time: 0.2108, Forward time: 2.2638, Backward time: 2.4264, DDP time: 0.0048, Total iter time: 4.4077 [2020-11-08 07:59:42,113][root][INFO] - ===> Epoch[2172](2172/1): Loss -0.8695, Sem 0.0279, dir -0.9903, norm 0.0929, swav 0.0000 LR: 5.989e-02 Score 98.934 Data time: 0.2240, Forward time: 2.2636, Backward time: 2.4267, DDP time: 0.0048, Total iter time: 5.1618 [2020-11-08 07:59:47,444][root][INFO] - ===> Epoch[2173](2173/1): Loss -0.8310, Sem 0.0283, dir -0.9849, norm 0.1256, swav 0.0000 LR: 5.987e-02 Score 98.922 Data time: 0.2138, Forward time: 2.2636, Backward time: 2.4268, DDP time: 0.0048, Total iter time: 5.2052 [2020-11-08 07:59:52,287][root][INFO] - ===> Epoch[2174](2174/1): Loss -0.8265, Sem 0.0278, dir -0.9850, norm 0.1307, swav 0.0000 LR: 5.985e-02 Score 98.939 Data time: 0.1960, Forward time: 2.2634, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 4.7283 [2020-11-08 07:59:57,364][root][INFO] - ===> Epoch[2175](2175/1): Loss -0.8639, Sem 0.0283, dir -0.9902, norm 0.0981, swav 0.0000 LR: 5.983e-02 Score 98.916 Data time: 0.2153, Forward time: 2.2634, Backward time: 2.4269, DDP time: 0.0048, Total iter time: 4.9705 [2020-11-08 08:00:02,519][root][INFO] - ===> Epoch[2176](2176/1): Loss -0.8401, Sem 0.0291, dir -0.9864, norm 0.1173, swav 0.0000 LR: 5.981e-02 Score 98.906 Data time: 0.2682, Forward time: 2.2636, Backward time: 2.4267, DDP time: 0.0048, Total iter time: 5.0196 [2020-11-08 08:00:07,500][root][INFO] - ===> Epoch[2177](2177/1): Loss -0.8338, Sem 0.0263, dir -0.9857, norm 0.1256, swav 0.0000 LR: 5.979e-02 Score 98.980 Data time: 0.2377, Forward time: 2.2637, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 4.8469 [2020-11-08 08:00:12,584][root][INFO] - ===> Epoch[2178](2178/1): Loss -0.8612, Sem 0.0281, dir -0.9911, norm 0.1017, swav 0.0000 LR: 5.977e-02 Score 98.924 Data time: 0.2472, Forward time: 2.2637, Backward time: 2.4265, DDP time: 0.0048, Total iter time: 4.9509 [2020-11-08 08:00:17,702][root][INFO] - ===> Epoch[2179](2179/1): Loss -0.8512, Sem 0.0293, dir -0.9878, norm 0.1073, swav 0.0000 LR: 5.975e-02 Score 98.880 Data time: 0.1909, Forward time: 2.2636, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 4.9902 [2020-11-08 08:00:22,058][root][INFO] - ===> Epoch[2180](2180/1): Loss -0.8540, Sem 0.0283, dir -0.9874, norm 0.1051, swav 0.0000 LR: 5.973e-02 Score 98.917 Data time: 0.2177, Forward time: 2.2635, Backward time: 2.4264, DDP time: 0.0048, Total iter time: 4.2340 [2020-11-08 08:00:26,729][root][INFO] - ===> Epoch[2181](2181/1): Loss -0.8591, Sem 0.0276, dir -0.9897, norm 0.1030, swav 0.0000 LR: 5.971e-02 Score 98.954 Data time: 0.2337, Forward time: 2.2636, Backward time: 2.4262, DDP time: 0.0048, Total iter time: 4.5463 [2020-11-08 08:00:31,931][root][INFO] - ===> Epoch[2182](2182/1): Loss -0.8649, Sem 0.0256, dir -0.9904, norm 0.0999, swav 0.0000 LR: 5.969e-02 Score 99.007 Data time: 0.1996, Forward time: 2.2635, Backward time: 2.4263, DDP time: 0.0048, Total iter time: 5.0653 [2020-11-08 08:00:37,159][root][INFO] - ===> Epoch[2183](2183/1): Loss -0.8561, Sem 0.0254, dir -0.9868, norm 0.1053, swav 0.0000 LR: 5.968e-02 Score 99.026 Data time: 0.2106, Forward time: 2.2634, Backward time: 2.4265, DDP time: 0.0048, Total iter time: 5.1091 [2020-11-08 08:00:42,287][root][INFO] - ===> Epoch[2184](2184/1): Loss -0.8547, Sem 0.0278, dir -0.9894, norm 0.1069, swav 0.0000 LR: 5.966e-02 Score 98.936 Data time: 0.2313, Forward time: 2.2634, Backward time: 2.4265, DDP time: 0.0048, Total iter time: 4.9959 [2020-11-08 08:00:47,572][root][INFO] - ===> Epoch[2185](2185/1): Loss -0.8741, Sem 0.0280, dir -0.9915, norm 0.0894, swav 0.0000 LR: 5.964e-02 Score 98.928 Data time: 0.1988, Forward time: 2.2633, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 5.1509 [2020-11-08 08:00:52,397][root][INFO] - ===> Epoch[2186](2186/1): Loss -0.8631, Sem 0.0266, dir -0.9901, norm 0.1005, swav 0.0000 LR: 5.962e-02 Score 98.978 Data time: 0.2045, Forward time: 2.2632, Backward time: 2.4267, DDP time: 0.0048, Total iter time: 4.7007 [2020-11-08 08:00:57,721][root][INFO] - ===> Epoch[2187](2187/1): Loss -0.8392, Sem 0.0276, dir -0.9866, norm 0.1198, swav 0.0000 LR: 5.960e-02 Score 98.949 Data time: 0.2679, Forward time: 2.2634, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 5.2116 [2020-11-08 08:01:02,977][root][INFO] - ===> Epoch[2188](2188/1): Loss -0.8651, Sem 0.0292, dir -0.9903, norm 0.0959, swav 0.0000 LR: 5.958e-02 Score 98.896 Data time: 0.2430, Forward time: 2.2635, Backward time: 2.4265, DDP time: 0.0048, Total iter time: 5.1222 [2020-11-08 08:01:08,229][root][INFO] - ===> Epoch[2189](2189/1): Loss -0.8553, Sem 0.0264, dir -0.9880, norm 0.1063, swav 0.0000 LR: 5.956e-02 Score 98.972 Data time: 0.1733, Forward time: 2.2633, Backward time: 2.4268, DDP time: 0.0048, Total iter time: 5.1131 [2020-11-08 08:01:13,147][root][INFO] - ===> Epoch[2190](2190/1): Loss -0.8559, Sem 0.0277, dir -0.9890, norm 0.1054, swav 0.0000 LR: 5.954e-02 Score 98.933 Data time: 0.2520, Forward time: 2.2634, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 4.8138 [2020-11-08 08:01:18,546][root][INFO] - ===> Epoch[2191](2191/1): Loss -0.8584, Sem 0.0266, dir -0.9902, norm 0.1052, swav 0.0000 LR: 5.952e-02 Score 98.978 Data time: 0.2689, Forward time: 2.2636, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 5.2762 [2020-11-08 08:01:23,562][root][INFO] - ===> Epoch[2192](2192/1): Loss -0.8345, Sem 0.0279, dir -0.9830, norm 0.1207, swav 0.0000 LR: 5.950e-02 Score 98.944 Data time: 0.1851, Forward time: 2.2634, Backward time: 2.4267, DDP time: 0.0048, Total iter time: 4.8959 [2020-11-08 08:01:28,440][root][INFO] - ===> Epoch[2193](2193/1): Loss -0.8665, Sem 0.0296, dir -0.9902, norm 0.0942, swav 0.0000 LR: 5.948e-02 Score 98.878 Data time: 0.2344, Forward time: 2.2634, Backward time: 2.4266, DDP time: 0.0048, Total iter time: 4.7623 [2020-11-08 08:01:33,121][root][INFO] - ===> Epoch[2194](2194/1): Loss -0.8723, Sem 0.0273, dir -0.9897, norm 0.0901, swav 0.0000 LR: 5.947e-02 Score 98.953 Data time: 0.2357, Forward time: 2.2635, Backward time: 2.4264, DDP time: 0.0048, Total iter time: 4.5411 [2020-11-08 08:01:37,895][root][INFO] - ===> Epoch[2195](2195/1): Loss -0.8540, Sem 0.0264, dir -0.9878, norm 0.1075, swav 0.0000 LR: 5.945e-02 Score 98.987 Data time: 0.2232, Forward time: 2.2635, Backward time: 2.4262, DDP time: 0.0048, Total iter time: 4.6519 [2020-11-08 08:01:43,060][root][INFO] - ===> Epoch[2196](2196/1): Loss -0.8608, Sem 0.0287, dir -0.9899, norm 0.1003, swav 0.0000 LR: 5.943e-02 Score 98.899 Data time: 0.2019, Forward time: 2.2634, Backward time: 2.4264, DDP time: 0.0048, Total iter time: 5.0094 [2020-11-08 08:01:48,224][root][INFO] - ===> Epoch[2197](2197/1): Loss -0.8480, Sem 0.0286, dir -0.9863, norm 0.1097, swav 0.0000 LR: 5.941e-02 Score 98.897 Data time: 0.2469, Forward time: 2.2635, Backward time: 2.4264, DDP time: 0.0048, Total iter time: 5.0491 [2020-11-08 08:01:53,496][root][INFO] - ===> Epoch[2198](2198/1): Loss -0.8617, Sem 0.0269, dir -0.9898, norm 0.1012, swav 0.0000 LR: 5.939e-02 Score 98.962 Data time: 0.2946, Forward time: 2.2637, Backward time: 2.4262, DDP time: 0.0048, Total iter time: 5.1184 [2020-11-08 08:01:58,402][root][INFO] - ===> Epoch[2199](2199/1): Loss -0.8666, Sem 0.0291, dir -0.9905, norm 0.0948, swav 0.0000 LR: 5.937e-02 Score 98.896 Data time: 0.2393, Forward time: 2.2638, Backward time: 2.4260, DDP time: 0.0048, Total iter time: 4.7601 [2020-11-08 08:02:03,313][root][INFO] - ===> Epoch[2200](2200/1): Loss -0.8387, Sem 0.0274, dir -0.9875, norm 0.1214, swav 0.0000 LR: 5.935e-02 Score 98.946 Data time: 0.2076, Forward time: 2.2637, Backward time: 2.4260, DDP time: 0.0048, Total iter time: 4.7811 [2020-11-08 08:02:08,324][root][INFO] - ===> Epoch[2201](2201/1): Loss -0.8609, Sem 0.0288, dir -0.9896, norm 0.0998, swav 0.0000 LR: 5.933e-02 Score 98.906 Data time: 0.2638, Forward time: 2.2639, Backward time: 2.4258, DDP time: 0.0048, Total iter time: 4.8916 [2020-11-08 08:02:13,737][root][INFO] - ===> Epoch[2202](2202/1): Loss -0.8712, Sem 0.0272, dir -0.9909, norm 0.0926, swav 0.0000 LR: 5.931e-02 Score 98.964 Data time: 0.2130, Forward time: 2.2638, Backward time: 2.4260, DDP time: 0.0048, Total iter time: 5.2848 [2020-11-08 08:02:18,726][root][INFO] - ===> Epoch[2203](2203/1): Loss -0.8660, Sem 0.0294, dir -0.9906, norm 0.0951, swav 0.0000 LR: 5.929e-02 Score 98.870 Data time: 0.1979, Forward time: 2.2637, Backward time: 2.4261, DDP time: 0.0048, Total iter time: 4.8753 [2020-11-08 08:02:23,971][root][INFO] - ===> Epoch[2204](2204/1): Loss -0.8552, Sem 0.0270, dir -0.9881, norm 0.1060, swav 0.0000 LR: 5.928e-02 Score 98.957 Data time: 0.2458, Forward time: 2.2638, Backward time: 2.4260, DDP time: 0.0048, Total iter time: 5.1413 [2020-11-08 08:02:28,752][root][INFO] - ===> Epoch[2205](2205/1): Loss -0.8591, Sem 0.0287, dir -0.9896, norm 0.1018, swav 0.0000 LR: 5.926e-02 Score 98.912 Data time: 0.2191, Forward time: 2.2639, Backward time: 2.4258, DDP time: 0.0048, Total iter time: 4.6507 [2020-11-08 08:02:33,554][root][INFO] - ===> Epoch[2206](2206/1): Loss -0.8689, Sem 0.0277, dir -0.9906, norm 0.0940, swav 0.0000 LR: 5.924e-02 Score 98.927 Data time: 0.2130, Forward time: 2.2639, Backward time: 2.4258, DDP time: 0.0048, Total iter time: 4.6789 [2020-11-08 08:02:38,155][root][INFO] - ===> Epoch[2207](2207/1): Loss -0.8739, Sem 0.0281, dir -0.9913, norm 0.0892, swav 0.0000 LR: 5.922e-02 Score 98.909 Data time: 0.2210, Forward time: 2.2638, Backward time: 2.4256, DDP time: 0.0048, Total iter time: 4.4764 [2020-11-08 08:02:43,632][root][INFO] - ===> Epoch[2208](2208/1): Loss -0.8689, Sem 0.0273, dir -0.9906, norm 0.0944, swav 0.0000 LR: 5.920e-02 Score 98.954 Data time: 0.2583, Forward time: 2.2639, Backward time: 2.4257, DDP time: 0.0048, Total iter time: 5.3527 [2020-11-08 08:02:48,950][root][INFO] - ===> Epoch[2209](2209/1): Loss -0.8760, Sem 0.0268, dir -0.9920, norm 0.0892, swav 0.0000 LR: 5.918e-02 Score 98.971 Data time: 0.2353, Forward time: 2.2640, Backward time: 2.4257, DDP time: 0.0048, Total iter time: 5.1823 [2020-11-08 08:02:53,565][root][INFO] - ===> Epoch[2210](2210/1): Loss -0.8747, Sem 0.0277, dir -0.9914, norm 0.0890, swav 0.0000 LR: 5.916e-02 Score 98.930 Data time: 0.2356, Forward time: 2.2640, Backward time: 2.4255, DDP time: 0.0048, Total iter time: 4.4861 [2020-11-08 08:02:59,334][root][INFO] - ===> Epoch[2211](2211/1): Loss -0.8712, Sem 0.0273, dir -0.9913, norm 0.0927, swav 0.0000 LR: 5.914e-02 Score 98.951 Data time: 0.1852, Forward time: 2.2638, Backward time: 2.4259, DDP time: 0.0048, Total iter time: 5.6540 [2020-11-08 08:03:03,917][root][INFO] - ===> Epoch[2212](2212/1): Loss -0.8706, Sem 0.0274, dir -0.9913, norm 0.0934, swav 0.0000 LR: 5.912e-02 Score 98.942 Data time: 0.2389, Forward time: 2.2639, Backward time: 2.4257, DDP time: 0.0048, Total iter time: 4.4748 [2020-11-08 08:03:08,543][root][INFO] - ===> Epoch[2213](2213/1): Loss -0.8661, Sem 0.0256, dir -0.9904, norm 0.0987, swav 0.0000 LR: 5.910e-02 Score 99.012 Data time: 0.2007, Forward time: 2.2638, Backward time: 2.4256, DDP time: 0.0048, Total iter time: 4.5095 [2020-11-08 08:03:13,622][root][INFO] - ===> Epoch[2214](2214/1): Loss -0.8756, Sem 0.0271, dir -0.9914, norm 0.0888, swav 0.0000 LR: 5.908e-02 Score 98.960 Data time: 0.2748, Forward time: 2.2639, Backward time: 2.4254, DDP time: 0.0048, Total iter time: 4.9671 [2020-11-08 08:03:18,900][root][INFO] - ===> Epoch[2215](2215/1): Loss -0.8534, Sem 0.0279, dir -0.9886, norm 0.1073, swav 0.0000 LR: 5.907e-02 Score 98.932 Data time: 0.2083, Forward time: 2.2640, Backward time: 2.4254, DDP time: 0.0048, Total iter time: 5.1505 [2020-11-08 08:03:24,005][root][INFO] - ===> Epoch[2216](2216/1): Loss -0.8459, Sem 0.0281, dir -0.9886, norm 0.1146, swav 0.0000 LR: 5.905e-02 Score 98.919 Data time: 0.1913, Forward time: 2.2639, Backward time: 2.4255, DDP time: 0.0048, Total iter time: 4.9948 [2020-11-08 08:03:28,845][root][INFO] - ===> Epoch[2217](2217/1): Loss -0.8694, Sem 0.0270, dir -0.9904, norm 0.0940, swav 0.0000 LR: 5.903e-02 Score 98.956 Data time: 0.1839, Forward time: 2.2638, Backward time: 2.4256, DDP time: 0.0048, Total iter time: 4.7315 [2020-11-08 08:03:34,093][root][INFO] - ===> Epoch[2218](2218/1): Loss -0.8683, Sem 0.0266, dir -0.9909, norm 0.0960, swav 0.0000 LR: 5.901e-02 Score 98.965 Data time: 0.1891, Forward time: 2.2636, Backward time: 2.4258, DDP time: 0.0048, Total iter time: 5.1320 [2020-11-08 08:03:38,947][root][INFO] - ===> Epoch[2219](2219/1): Loss -0.8620, Sem 0.0260, dir -0.9882, norm 0.1003, swav 0.0000 LR: 5.899e-02 Score 99.008 Data time: 0.1899, Forward time: 2.2635, Backward time: 2.4259, DDP time: 0.0048, Total iter time: 4.7500 [2020-11-08 08:03:44,176][root][INFO] - ===> Epoch[2220](2220/1): Loss -0.8730, Sem 0.0258, dir -0.9918, norm 0.0929, swav 0.0000 LR: 5.897e-02 Score 99.014 Data time: 0.2150, Forward time: 2.2635, Backward time: 2.4260, DDP time: 0.0048, Total iter time: 5.1512 [2020-11-08 08:03:48,976][root][INFO] - ===> Epoch[2221](2221/1): Loss -0.8753, Sem 0.0285, dir -0.9921, norm 0.0884, swav 0.0000 LR: 5.895e-02 Score 98.911 Data time: 0.2067, Forward time: 2.2634, Backward time: 2.4259, DDP time: 0.0048, Total iter time: 4.6557 [2020-11-08 08:03:54,294][root][INFO] - ===> Epoch[2222](2222/1): Loss -0.8626, Sem 0.0281, dir -0.9885, norm 0.0978, swav 0.0000 LR: 5.893e-02 Score 98.934 Data time: 0.2165, Forward time: 2.2633, Backward time: 2.4261, DDP time: 0.0048, Total iter time: 5.2295 [2020-11-08 08:03:59,217][root][INFO] - ===> Epoch[2223](2223/1): Loss -0.8781, Sem 0.0276, dir -0.9916, norm 0.0859, swav 0.0000 LR: 5.891e-02 Score 98.939 Data time: 0.1649, Forward time: 2.2631, Backward time: 2.4262, DDP time: 0.0049, Total iter time: 4.7794 [2020-11-08 08:04:04,044][root][INFO] - ===> Epoch[2224](2224/1): Loss -0.8776, Sem 0.0276, dir -0.9917, norm 0.0866, swav 0.0000 LR: 5.889e-02 Score 98.939 Data time: 0.2009, Forward time: 2.2631, Backward time: 2.4262, DDP time: 0.0049, Total iter time: 4.7454 [2020-11-08 08:04:08,996][root][INFO] - ===> Epoch[2225](2225/1): Loss -0.8739, Sem 0.0271, dir -0.9914, norm 0.0904, swav 0.0000 LR: 5.887e-02 Score 98.949 Data time: 0.2173, Forward time: 2.2630, Backward time: 2.4262, DDP time: 0.0049, Total iter time: 4.8295 [2020-11-08 08:04:14,657][root][INFO] - ===> Epoch[2226](2226/1): Loss -0.8723, Sem 0.0285, dir -0.9906, norm 0.0898, swav 0.0000 LR: 5.886e-02 Score 98.895 Data time: 0.2577, Forward time: 2.2630, Backward time: 2.4264, DDP time: 0.0049, Total iter time: 5.5356 [2020-11-08 08:04:19,463][root][INFO] - ===> Epoch[2227](2227/1): Loss -0.8752, Sem 0.0272, dir -0.9916, norm 0.0892, swav 0.0000 LR: 5.884e-02 Score 98.970 Data time: 0.2273, Forward time: 2.2630, Backward time: 2.4263, DDP time: 0.0049, Total iter time: 4.6750 [2020-11-08 08:04:24,274][root][INFO] - ===> Epoch[2228](2228/1): Loss -0.8784, Sem 0.0277, dir -0.9909, norm 0.0848, swav 0.0000 LR: 5.882e-02 Score 98.933 Data time: 0.2199, Forward time: 2.2630, Backward time: 2.4262, DDP time: 0.0049, Total iter time: 4.6823 [2020-11-08 08:04:28,867][root][INFO] - ===> Epoch[2229](2229/1): Loss -0.8568, Sem 0.0277, dir -0.9895, norm 0.1049, swav 0.0000 LR: 5.880e-02 Score 98.934 Data time: 0.2161, Forward time: 2.2629, Backward time: 2.4261, DDP time: 0.0049, Total iter time: 4.4625 [2020-11-08 08:04:34,029][root][INFO] - ===> Epoch[2230](2230/1): Loss -0.8732, Sem 0.0273, dir -0.9912, norm 0.0907, swav 0.0000 LR: 5.878e-02 Score 98.950 Data time: 0.2415, Forward time: 2.2631, Backward time: 2.4260, DDP time: 0.0049, Total iter time: 5.0370 [2020-11-08 08:04:38,857][root][INFO] - ===> Epoch[2231](2231/1): Loss -0.8823, Sem 0.0265, dir -0.9926, norm 0.0838, swav 0.0000 LR: 5.876e-02 Score 98.987 Data time: 0.1930, Forward time: 2.2629, Backward time: 2.4260, DDP time: 0.0049, Total iter time: 4.6676 [2020-11-08 08:04:44,064][root][INFO] - ===> Epoch[2232](2232/1): Loss -0.8696, Sem 0.0269, dir -0.9909, norm 0.0945, swav 0.0000 LR: 5.874e-02 Score 98.968 Data time: 0.2182, Forward time: 2.2630, Backward time: 2.4260, DDP time: 0.0049, Total iter time: 5.0877 [2020-11-08 08:04:49,297][root][INFO] - ===> Epoch[2233](2233/1): Loss -0.8592, Sem 0.0276, dir -0.9884, norm 0.1016, swav 0.0000 LR: 5.872e-02 Score 98.946 Data time: 0.1892, Forward time: 2.2629, Backward time: 2.4262, DDP time: 0.0049, Total iter time: 5.0972 [2020-11-08 08:04:54,389][root][INFO] - ===> Epoch[2234](2234/1): Loss -0.8687, Sem 0.0276, dir -0.9902, norm 0.0939, swav 0.0000 LR: 5.870e-02 Score 98.948 Data time: 0.1832, Forward time: 2.2627, Backward time: 2.4264, DDP time: 0.0049, Total iter time: 4.9722 [2020-11-08 08:04:59,912][root][INFO] - ===> Epoch[2235](2235/1): Loss -0.8769, Sem 0.0262, dir -0.9921, norm 0.0890, swav 0.0000 LR: 5.868e-02 Score 98.990 Data time: 0.1854, Forward time: 2.2626, Backward time: 2.4267, DDP time: 0.0049, Total iter time: 5.4020 [2020-11-08 08:05:05,116][root][INFO] - ===> Epoch[2236](2236/1): Loss -0.8818, Sem 0.0257, dir -0.9919, norm 0.0844, swav 0.0000 LR: 5.866e-02 Score 99.010 Data time: 0.2647, Forward time: 2.2627, Backward time: 2.4266, DDP time: 0.0049, Total iter time: 5.0844 [2020-11-08 08:05:10,272][root][INFO] - ===> Epoch[2237](2237/1): Loss -0.8747, Sem 0.0273, dir -0.9919, norm 0.0899, swav 0.0000 LR: 5.865e-02 Score 98.953 Data time: 0.2107, Forward time: 2.2627, Backward time: 2.4267, DDP time: 0.0049, Total iter time: 5.0192 [2020-11-08 08:05:15,570][root][INFO] - ===> Epoch[2238](2238/1): Loss -0.8630, Sem 0.0276, dir -0.9883, norm 0.0977, swav 0.0000 LR: 5.863e-02 Score 98.933 Data time: 0.2125, Forward time: 2.2626, Backward time: 2.4268, DDP time: 0.0049, Total iter time: 5.1741 [2020-11-08 08:05:20,495][root][INFO] - ===> Epoch[2239](2239/1): Loss -0.8638, Sem 0.0265, dir -0.9911, norm 0.1008, swav 0.0000 LR: 5.861e-02 Score 98.973 Data time: 0.2425, Forward time: 2.2627, Backward time: 2.4266, DDP time: 0.0049, Total iter time: 4.7812 [2020-11-08 08:05:25,360][root][INFO] - ===> Epoch[2240](2240/1): Loss -0.8790, Sem 0.0269, dir -0.9910, norm 0.0851, swav 0.0000 LR: 5.859e-02 Score 98.969 Data time: 0.1742, Forward time: 2.2626, Backward time: 2.4267, DDP time: 0.0049, Total iter time: 4.7248 [2020-11-08 08:05:29,805][root][INFO] - ===> Epoch[2241](2241/1): Loss -0.8639, Sem 0.0276, dir -0.9906, norm 0.0992, swav 0.0000 LR: 5.857e-02 Score 98.945 Data time: 0.2236, Forward time: 2.2626, Backward time: 2.4264, DDP time: 0.0049, Total iter time: 4.3270 [2020-11-08 08:05:34,586][root][INFO] - ===> Epoch[2242](2242/1): Loss -0.8591, Sem 0.0293, dir -0.9895, norm 0.1011, swav 0.0000 LR: 5.855e-02 Score 98.882 Data time: 0.2197, Forward time: 2.2626, Backward time: 2.4262, DDP time: 0.0049, Total iter time: 4.6507 [2020-11-08 08:05:39,465][root][INFO] - ===> Epoch[2243](2243/1): Loss -0.8628, Sem 0.0274, dir -0.9895, norm 0.0993, swav 0.0000 LR: 5.853e-02 Score 98.949 Data time: 0.1957, Forward time: 2.2625, Backward time: 2.4262, DDP time: 0.0049, Total iter time: 4.7483 [2020-11-08 08:05:44,484][root][INFO] - ===> Epoch[2244](2244/1): Loss -0.8658, Sem 0.0270, dir -0.9905, norm 0.0976, swav 0.0000 LR: 5.851e-02 Score 98.963 Data time: 0.2221, Forward time: 2.2625, Backward time: 2.4262, DDP time: 0.0049, Total iter time: 4.8915 [2020-11-08 08:05:49,172][root][INFO] - ===> Epoch[2245](2245/1): Loss -0.8787, Sem 0.0255, dir -0.9911, norm 0.0869, swav 0.0000 LR: 5.849e-02 Score 99.018 Data time: 0.2182, Forward time: 2.2625, Backward time: 2.4261, DDP time: 0.0049, Total iter time: 4.5434 [2020-11-08 08:05:54,726][root][INFO] - ===> Epoch[2246](2246/1): Loss -0.8765, Sem 0.0271, dir -0.9915, norm 0.0880, swav 0.0000 LR: 5.847e-02 Score 98.960 Data time: 0.2336, Forward time: 2.2625, Backward time: 2.4263, DDP time: 0.0049, Total iter time: 5.4254 [2020-11-08 08:06:00,272][root][INFO] - ===> Epoch[2247](2247/1): Loss -0.8790, Sem 0.0278, dir -0.9916, norm 0.0848, swav 0.0000 LR: 5.845e-02 Score 98.941 Data time: 0.1906, Forward time: 2.2624, Backward time: 2.4266, DDP time: 0.0049, Total iter time: 5.4173 [2020-11-08 08:06:05,758][root][INFO] - ===> Epoch[2248](2248/1): Loss -0.8753, Sem 0.0271, dir -0.9915, norm 0.0891, swav 0.0000 LR: 5.844e-02 Score 98.955 Data time: 0.1844, Forward time: 2.2622, Backward time: 2.4269, DDP time: 0.0049, Total iter time: 5.3648 [2020-11-08 08:06:11,445][root][INFO] - ===> Epoch[2249](2249/1): Loss -0.8771, Sem 0.0272, dir -0.9918, norm 0.0875, swav 0.0000 LR: 5.842e-02 Score 98.953 Data time: 0.2211, Forward time: 2.2621, Backward time: 2.4272, DDP time: 0.0049, Total iter time: 5.5697 [2020-11-08 08:06:16,417][root][INFO] - ===> Epoch[2250](2250/1): Loss -0.8712, Sem 0.0268, dir -0.9909, norm 0.0929, swav 0.0000 LR: 5.840e-02 Score 98.984 Data time: 0.2021, Forward time: 2.2620, Backward time: 2.4273, DDP time: 0.0049, Total iter time: 4.8340 [2020-11-08 08:06:22,272][root][INFO] - ===> Epoch[2251](2251/1): Loss -0.8676, Sem 0.0263, dir -0.9907, norm 0.0969, swav 0.0000 LR: 5.838e-02 Score 98.985 Data time: 0.2435, Forward time: 2.2622, Backward time: 2.4275, DDP time: 0.0049, Total iter time: 5.7472 [2020-11-08 08:06:27,438][root][INFO] - ===> Epoch[2252](2252/1): Loss -0.8563, Sem 0.0268, dir -0.9904, norm 0.1073, swav 0.0000 LR: 5.836e-02 Score 98.954 Data time: 0.2501, Forward time: 2.2623, Backward time: 2.4274, DDP time: 0.0049, Total iter time: 5.0362 [2020-11-08 08:06:32,817][root][INFO] - ===> Epoch[2253](2253/1): Loss -0.8649, Sem 0.0269, dir -0.9901, norm 0.0984, swav 0.0000 LR: 5.834e-02 Score 98.970 Data time: 0.2259, Forward time: 2.2624, Backward time: 2.4275, DDP time: 0.0049, Total iter time: 5.2359 [2020-11-08 08:06:38,097][root][INFO] - ===> Epoch[2254](2254/1): Loss -0.8831, Sem 0.0266, dir -0.9927, norm 0.0830, swav 0.0000 LR: 5.832e-02 Score 98.991 Data time: 0.2226, Forward time: 2.2624, Backward time: 2.4275, DDP time: 0.0049, Total iter time: 5.1355 [2020-11-08 08:06:43,330][root][INFO] - ===> Epoch[2255](2255/1): Loss -0.8792, Sem 0.0274, dir -0.9915, norm 0.0849, swav 0.0000 LR: 5.830e-02 Score 98.941 Data time: 0.2125, Forward time: 2.2623, Backward time: 2.4276, DDP time: 0.0049, Total iter time: 5.0936 [2020-11-08 08:06:48,372][root][INFO] - ===> Epoch[2256](2256/1): Loss -0.8790, Sem 0.0281, dir -0.9913, norm 0.0843, swav 0.0000 LR: 5.828e-02 Score 98.918 Data time: 0.2099, Forward time: 2.2624, Backward time: 2.4276, DDP time: 0.0049, Total iter time: 4.9164 [2020-11-08 08:06:53,166][root][INFO] - ===> Epoch[2257](2257/1): Loss -0.8650, Sem 0.0263, dir -0.9898, norm 0.0985, swav 0.0000 LR: 5.826e-02 Score 98.990 Data time: 0.1898, Forward time: 2.2622, Backward time: 2.4276, DDP time: 0.0049, Total iter time: 4.6576 [2020-11-08 08:06:58,205][root][INFO] - ===> Epoch[2258](2258/1): Loss -0.8649, Sem 0.0271, dir -0.9905, norm 0.0985, swav 0.0000 LR: 5.824e-02 Score 98.949 Data time: 0.2509, Forward time: 2.2624, Backward time: 2.4275, DDP time: 0.0049, Total iter time: 4.9399 [2020-11-08 08:07:03,700][root][INFO] - ===> Epoch[2259](2259/1): Loss -0.8711, Sem 0.0264, dir -0.9911, norm 0.0937, swav 0.0000 LR: 5.823e-02 Score 98.978 Data time: 0.2129, Forward time: 2.2623, Backward time: 2.4277, DDP time: 0.0049, Total iter time: 5.3608 [2020-11-08 08:07:08,712][root][INFO] - ===> Epoch[2260](2260/1): Loss -0.8720, Sem 0.0288, dir -0.9908, norm 0.0901, swav 0.0000 LR: 5.821e-02 Score 98.895 Data time: 0.2718, Forward time: 2.2624, Backward time: 2.4275, DDP time: 0.0049, Total iter time: 4.8845 [2020-11-08 08:07:13,897][root][INFO] - ===> Epoch[2261](2261/1): Loss -0.8797, Sem 0.0273, dir -0.9916, norm 0.0845, swav 0.0000 LR: 5.819e-02 Score 98.945 Data time: 0.2060, Forward time: 2.2624, Backward time: 2.4276, DDP time: 0.0049, Total iter time: 5.0621 [2020-11-08 08:07:19,124][root][INFO] - ===> Epoch[2262](2262/1): Loss -0.8662, Sem 0.0272, dir -0.9906, norm 0.0973, swav 0.0000 LR: 5.817e-02 Score 98.959 Data time: 0.2821, Forward time: 2.2625, Backward time: 2.4275, DDP time: 0.0049, Total iter time: 5.1074 [2020-11-08 08:07:23,958][root][INFO] - ===> Epoch[2263](2263/1): Loss -0.8685, Sem 0.0278, dir -0.9900, norm 0.0937, swav 0.0000 LR: 5.815e-02 Score 98.926 Data time: 0.2707, Forward time: 2.2626, Backward time: 2.4273, DDP time: 0.0049, Total iter time: 4.7040 [2020-11-08 08:07:29,138][root][INFO] - ===> Epoch[2264](2264/1): Loss -0.8696, Sem 0.0281, dir -0.9909, norm 0.0933, swav 0.0000 LR: 5.813e-02 Score 98.920 Data time: 0.2569, Forward time: 2.2628, Backward time: 2.4272, DDP time: 0.0049, Total iter time: 5.0626 [2020-11-08 08:07:34,296][root][INFO] - ===> Epoch[2265](2265/1): Loss -0.8690, Sem 0.0273, dir -0.9907, norm 0.0945, swav 0.0000 LR: 5.811e-02 Score 98.951 Data time: 0.2452, Forward time: 2.2628, Backward time: 2.4272, DDP time: 0.0049, Total iter time: 5.0013 [2020-11-08 08:07:39,232][root][INFO] - ===> Epoch[2266](2266/1): Loss -0.8797, Sem 0.0273, dir -0.9920, norm 0.0850, swav 0.0000 LR: 5.809e-02 Score 98.956 Data time: 0.1982, Forward time: 2.2627, Backward time: 2.4272, DDP time: 0.0049, Total iter time: 4.8177 [2020-11-08 08:07:43,921][root][INFO] - ===> Epoch[2267](2267/1): Loss -0.8693, Sem 0.0265, dir -0.9908, norm 0.0950, swav 0.0000 LR: 5.807e-02 Score 98.979 Data time: 0.1983, Forward time: 2.2625, Backward time: 2.4272, DDP time: 0.0049, Total iter time: 4.5703 [2020-11-08 08:07:49,047][root][INFO] - ===> Epoch[2268](2268/1): Loss -0.8661, Sem 0.0265, dir -0.9900, norm 0.0975, swav 0.0000 LR: 5.805e-02 Score 98.978 Data time: 0.2185, Forward time: 2.2625, Backward time: 2.4272, DDP time: 0.0049, Total iter time: 5.0234 [2020-11-08 08:07:54,589][root][INFO] - ===> Epoch[2269](2269/1): Loss -0.8618, Sem 0.0282, dir -0.9892, norm 0.0992, swav 0.0000 LR: 5.803e-02 Score 98.928 Data time: 0.2304, Forward time: 2.2626, Backward time: 2.4274, DDP time: 0.0049, Total iter time: 5.4155 [2020-11-08 08:07:59,692][root][INFO] - ===> Epoch[2270](2270/1): Loss -0.8690, Sem 0.0287, dir -0.9900, norm 0.0923, swav 0.0000 LR: 5.801e-02 Score 98.893 Data time: 0.2037, Forward time: 2.2625, Backward time: 2.4274, DDP time: 0.0049, Total iter time: 4.9644 [2020-11-08 08:08:04,837][root][INFO] - ===> Epoch[2271](2271/1): Loss -0.8613, Sem 0.0272, dir -0.9895, norm 0.1009, swav 0.0000 LR: 5.800e-02 Score 98.949 Data time: 0.2117, Forward time: 2.2625, Backward time: 2.4275, DDP time: 0.0049, Total iter time: 5.0286 [2020-11-08 08:08:09,525][root][INFO] - ===> Epoch[2272](2272/1): Loss -0.8397, Sem 0.0322, dir -0.9875, norm 0.1155, swav 0.0000 LR: 5.798e-02 Score 98.804 Data time: 0.2291, Forward time: 2.2625, Backward time: 2.4273, DDP time: 0.0049, Total iter time: 4.5623 [2020-11-08 08:08:14,655][root][INFO] - ===> Epoch[2273](2273/1): Loss -0.8637, Sem 0.0263, dir -0.9904, norm 0.1003, swav 0.0000 LR: 5.796e-02 Score 98.988 Data time: 0.1993, Forward time: 2.2624, Backward time: 2.4274, DDP time: 0.0049, Total iter time: 4.9859 [2020-11-08 08:08:20,220][root][INFO] - ===> Epoch[2274](2274/1): Loss -0.8795, Sem 0.0259, dir -0.9917, norm 0.0862, swav 0.0000 LR: 5.794e-02 Score 98.990 Data time: 0.2047, Forward time: 2.2623, Backward time: 2.4277, DDP time: 0.0049, Total iter time: 5.4424 [2020-11-08 08:08:25,166][root][INFO] - ===> Epoch[2275](2275/1): Loss -0.8609, Sem 0.0270, dir -0.9902, norm 0.1023, swav 0.0000 LR: 5.792e-02 Score 98.954 Data time: 0.2402, Forward time: 2.2624, Backward time: 2.4276, DDP time: 0.0049, Total iter time: 4.8234 [2020-11-08 08:08:30,554][root][INFO] - ===> Epoch[2276](2276/1): Loss -0.8515, Sem 0.0268, dir -0.9890, norm 0.1107, swav 0.0000 LR: 5.790e-02 Score 98.983 Data time: 0.2152, Forward time: 2.2624, Backward time: 2.4277, DDP time: 0.0049, Total iter time: 5.2524 [2020-11-08 08:08:35,468][root][INFO] - ===> Epoch[2277](2277/1): Loss -0.8672, Sem 0.0288, dir -0.9901, norm 0.0941, swav 0.0000 LR: 5.788e-02 Score 98.913 Data time: 0.2482, Forward time: 2.2625, Backward time: 2.4276, DDP time: 0.0049, Total iter time: 4.7844 [2020-11-08 08:08:40,496][root][INFO] - ===> Epoch[2278](2278/1): Loss -0.8595, Sem 0.0276, dir -0.9890, norm 0.1020, swav 0.0000 LR: 5.786e-02 Score 98.945 Data time: 0.2046, Forward time: 2.2624, Backward time: 2.4276, DDP time: 0.0049, Total iter time: 4.8932 [2020-11-08 08:08:45,712][root][INFO] - ===> Epoch[2279](2279/1): Loss -0.8606, Sem 0.0275, dir -0.9904, norm 0.1023, swav 0.0000 LR: 5.784e-02 Score 98.939 Data time: 0.2062, Forward time: 2.2624, Backward time: 2.4277, DDP time: 0.0049, Total iter time: 5.0913 [2020-11-08 08:08:50,632][root][INFO] - ===> Epoch[2280](2280/1): Loss -0.8595, Sem 0.0274, dir -0.9888, norm 0.1019, swav 0.0000 LR: 5.782e-02 Score 98.949 Data time: 0.1741, Forward time: 2.2622, Backward time: 2.4278, DDP time: 0.0049, Total iter time: 4.8197 [2020-11-08 08:08:55,617][root][INFO] - ===> Epoch[2281](2281/1): Loss -0.8537, Sem 0.0287, dir -0.9885, norm 0.1060, swav 0.0000 LR: 5.780e-02 Score 98.901 Data time: 0.2311, Forward time: 2.2621, Backward time: 2.4279, DDP time: 0.0049, Total iter time: 4.8868 [2020-11-08 08:09:00,490][root][INFO] - ===> Epoch[2282](2282/1): Loss -0.8786, Sem 0.0258, dir -0.9911, norm 0.0867, swav 0.0000 LR: 5.779e-02 Score 99.008 Data time: 0.2041, Forward time: 2.2620, Backward time: 2.4279, DDP time: 0.0049, Total iter time: 4.7603 [2020-11-08 08:09:04,964][root][INFO] - ===> Epoch[2283](2283/1): Loss -0.8660, Sem 0.0280, dir -0.9892, norm 0.0953, swav 0.0000 LR: 5.777e-02 Score 98.921 Data time: 0.2568, Forward time: 2.2619, Backward time: 2.4277, DDP time: 0.0049, Total iter time: 4.3457 [2020-11-08 08:09:09,757][root][INFO] - ===> Epoch[2284](2284/1): Loss -0.8576, Sem 0.0275, dir -0.9902, norm 0.1052, swav 0.0000 LR: 5.775e-02 Score 98.937 Data time: 0.2391, Forward time: 2.2620, Backward time: 2.4275, DDP time: 0.0049, Total iter time: 4.6763 [2020-11-08 08:09:15,302][root][INFO] - ===> Epoch[2285](2285/1): Loss -0.8670, Sem 0.0277, dir -0.9904, norm 0.0957, swav 0.0000 LR: 5.773e-02 Score 98.933 Data time: 0.2526, Forward time: 2.2621, Backward time: 2.4276, DDP time: 0.0049, Total iter time: 5.4186 [2020-11-08 08:09:20,287][root][INFO] - ===> Epoch[2286](2286/1): Loss -0.8746, Sem 0.0263, dir -0.9913, norm 0.0905, swav 0.0000 LR: 5.771e-02 Score 98.984 Data time: 0.2217, Forward time: 2.2622, Backward time: 2.4275, DDP time: 0.0049, Total iter time: 4.8640 [2020-11-08 08:09:25,462][root][INFO] - ===> Epoch[2287](2287/1): Loss -0.8445, Sem 0.0273, dir -0.9866, norm 0.1148, swav 0.0000 LR: 5.769e-02 Score 98.959 Data time: 0.1594, Forward time: 2.2619, Backward time: 2.4278, DDP time: 0.0049, Total iter time: 5.0613 [2020-11-08 08:09:31,458][root][INFO] - ===> Epoch[2288](2288/1): Loss -0.8686, Sem 0.0276, dir -0.9914, norm 0.0952, swav 0.0000 LR: 5.767e-02 Score 98.916 Data time: 0.1742, Forward time: 2.2617, Backward time: 2.4284, DDP time: 0.0049, Total iter time: 5.8655 [2020-11-08 08:09:36,047][root][INFO] - ===> Epoch[2289](2289/1): Loss -0.8243, Sem 0.0275, dir -0.9819, norm 0.1302, swav 0.0000 LR: 5.765e-02 Score 98.932 Data time: 0.2229, Forward time: 2.2617, Backward time: 2.4282, DDP time: 0.0049, Total iter time: 4.4753 [2020-11-08 08:09:41,664][root][INFO] - ===> Epoch[2290](2290/1): Loss -0.8716, Sem 0.0271, dir -0.9912, norm 0.0925, swav 0.0000 LR: 5.763e-02 Score 98.970 Data time: 0.1864, Forward time: 2.2615, Backward time: 2.4286, DDP time: 0.0049, Total iter time: 5.4774 [2020-11-08 08:09:46,421][root][INFO] - ===> Epoch[2291](2291/1): Loss -0.8641, Sem 0.0275, dir -0.9905, norm 0.0989, swav 0.0000 LR: 5.761e-02 Score 98.940 Data time: 0.2450, Forward time: 2.2616, Backward time: 2.4283, DDP time: 0.0049, Total iter time: 4.6329 [2020-11-08 08:09:51,219][root][INFO] - ===> Epoch[2292](2292/1): Loss -0.8362, Sem 0.0271, dir -0.9862, norm 0.1229, swav 0.0000 LR: 5.759e-02 Score 98.969 Data time: 0.2168, Forward time: 2.2617, Backward time: 2.4282, DDP time: 0.0049, Total iter time: 4.6591 [2020-11-08 08:09:56,643][root][INFO] - ===> Epoch[2293](2293/1): Loss -0.8710, Sem 0.0278, dir -0.9915, norm 0.0926, swav 0.0000 LR: 5.757e-02 Score 98.926 Data time: 0.2722, Forward time: 2.2617, Backward time: 2.4283, DDP time: 0.0049, Total iter time: 5.2862 [2020-11-08 08:10:01,375][root][INFO] - ===> Epoch[2294](2294/1): Loss -0.8620, Sem 0.0276, dir -0.9887, norm 0.0991, swav 0.0000 LR: 5.756e-02 Score 98.939 Data time: 0.2013, Forward time: 2.2617, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 4.6038 [2020-11-08 08:10:06,771][root][INFO] - ===> Epoch[2295](2295/1): Loss -0.8639, Sem 0.0271, dir -0.9904, norm 0.0994, swav 0.0000 LR: 5.754e-02 Score 98.960 Data time: 0.1973, Forward time: 2.2616, Backward time: 2.4284, DDP time: 0.0049, Total iter time: 5.2978 [2020-11-08 08:10:11,644][root][INFO] - ===> Epoch[2296](2296/1): Loss -0.8628, Sem 0.0275, dir -0.9900, norm 0.0998, swav 0.0000 LR: 5.752e-02 Score 98.945 Data time: 0.2307, Forward time: 2.2617, Backward time: 2.4282, DDP time: 0.0049, Total iter time: 4.7609 [2020-11-08 08:10:16,469][root][INFO] - ===> Epoch[2297](2297/1): Loss -0.8488, Sem 0.0262, dir -0.9876, norm 0.1126, swav 0.0000 LR: 5.750e-02 Score 98.988 Data time: 0.2266, Forward time: 2.2617, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 4.6954 [2020-11-08 08:10:21,331][root][INFO] - ===> Epoch[2298](2298/1): Loss -0.8731, Sem 0.0291, dir -0.9914, norm 0.0892, swav 0.0000 LR: 5.748e-02 Score 98.890 Data time: 0.1992, Forward time: 2.2616, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 4.7378 [2020-11-08 08:10:26,541][root][INFO] - ===> Epoch[2299](2299/1): Loss -0.8675, Sem 0.0264, dir -0.9900, norm 0.0961, swav 0.0000 LR: 5.746e-02 Score 98.990 Data time: 0.2448, Forward time: 2.2617, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 5.0989 [2020-11-08 08:10:32,127][root][INFO] - ===> Epoch[2300](2300/1): Loss -0.8476, Sem 0.0292, dir -0.9874, norm 0.1106, swav 0.0000 LR: 5.744e-02 Score 98.896 Data time: 0.2404, Forward time: 2.2619, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 5.4646 [2020-11-08 08:10:37,697][root][INFO] - ===> Epoch[2301](2301/1): Loss -0.8826, Sem 0.0250, dir -0.9921, norm 0.0845, swav 0.0000 LR: 5.742e-02 Score 99.039 Data time: 0.1766, Forward time: 2.2617, Backward time: 2.4284, DDP time: 0.0049, Total iter time: 5.4326 [2020-11-08 08:10:43,053][root][INFO] - ===> Epoch[2302](2302/1): Loss -0.8488, Sem 0.0284, dir -0.9884, norm 0.1112, swav 0.0000 LR: 5.740e-02 Score 98.916 Data time: 0.2152, Forward time: 2.2615, Backward time: 2.4287, DDP time: 0.0049, Total iter time: 5.2378 [2020-11-08 08:10:48,364][root][INFO] - ===> Epoch[2303](2303/1): Loss -0.8621, Sem 0.0266, dir -0.9886, norm 0.0999, swav 0.0000 LR: 5.738e-02 Score 98.976 Data time: 0.2127, Forward time: 2.2615, Backward time: 2.4289, DDP time: 0.0049, Total iter time: 5.1900 [2020-11-08 08:10:53,129][root][INFO] - ===> Epoch[2304](2304/1): Loss -0.8787, Sem 0.0261, dir -0.9917, norm 0.0870, swav 0.0000 LR: 5.736e-02 Score 99.005 Data time: 0.2211, Forward time: 2.2615, Backward time: 2.4287, DDP time: 0.0049, Total iter time: 4.6236 [2020-11-08 08:10:58,096][root][INFO] - ===> Epoch[2305](2305/1): Loss -0.8432, Sem 0.0273, dir -0.9857, norm 0.1152, swav 0.0000 LR: 5.735e-02 Score 98.942 Data time: 0.2396, Forward time: 2.2616, Backward time: 2.4286, DDP time: 0.0049, Total iter time: 4.8412 [2020-11-08 08:11:03,119][root][INFO] - ===> Epoch[2306](2306/1): Loss -0.8722, Sem 0.0271, dir -0.9918, norm 0.0925, swav 0.0000 LR: 5.733e-02 Score 98.950 Data time: 0.2186, Forward time: 2.2616, Backward time: 2.4285, DDP time: 0.0049, Total iter time: 4.8896 [2020-11-08 08:11:07,780][root][INFO] - ===> Epoch[2307](2307/1): Loss -0.8497, Sem 0.0291, dir -0.9873, norm 0.1085, swav 0.0000 LR: 5.731e-02 Score 98.883 Data time: 0.2297, Forward time: 2.2617, Backward time: 2.4283, DDP time: 0.0049, Total iter time: 4.5379 [2020-11-08 08:11:12,843][root][INFO] - ===> Epoch[2308](2308/1): Loss -0.8694, Sem 0.0263, dir -0.9913, norm 0.0955, swav 0.0000 LR: 5.729e-02 Score 98.994 Data time: 0.2357, Forward time: 2.2617, Backward time: 2.4282, DDP time: 0.0049, Total iter time: 4.9345 [2020-11-08 08:11:17,781][root][INFO] - ===> Epoch[2309](2309/1): Loss -0.8663, Sem 0.0276, dir -0.9913, norm 0.0974, swav 0.0000 LR: 5.727e-02 Score 98.936 Data time: 0.2280, Forward time: 2.2618, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 4.8092 [2020-11-08 08:11:23,189][root][INFO] - ===> Epoch[2310](2310/1): Loss -0.8589, Sem 0.0259, dir -0.9889, norm 0.1041, swav 0.0000 LR: 5.725e-02 Score 99.004 Data time: 0.1997, Forward time: 2.2617, Backward time: 2.4283, DDP time: 0.0049, Total iter time: 5.2930 [2020-11-08 08:11:28,860][root][INFO] - ===> Epoch[2311](2311/1): Loss -0.8701, Sem 0.0270, dir -0.9906, norm 0.0935, swav 0.0000 LR: 5.723e-02 Score 98.961 Data time: 0.2393, Forward time: 2.2618, Backward time: 2.4285, DDP time: 0.0049, Total iter time: 5.5444 [2020-11-08 08:11:34,180][root][INFO] - ===> Epoch[2312](2312/1): Loss -0.8779, Sem 0.0254, dir -0.9909, norm 0.0875, swav 0.0000 LR: 5.721e-02 Score 99.022 Data time: 0.2217, Forward time: 2.2618, Backward time: 2.4285, DDP time: 0.0049, Total iter time: 5.1894 [2020-11-08 08:11:39,161][root][INFO] - ===> Epoch[2313](2313/1): Loss -0.8579, Sem 0.0269, dir -0.9884, norm 0.1036, swav 0.0000 LR: 5.719e-02 Score 98.975 Data time: 0.2038, Forward time: 2.2617, Backward time: 2.4286, DDP time: 0.0049, Total iter time: 4.8558 [2020-11-08 08:11:44,337][root][INFO] - ===> Epoch[2314](2314/1): Loss -0.8753, Sem 0.0271, dir -0.9919, norm 0.0894, swav 0.0000 LR: 5.717e-02 Score 98.947 Data time: 0.2105, Forward time: 2.2617, Backward time: 2.4287, DDP time: 0.0049, Total iter time: 5.0523 [2020-11-08 08:11:49,661][root][INFO] - ===> Epoch[2315](2315/1): Loss -0.8687, Sem 0.0270, dir -0.9907, norm 0.0950, swav 0.0000 LR: 5.715e-02 Score 98.964 Data time: 0.2460, Forward time: 2.2617, Backward time: 2.4288, DDP time: 0.0049, Total iter time: 5.1995 [2020-11-08 08:11:54,675][root][INFO] - ===> Epoch[2316](2316/1): Loss -0.8587, Sem 0.0273, dir -0.9890, norm 0.1029, swav 0.0000 LR: 5.713e-02 Score 98.944 Data time: 0.2219, Forward time: 2.2618, Backward time: 2.4287, DDP time: 0.0049, Total iter time: 4.8734 [2020-11-08 08:11:59,372][root][INFO] - ===> Epoch[2317](2317/1): Loss -0.8679, Sem 0.0275, dir -0.9905, norm 0.0951, swav 0.0000 LR: 5.712e-02 Score 98.931 Data time: 0.1933, Forward time: 2.2617, Backward time: 2.4286, DDP time: 0.0049, Total iter time: 4.5589 [2020-11-08 08:12:04,298][root][INFO] - ===> Epoch[2318](2318/1): Loss -0.8788, Sem 0.0271, dir -0.9923, norm 0.0863, swav 0.0000 LR: 5.710e-02 Score 98.952 Data time: 0.1896, Forward time: 2.2616, Backward time: 2.4286, DDP time: 0.0049, Total iter time: 4.8064 [2020-11-08 08:12:09,328][root][INFO] - ===> Epoch[2319](2319/1): Loss -0.8761, Sem 0.0279, dir -0.9913, norm 0.0873, swav 0.0000 LR: 5.708e-02 Score 98.935 Data time: 0.2106, Forward time: 2.2615, Backward time: 2.4287, DDP time: 0.0049, Total iter time: 4.9061 [2020-11-08 08:12:14,401][root][INFO] - ===> Epoch[2320](2320/1): Loss -0.8776, Sem 0.0271, dir -0.9910, norm 0.0863, swav 0.0000 LR: 5.706e-02 Score 98.960 Data time: 0.2778, Forward time: 2.2616, Backward time: 2.4286, DDP time: 0.0049, Total iter time: 4.9721 [2020-11-08 08:12:19,454][root][INFO] - ===> Epoch[2321](2321/1): Loss -0.8683, Sem 0.0280, dir -0.9906, norm 0.0943, swav 0.0000 LR: 5.704e-02 Score 98.932 Data time: 0.2101, Forward time: 2.2616, Backward time: 2.4286, DDP time: 0.0049, Total iter time: 4.9294 [2020-11-08 08:12:24,637][root][INFO] - ===> Epoch[2322](2322/1): Loss -0.8640, Sem 0.0278, dir -0.9900, norm 0.0982, swav 0.0000 LR: 5.702e-02 Score 98.941 Data time: 0.2456, Forward time: 2.2618, Backward time: 2.4285, DDP time: 0.0049, Total iter time: 5.0517 [2020-11-08 08:12:29,401][root][INFO] - ===> Epoch[2323](2323/1): Loss -0.8729, Sem 0.0292, dir -0.9913, norm 0.0892, swav 0.0000 LR: 5.700e-02 Score 98.883 Data time: 0.1833, Forward time: 2.2616, Backward time: 2.4285, DDP time: 0.0049, Total iter time: 4.6323 [2020-11-08 08:12:34,057][root][INFO] - ===> Epoch[2324](2324/1): Loss -0.8798, Sem 0.0278, dir -0.9920, norm 0.0844, swav 0.0000 LR: 5.698e-02 Score 98.937 Data time: 0.2335, Forward time: 2.2616, Backward time: 2.4283, DDP time: 0.0049, Total iter time: 4.5309 [2020-11-08 08:12:38,965][root][INFO] - ===> Epoch[2325](2325/1): Loss -0.8786, Sem 0.0264, dir -0.9909, norm 0.0859, swav 0.0000 LR: 5.696e-02 Score 98.978 Data time: 0.2419, Forward time: 2.2617, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 4.7812 [2020-11-08 08:12:43,998][root][INFO] - ===> Epoch[2326](2326/1): Loss -0.8655, Sem 0.0280, dir -0.9903, norm 0.0968, swav 0.0000 LR: 5.694e-02 Score 98.930 Data time: 0.2135, Forward time: 2.2617, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 4.8966 [2020-11-08 08:12:48,830][root][INFO] - ===> Epoch[2327](2327/1): Loss -0.8635, Sem 0.0279, dir -0.9905, norm 0.0991, swav 0.0000 LR: 5.692e-02 Score 98.922 Data time: 0.2038, Forward time: 2.2617, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 4.7247 [2020-11-08 08:12:54,116][root][INFO] - ===> Epoch[2328](2328/1): Loss -0.8762, Sem 0.0261, dir -0.9920, norm 0.0896, swav 0.0000 LR: 5.690e-02 Score 98.981 Data time: 0.1850, Forward time: 2.2615, Backward time: 2.4283, DDP time: 0.0049, Total iter time: 5.1532 [2020-11-08 08:12:58,572][root][INFO] - ===> Epoch[2329](2329/1): Loss -0.8714, Sem 0.0283, dir -0.9902, norm 0.0905, swav 0.0000 LR: 5.689e-02 Score 98.906 Data time: 0.2177, Forward time: 2.2615, Backward time: 2.4280, DDP time: 0.0049, Total iter time: 4.3553 [2020-11-08 08:13:03,757][root][INFO] - ===> Epoch[2330](2330/1): Loss -0.8595, Sem 0.0282, dir -0.9886, norm 0.1009, swav 0.0000 LR: 5.687e-02 Score 98.913 Data time: 0.2367, Forward time: 2.2615, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 5.0535 [2020-11-08 08:13:08,707][root][INFO] - ===> Epoch[2331](2331/1): Loss -0.8679, Sem 0.0272, dir -0.9910, norm 0.0960, swav 0.0000 LR: 5.685e-02 Score 98.954 Data time: 0.2213, Forward time: 2.2615, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 4.8438 [2020-11-08 08:13:13,487][root][INFO] - ===> Epoch[2332](2332/1): Loss -0.8762, Sem 0.0278, dir -0.9917, norm 0.0877, swav 0.0000 LR: 5.683e-02 Score 98.943 Data time: 0.1746, Forward time: 2.2613, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 4.6479 [2020-11-08 08:13:18,731][root][INFO] - ===> Epoch[2333](2333/1): Loss -0.8698, Sem 0.0278, dir -0.9899, norm 0.0923, swav 0.0000 LR: 5.681e-02 Score 98.934 Data time: 0.2307, Forward time: 2.2613, Backward time: 2.4282, DDP time: 0.0049, Total iter time: 5.1573 [2020-11-08 08:13:24,126][root][INFO] - ===> Epoch[2334](2334/1): Loss -0.8679, Sem 0.0276, dir -0.9892, norm 0.0938, swav 0.0000 LR: 5.679e-02 Score 98.945 Data time: 0.2219, Forward time: 2.2613, Backward time: 2.4283, DDP time: 0.0049, Total iter time: 5.2675 [2020-11-08 08:13:28,809][root][INFO] - ===> Epoch[2335](2335/1): Loss -0.8747, Sem 0.0267, dir -0.9917, norm 0.0903, swav 0.0000 LR: 5.677e-02 Score 98.966 Data time: 0.2228, Forward time: 2.2613, Backward time: 2.4282, DDP time: 0.0049, Total iter time: 4.5492 [2020-11-08 08:13:33,580][root][INFO] - ===> Epoch[2336](2336/1): Loss -0.8852, Sem 0.0263, dir -0.9920, norm 0.0805, swav 0.0000 LR: 5.675e-02 Score 98.982 Data time: 0.2400, Forward time: 2.2613, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 4.6446 [2020-11-08 08:13:39,050][root][INFO] - ===> Epoch[2337](2337/1): Loss -0.8823, Sem 0.0246, dir -0.9924, norm 0.0855, swav 0.0000 LR: 5.673e-02 Score 99.044 Data time: 0.2798, Forward time: 2.2615, Backward time: 2.4280, DDP time: 0.0049, Total iter time: 5.3387 [2020-11-08 08:13:44,460][root][INFO] - ===> Epoch[2338](2338/1): Loss -0.8723, Sem 0.0264, dir -0.9905, norm 0.0918, swav 0.0000 LR: 5.671e-02 Score 98.977 Data time: 0.2221, Forward time: 2.2615, Backward time: 2.4281, DDP time: 0.0049, Total iter time: 5.2730 [2020-11-08 08:13:49,936][root][INFO] - ===> Epoch[2339](2339/1): Loss -0.8784, Sem 0.0260, dir -0.9912, norm 0.0867, swav 0.0000 LR: 5.669e-02 Score 98.992 Data time: 0.2375, Forward time: 2.2616, Backward time: 2.4282, DDP time: 0.0049, Total iter time: 5.3523 [2020-11-08 08:13:54,580][root][INFO] - ===> Epoch[2340](2340/1): Loss -0.8884, Sem 0.0242, dir -0.9927, norm 0.0801, swav 0.0000 LR: 5.667e-02 Score 99.060 Data time: 0.2426, Forward time: 2.2617, Backward time: 2.4279, DDP time: 0.0049, Total iter time: 4.5238 [2020-11-08 08:14:00,031][root][INFO] - ===> Epoch[2341](2341/1): Loss -0.8731, Sem 0.0252, dir -0.9913, norm 0.0930, swav 0.0000 LR: 5.666e-02 Score 99.021 Data time: 0.2379, Forward time: 2.2618, Backward time: 2.4280, DDP time: 0.0049, Total iter time: 5.3331 [2020-11-08 08:14:04,498][root][INFO] - ===> Epoch[2342](2342/1): Loss -0.8691, Sem 0.0276, dir -0.9894, norm 0.0927, swav 0.0000 LR: 5.664e-02 Score 98.947 Data time: 0.2534, Forward time: 2.2618, Backward time: 2.4277, DDP time: 0.0049, Total iter time: 4.3412 [2020-11-08 08:14:09,236][root][INFO] - ===> Epoch[2343](2343/1): Loss -0.8818, Sem 0.0275, dir -0.9924, norm 0.0831, swav 0.0000 LR: 5.662e-02 Score 98.939 Data time: 0.2371, Forward time: 2.2619, Backward time: 2.4275, DDP time: 0.0049, Total iter time: 4.6296 [2020-11-08 08:14:13,957][root][INFO] - ===> Epoch[2344](2344/1): Loss -0.8719, Sem 0.0271, dir -0.9893, norm 0.0903, swav 0.0000 LR: 5.660e-02 Score 98.961 Data time: 0.2290, Forward time: 2.2619, Backward time: 2.4273, DDP time: 0.0049, Total iter time: 4.5934 [2020-11-08 08:14:19,439][root][INFO] - ===> Epoch[2345](2345/1): Loss -0.8661, Sem 0.0273, dir -0.9906, norm 0.0972, swav 0.0000 LR: 5.658e-02 Score 98.965 Data time: 0.2097, Forward time: 2.2619, Backward time: 2.4275, DDP time: 0.0049, Total iter time: 5.3722 [2020-11-08 08:14:25,167][root][INFO] - ===> Epoch[2346](2346/1): Loss -0.8777, Sem 0.0270, dir -0.9919, norm 0.0871, swav 0.0000 LR: 5.656e-02 Score 98.959 Data time: 0.2048, Forward time: 2.2619, Backward time: 2.4278, DDP time: 0.0049, Total iter time: 5.6290 [2020-11-08 08:14:30,220][root][INFO] - ===> Epoch[2347](2347/1): Loss -0.8717, Sem 0.0260, dir -0.9901, norm 0.0924, swav 0.0000 LR: 5.654e-02 Score 98.993 Data time: 0.2113, Forward time: 2.2618, Backward time: 2.4279, DDP time: 0.0049, Total iter time: 4.9302 [2020-11-08 08:14:35,443][root][INFO] - ===> Epoch[2348](2348/1): Loss -0.8588, Sem 0.0260, dir -0.9887, norm 0.1039, swav 0.0000 LR: 5.652e-02 Score 98.987 Data time: 0.2529, Forward time: 2.2620, Backward time: 2.4278, DDP time: 0.0049, Total iter time: 5.1225 [2020-11-08 08:14:40,733][root][INFO] - ===> Epoch[2349](2349/1): Loss -0.8681, Sem 0.0271, dir -0.9911, norm 0.0959, swav 0.0000 LR: 5.650e-02 Score 98.963 Data time: 0.2152, Forward time: 2.2619, Backward time: 2.4279, DDP time: 0.0049, Total iter time: 5.1494 [2020-11-08 08:14:46,362][root][INFO] - ===> Epoch[2350](2350/1): Loss -0.8675, Sem 0.0276, dir -0.9910, norm 0.0960, swav 0.0000 LR: 5.648e-02 Score 98.941 Data time: 0.1914, Forward time: 2.2619, Backward time: 2.4282, DDP time: 0.0049, Total iter time: 5.5097 [2020-11-08 08:14:51,065][root][INFO] - ===> Epoch[2351](2351/1): Loss -0.8580, Sem 0.0267, dir -0.9890, norm 0.1043, swav 0.0000 LR: 5.646e-02 Score 98.977 Data time: 0.2140, Forward time: 2.2618, Backward time: 2.4280, DDP time: 0.0049, Total iter time: 4.5923 [2020-11-08 08:14:56,083][root][INFO] - ===> Epoch[2352](2352/1): Loss -0.8808, Sem 0.0259, dir -0.9910, norm 0.0842, swav 0.0000 LR: 5.644e-02 Score 99.002 Data time: 0.1788, Forward time: 2.2617, Backward time: 2.4282, DDP time: 0.0049, Total iter time: 4.8895 [2020-11-08 08:15:00,850][root][INFO] - ===> Epoch[2353](2353/1): Loss -0.8741, Sem 0.0273, dir -0.9909, norm 0.0895, swav 0.0000 LR: 5.643e-02 Score 98.946 Data time: 0.2570, Forward time: 2.2618, Backward time: 2.4280, DDP time: 0.0049, Total iter time: 4.6703 [2020-11-08 08:15:06,133][root][INFO] - ===> Epoch[2354](2354/1): Loss -0.8540, Sem 0.0275, dir -0.9888, norm 0.1074, swav 0.0000 LR: 5.641e-02 Score 98.952 Data time: 0.2428, Forward time: 2.2619, Backward time: 2.4279, DDP time: 0.0049, Total iter time: 5.1561 [2020-11-08 08:15:11,491][root][INFO] - ===> Epoch[2355](2355/1): Loss -0.8659, Sem 0.0260, dir -0.9900, norm 0.0980, swav 0.0000 LR: 5.639e-02 Score 99.001 Data time: 0.2125, Forward time: 2.2619, Backward time: 2.4280, DDP time: 0.0049, Total iter time: 5.2264 [2020-11-08 08:15:16,278][root][INFO] - ===> Epoch[2356](2356/1): Loss -0.8578, Sem 0.0282, dir -0.9903, norm 0.1043, swav 0.0000 LR: 5.637e-02 Score 98.910 Data time: 0.2220, Forward time: 2.2619, Backward time: 2.4279, DDP time: 0.0049, Total iter time: 4.6679 [2020-11-08 08:15:20,757][root][INFO] - ===> Epoch[2357](2357/1): Loss -0.8583, Sem 0.0275, dir -0.9882, norm 0.1024, swav 0.0000 LR: 5.635e-02 Score 98.936 Data time: 0.2149, Forward time: 2.2618, Backward time: 2.4277, DDP time: 0.0049, Total iter time: 4.3583 [2020-11-08 08:15:26,204][root][INFO] - ===> Epoch[2358](2358/1): Loss -0.8763, Sem 0.0274, dir -0.9921, norm 0.0884, swav 0.0000 LR: 5.633e-02 Score 98.944 Data time: 0.2409, Forward time: 2.2619, Backward time: 2.4278, DDP time: 0.0049, Total iter time: 5.3309 [2020-11-08 08:15:31,705][root][INFO] - ===> Epoch[2359](2359/1): Loss -0.8475, Sem 0.0278, dir -0.9861, norm 0.1107, swav 0.0000 LR: 5.631e-02 Score 98.930 Data time: 0.2256, Forward time: 2.2619, Backward time: 2.4280, DDP time: 0.0049, Total iter time: 5.3761 [2020-11-08 08:15:37,048][root][INFO] - ===> Epoch[2360](2360/1): Loss -0.8348, Sem 0.0279, dir -0.9869, norm 0.1242, swav 0.0000 LR: 5.629e-02 Score 98.935 Data time: 0.2747, Forward time: 2.2621, Backward time: 2.4279, DDP time: 0.0049, Total iter time: 5.2114 [2020-11-08 08:15:41,903][root][INFO] - ===> Epoch[2361](2361/1): Loss -0.8763, Sem 0.0286, dir -0.9914, norm 0.0866, swav 0.0000 LR: 5.627e-02 Score 98.936 Data time: 0.2350, Forward time: 2.2622, Backward time: 2.4277, DDP time: 0.0049, Total iter time: 4.7297 [2020-11-08 08:15:46,963][root][INFO] - ===> Epoch[2362](2362/1): Loss -0.8555, Sem 0.0273, dir -0.9890, norm 0.1063, swav 0.0000 LR: 5.625e-02 Score 98.948 Data time: 0.2058, Forward time: 2.2622, Backward time: 2.4277, DDP time: 0.0049, Total iter time: 4.9368 [2020-11-08 08:15:52,042][root][INFO] - ===> Epoch[2363](2363/1): Loss -0.8516, Sem 0.0262, dir -0.9881, norm 0.1103, swav 0.0000 LR: 5.623e-02 Score 98.991 Data time: 0.2534, Forward time: 2.2622, Backward time: 2.4276, DDP time: 0.0049, Total iter time: 4.9617 [2020-11-08 08:15:56,937][root][INFO] - ===> Epoch[2364](2364/1): Loss -0.8573, Sem 0.0277, dir -0.9886, norm 0.1037, swav 0.0000 LR: 5.621e-02 Score 98.949 Data time: 0.1683, Forward time: 2.2620, Backward time: 2.4278, DDP time: 0.0049, Total iter time: 4.7678 [2020-11-08 08:16:02,018][root][INFO] - ===> Epoch[2365](2365/1): Loss -0.8484, Sem 0.0269, dir -0.9889, norm 0.1136, swav 0.0000 LR: 5.620e-02 Score 98.972 Data time: 0.2131, Forward time: 2.2620, Backward time: 2.4278, DDP time: 0.0049, Total iter time: 4.9939 [2020-11-08 08:16:06,813][root][INFO] - ===> Epoch[2366](2366/1): Loss -0.8684, Sem 0.0263, dir -0.9900, norm 0.0953, swav 0.0000 LR: 5.618e-02 Score 98.991 Data time: 0.1969, Forward time: 2.2619, Backward time: 2.4278, DDP time: 0.0049, Total iter time: 4.6795 [2020-11-08 08:16:11,990][root][INFO] - ===> Epoch[2367](2367/1): Loss -0.8517, Sem 0.0250, dir -0.9907, norm 0.1141, swav 0.0000 LR: 5.616e-02 Score 99.035 Data time: 0.1779, Forward time: 2.2617, Backward time: 2.4280, DDP time: 0.0049, Total iter time: 5.0590 [2020-11-08 08:16:16,618][root][INFO] - ===> Epoch[2368](2368/1): Loss -0.8437, Sem 0.0281, dir -0.9865, norm 0.1147, swav 0.0000 LR: 5.614e-02 Score 98.915 Data time: 0.2024, Forward time: 2.2616, Backward time: 2.4279, DDP time: 0.0049, Total iter time: 4.5335 [2020-11-08 08:16:21,650][root][INFO] - ===> Epoch[2369](2369/1): Loss -0.8687, Sem 0.0278, dir -0.9909, norm 0.0943, swav 0.0000 LR: 5.612e-02 Score 98.930 Data time: 0.2608, Forward time: 2.2618, Backward time: 2.4278, DDP time: 0.0049, Total iter time: 4.9242 [2020-11-08 08:16:26,362][root][INFO] - ===> Epoch[2370](2370/1): Loss -0.8376, Sem 0.0277, dir -0.9842, norm 0.1189, swav 0.0000 LR: 5.610e-02 Score 98.931 Data time: 0.2068, Forward time: 2.2616, Backward time: 2.4278, DDP time: 0.0049, Total iter time: 4.5957 [2020-11-08 08:16:31,018][root][INFO] - ===> Epoch[2371](2371/1): Loss -0.8722, Sem 0.0266, dir -0.9920, norm 0.0933, swav 0.0000 LR: 5.608e-02 Score 98.974 Data time: 0.2019, Forward time: 2.2615, Backward time: 2.4277, DDP time: 0.0049, Total iter time: 4.5869 [2020-11-08 08:16:35,932][root][INFO] - ===> Epoch[2372](2372/1): Loss -0.8590, Sem 0.0290, dir -0.9897, norm 0.1018, swav 0.0000 LR: 5.606e-02 Score 98.902 Data time: 0.2329, Forward time: 2.2616, Backward time: 2.4276, DDP time: 0.0049, Total iter time: 4.8016 [2020-11-08 08:16:41,344][root][INFO] - ===> Epoch[2373](2373/1): Loss -0.8596, Sem 0.0269, dir -0.9907, norm 0.1043, swav 0.0000 LR: 5.604e-02 Score 98.966 Data time: 0.1989, Forward time: 2.2615, Backward time: 2.4279, DDP time: 0.0049, Total iter time: 5.3014 [2020-11-08 08:16:46,402][root][INFO] - ===> Epoch[2374](2374/1): Loss -0.8731, Sem 0.0281, dir -0.9912, norm 0.0901, swav 0.0000 LR: 5.602e-02 Score 98.924 Data time: 0.2288, Forward time: 2.2615, Backward time: 2.4279, DDP time: 0.0049, Total iter time: 4.9674 [2020-11-08 08:16:51,340][root][INFO] - ===> Epoch[2375](2375/1): Loss -0.8731, Sem 0.0280, dir -0.9918, norm 0.0907, swav 0.0000 LR: 5.600e-02 Score 98.935 Data time: 0.2532, Forward time: 2.2616, Backward time: 2.4277, DDP time: 0.0049, Total iter time: 4.8221 [2020-11-08 08:16:56,325][root][INFO] - ===> Epoch[2376](2376/1): Loss -0.8675, Sem 0.0277, dir -0.9907, norm 0.0955, swav 0.0000 LR: 5.598e-02 Score 98.940 Data time: 0.2505, Forward time: 2.2617, Backward time: 2.4276, DDP time: 0.0049, Total iter time: 4.8613 [2020-11-08 08:17:01,971][root][INFO] - ===> Epoch[2377](2377/1): Loss -0.8687, Sem 0.0275, dir -0.9915, norm 0.0953, swav 0.0000 LR: 5.596e-02 Score 98.946 Data time: 0.2992, Forward time: 2.2619, Backward time: 2.4275, DDP time: 0.0049, Total iter time: 5.5242 [2020-11-08 08:17:07,045][root][INFO] - ===> Epoch[2378](2378/1): Loss -0.8741, Sem 0.0275, dir -0.9919, norm 0.0904, swav 0.0000 LR: 5.595e-02 Score 98.933 Data time: 0.2660, Forward time: 2.2620, Backward time: 2.4274, DDP time: 0.0049, Total iter time: 4.9461 [2020-11-08 08:17:12,413][root][INFO] - ===> Epoch[2379](2379/1): Loss -0.8777, Sem 0.0282, dir -0.9923, norm 0.0865, swav 0.0000 LR: 5.593e-02 Score 98.909 Data time: 0.1850, Forward time: 2.2619, Backward time: 2.4277, DDP time: 0.0049, Total iter time: 5.2472 [2020-11-08 08:17:17,316][root][INFO] - ===> Epoch[2380](2380/1): Loss -0.8756, Sem 0.0267, dir -0.9915, norm 0.0892, swav 0.0000 LR: 5.591e-02 Score 98.960 Data time: 0.2399, Forward time: 2.2620, Backward time: 2.4275, DDP time: 0.0049, Total iter time: 4.8248 [2020-11-08 08:17:21,914][root][INFO] - ===> Epoch[2381](2381/1): Loss -0.8698, Sem 0.0260, dir -0.9904, norm 0.0946, swav 0.0000 LR: 5.589e-02 Score 99.002 Data time: 0.2128, Forward time: 2.2619, Backward time: 2.4274, DDP time: 0.0049, Total iter time: 4.4953 [2020-11-08 08:17:26,432][root][INFO] - ===> Epoch[2382](2382/1): Loss -0.8668, Sem 0.0280, dir -0.9907, norm 0.0959, swav 0.0000 LR: 5.587e-02 Score 98.927 Data time: 0.2047, Forward time: 2.2619, Backward time: 2.4272, DDP time: 0.0049, Total iter time: 4.4293 [2020-11-08 08:17:31,592][root][INFO] - ===> Epoch[2383](2383/1): Loss -0.8742, Sem 0.0254, dir -0.9908, norm 0.0912, swav 0.0000 LR: 5.585e-02 Score 99.025 Data time: 0.2467, Forward time: 2.2620, Backward time: 2.4271, DDP time: 0.0049, Total iter time: 5.0714 [2020-11-08 08:17:36,040][root][INFO] - ===> Epoch[2384](2384/1): Loss -0.8568, Sem 0.0279, dir -0.9884, norm 0.1037, swav 0.0000 LR: 5.583e-02 Score 98.920 Data time: 0.2092, Forward time: 2.2620, Backward time: 2.4269, DDP time: 0.0049, Total iter time: 4.3315 [2020-11-08 08:17:41,013][root][INFO] - ===> Epoch[2385](2385/1): Loss -0.8653, Sem 0.0270, dir -0.9906, norm 0.0982, swav 0.0000 LR: 5.581e-02 Score 98.967 Data time: 0.2454, Forward time: 2.2621, Backward time: 2.4268, DDP time: 0.0049, Total iter time: 4.8644 [2020-11-08 08:17:46,003][root][INFO] - ===> Epoch[2386](2386/1): Loss -0.8763, Sem 0.0257, dir -0.9915, norm 0.0895, swav 0.0000 LR: 5.579e-02 Score 99.008 Data time: 0.2505, Forward time: 2.2621, Backward time: 2.4267, DDP time: 0.0049, Total iter time: 4.8593 [2020-11-08 08:17:50,733][root][INFO] - ===> Epoch[2387](2387/1): Loss -0.8560, Sem 0.0275, dir -0.9895, norm 0.1060, swav 0.0000 LR: 5.577e-02 Score 98.941 Data time: 0.2018, Forward time: 2.2620, Backward time: 2.4267, DDP time: 0.0049, Total iter time: 4.6271 [2020-11-08 08:17:55,700][root][INFO] - ===> Epoch[2388](2388/1): Loss -0.8509, Sem 0.0270, dir -0.9880, norm 0.1100, swav 0.0000 LR: 5.575e-02 Score 98.960 Data time: 0.2429, Forward time: 2.2621, Backward time: 2.4265, DDP time: 0.0049, Total iter time: 4.8512 [2020-11-08 08:18:00,681][root][INFO] - ===> Epoch[2389](2389/1): Loss -0.8728, Sem 0.0269, dir -0.9909, norm 0.0911, swav 0.0000 LR: 5.573e-02 Score 98.965 Data time: 0.2509, Forward time: 2.2622, Backward time: 2.4264, DDP time: 0.0049, Total iter time: 4.8487 [2020-11-08 08:18:05,921][root][INFO] - ===> Epoch[2390](2390/1): Loss -0.8664, Sem 0.0252, dir -0.9900, norm 0.0984, swav 0.0000 LR: 5.572e-02 Score 99.020 Data time: 0.2821, Forward time: 2.2623, Backward time: 2.4264, DDP time: 0.0049, Total iter time: 5.1136 [2020-11-08 08:18:11,291][root][INFO] - ===> Epoch[2391](2391/1): Loss -0.8546, Sem 0.0257, dir -0.9898, norm 0.1094, swav 0.0000 LR: 5.570e-02 Score 99.015 Data time: 0.2739, Forward time: 2.2625, Backward time: 2.4262, DDP time: 0.0049, Total iter time: 5.2177 [2020-11-08 08:18:16,227][root][INFO] - ===> Epoch[2392](2392/1): Loss -0.8764, Sem 0.0257, dir -0.9913, norm 0.0892, swav 0.0000 LR: 5.568e-02 Score 99.004 Data time: 0.2340, Forward time: 2.2626, Backward time: 2.4261, DDP time: 0.0049, Total iter time: 4.8080 [2020-11-08 08:18:21,575][root][INFO] - ===> Epoch[2393](2393/1): Loss -0.8707, Sem 0.0269, dir -0.9911, norm 0.0935, swav 0.0000 LR: 5.566e-02 Score 98.959 Data time: 0.2733, Forward time: 2.2628, Backward time: 2.4260, DDP time: 0.0049, Total iter time: 5.2181 [2020-11-08 08:18:26,466][root][INFO] - ===> Epoch[2394](2394/1): Loss -0.8470, Sem 0.0273, dir -0.9872, norm 0.1128, swav 0.0000 LR: 5.564e-02 Score 98.947 Data time: 0.2386, Forward time: 2.2629, Backward time: 2.4258, DDP time: 0.0049, Total iter time: 4.7737 [2020-11-08 08:18:31,688][root][INFO] - ===> Epoch[2395](2395/1): Loss -0.8712, Sem 0.0274, dir -0.9905, norm 0.0919, swav 0.0000 LR: 5.562e-02 Score 98.946 Data time: 0.2279, Forward time: 2.2629, Backward time: 2.4258, DDP time: 0.0049, Total iter time: 5.1089 [2020-11-08 08:18:36,643][root][INFO] - ===> Epoch[2396](2396/1): Loss -0.8732, Sem 0.0260, dir -0.9909, norm 0.0916, swav 0.0000 LR: 5.560e-02 Score 99.008 Data time: 0.1882, Forward time: 2.2628, Backward time: 2.4259, DDP time: 0.0049, Total iter time: 4.8257 [2020-11-08 08:18:42,107][root][INFO] - ===> Epoch[2397](2397/1): Loss -0.8567, Sem 0.0270, dir -0.9895, norm 0.1058, swav 0.0000 LR: 5.558e-02 Score 98.971 Data time: 0.2164, Forward time: 2.2628, Backward time: 2.4261, DDP time: 0.0049, Total iter time: 5.3787 [2020-11-08 08:18:47,364][root][INFO] - ===> Epoch[2398](2398/1): Loss -0.8637, Sem 0.0278, dir -0.9905, norm 0.0990, swav 0.0000 LR: 5.556e-02 Score 98.931 Data time: 0.2464, Forward time: 2.2629, Backward time: 2.4261, DDP time: 0.0049, Total iter time: 5.1354 [2020-11-08 08:18:52,572][root][INFO] - ===> Epoch[2399](2399/1): Loss -0.8772, Sem 0.0270, dir -0.9909, norm 0.0867, swav 0.0000 LR: 5.554e-02 Score 98.983 Data time: 0.2585, Forward time: 2.2631, Backward time: 2.4260, DDP time: 0.0049, Total iter time: 5.0897 [2020-11-08 08:18:57,318][root][INFO] - ===> Epoch[2400](2400/1): Loss -0.8708, Sem 0.0256, dir -0.9897, norm 0.0934, swav 0.0000 LR: 5.552e-02 Score 99.020 Data time: 0.1994, Forward time: 2.2630, Backward time: 2.4259, DDP time: 0.0049, Total iter time: 4.6188 [2020-11-08 08:19:02,077][root][INFO] - ===> Epoch[2401](2401/1): Loss -0.8669, Sem 0.0278, dir -0.9909, norm 0.0962, swav 0.0000 LR: 5.550e-02 Score 98.928 Data time: 0.2350, Forward time: 2.2631, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 4.6361 [2020-11-08 08:19:06,934][root][INFO] - ===> Epoch[2402](2402/1): Loss -0.8699, Sem 0.0255, dir -0.9908, norm 0.0954, swav 0.0000 LR: 5.548e-02 Score 99.025 Data time: 0.2096, Forward time: 2.2630, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 4.7338 [2020-11-08 08:19:12,167][root][INFO] - ===> Epoch[2403](2403/1): Loss -0.8683, Sem 0.0273, dir -0.9903, norm 0.0947, swav 0.0000 LR: 5.547e-02 Score 98.948 Data time: 0.2386, Forward time: 2.2630, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 5.1243 [2020-11-08 08:19:17,182][root][INFO] - ===> Epoch[2404](2404/1): Loss -0.8751, Sem 0.0268, dir -0.9906, norm 0.0887, swav 0.0000 LR: 5.545e-02 Score 98.975 Data time: 0.2528, Forward time: 2.2632, Backward time: 2.4255, DDP time: 0.0049, Total iter time: 4.8737 [2020-11-08 08:19:22,725][root][INFO] - ===> Epoch[2405](2405/1): Loss -0.8784, Sem 0.0282, dir -0.9922, norm 0.0856, swav 0.0000 LR: 5.543e-02 Score 98.919 Data time: 0.2337, Forward time: 2.2632, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 5.4076 [2020-11-08 08:19:27,657][root][INFO] - ===> Epoch[2406](2406/1): Loss -0.8767, Sem 0.0262, dir -0.9919, norm 0.0889, swav 0.0000 LR: 5.541e-02 Score 98.994 Data time: 0.2127, Forward time: 2.2631, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 4.8149 [2020-11-08 08:19:32,705][root][INFO] - ===> Epoch[2407](2407/1): Loss -0.8754, Sem 0.0274, dir -0.9917, norm 0.0888, swav 0.0000 LR: 5.539e-02 Score 98.949 Data time: 0.2171, Forward time: 2.2631, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 4.9214 [2020-11-08 08:19:37,489][root][INFO] - ===> Epoch[2408](2408/1): Loss -0.8717, Sem 0.0282, dir -0.9904, norm 0.0905, swav 0.0000 LR: 5.537e-02 Score 98.921 Data time: 0.2363, Forward time: 2.2631, Backward time: 2.4256, DDP time: 0.0049, Total iter time: 4.6642 [2020-11-08 08:19:42,522][root][INFO] - ===> Epoch[2409](2409/1): Loss -0.8759, Sem 0.0283, dir -0.9912, norm 0.0870, swav 0.0000 LR: 5.535e-02 Score 98.918 Data time: 0.1888, Forward time: 2.2630, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 4.9077 [2020-11-08 08:19:47,982][root][INFO] - ===> Epoch[2410](2410/1): Loss -0.8762, Sem 0.0264, dir -0.9918, norm 0.0893, swav 0.0000 LR: 5.533e-02 Score 98.969 Data time: 0.2699, Forward time: 2.2632, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 5.3700 [2020-11-08 08:19:52,846][root][INFO] - ===> Epoch[2411](2411/1): Loss -0.8780, Sem 0.0257, dir -0.9911, norm 0.0874, swav 0.0000 LR: 5.531e-02 Score 99.008 Data time: 0.2055, Forward time: 2.2630, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 4.7316 [2020-11-08 08:19:57,626][root][INFO] - ===> Epoch[2412](2412/1): Loss -0.8792, Sem 0.0255, dir -0.9919, norm 0.0872, swav 0.0000 LR: 5.529e-02 Score 99.009 Data time: 0.1844, Forward time: 2.2629, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 4.6856 [2020-11-08 08:20:02,413][root][INFO] - ===> Epoch[2413](2413/1): Loss -0.8707, Sem 0.0271, dir -0.9894, norm 0.0917, swav 0.0000 LR: 5.527e-02 Score 98.970 Data time: 0.1707, Forward time: 2.2627, Backward time: 2.4258, DDP time: 0.0049, Total iter time: 4.6668 [2020-11-08 08:20:07,520][root][INFO] - ===> Epoch[2414](2414/1): Loss -0.8698, Sem 0.0279, dir -0.9911, norm 0.0934, swav 0.0000 LR: 5.525e-02 Score 98.929 Data time: 0.2251, Forward time: 2.2626, Backward time: 2.4260, DDP time: 0.0049, Total iter time: 5.0087 [2020-11-08 08:20:12,338][root][INFO] - ===> Epoch[2415](2415/1): Loss -0.8779, Sem 0.0284, dir -0.9914, norm 0.0851, swav 0.0000 LR: 5.524e-02 Score 98.903 Data time: 0.2104, Forward time: 2.2626, Backward time: 2.4259, DDP time: 0.0049, Total iter time: 4.6912 [2020-11-08 08:20:17,463][root][INFO] - ===> Epoch[2416](2416/1): Loss -0.8649, Sem 0.0278, dir -0.9907, norm 0.0980, swav 0.0000 LR: 5.522e-02 Score 98.935 Data time: 0.1916, Forward time: 2.2625, Backward time: 2.4260, DDP time: 0.0049, Total iter time: 5.0023 [2020-11-08 08:20:23,335][root][INFO] - ===> Epoch[2417](2417/1): Loss -0.8746, Sem 0.0261, dir -0.9916, norm 0.0909, swav 0.0000 LR: 5.520e-02 Score 98.996 Data time: 0.2056, Forward time: 2.2624, Backward time: 2.4264, DDP time: 0.0049, Total iter time: 5.7538 [2020-11-08 08:20:28,827][root][INFO] - ===> Epoch[2418](2418/1): Loss -0.8791, Sem 0.0264, dir -0.9913, norm 0.0858, swav 0.0000 LR: 5.518e-02 Score 98.988 Data time: 0.2072, Forward time: 2.2623, Backward time: 2.4266, DDP time: 0.0049, Total iter time: 5.3632 [2020-11-08 08:20:33,785][root][INFO] - ===> Epoch[2419](2419/1): Loss -0.8781, Sem 0.0259, dir -0.9912, norm 0.0871, swav 0.0000 LR: 5.516e-02 Score 99.009 Data time: 0.1971, Forward time: 2.2622, Backward time: 2.4267, DDP time: 0.0049, Total iter time: 4.8252 [2020-11-08 08:20:38,346][root][INFO] - ===> Epoch[2420](2420/1): Loss -0.8679, Sem 0.0266, dir -0.9908, norm 0.0963, swav 0.0000 LR: 5.514e-02 Score 98.962 Data time: 0.1982, Forward time: 2.2621, Backward time: 2.4266, DDP time: 0.0049, Total iter time: 4.4675 [2020-11-08 08:20:44,559][root][INFO] - ===> Epoch[2421](2421/1): Loss -0.8688, Sem 0.0269, dir -0.9903, norm 0.0946, swav 0.0000 LR: 5.512e-02 Score 98.963 Data time: 0.2304, Forward time: 2.2621, Backward time: 2.4270, DDP time: 0.0049, Total iter time: 6.0890 [2020-11-08 08:20:49,584][root][INFO] - ===> Epoch[2422](2422/1): Loss -0.8731, Sem 0.0265, dir -0.9910, norm 0.0913, swav 0.0000 LR: 5.510e-02 Score 98.987 Data time: 0.2163, Forward time: 2.2621, Backward time: 2.4270, DDP time: 0.0049, Total iter time: 4.8955 [2020-11-08 08:20:54,190][root][INFO] - ===> Epoch[2423](2423/1): Loss -0.8631, Sem 0.0266, dir -0.9897, norm 0.1000, swav 0.0000 LR: 5.508e-02 Score 98.974 Data time: 0.2194, Forward time: 2.2620, Backward time: 2.4269, DDP time: 0.0049, Total iter time: 4.4820 [2020-11-08 08:20:59,253][root][INFO] - ===> Epoch[2424](2424/1): Loss -0.8632, Sem 0.0278, dir -0.9894, norm 0.0984, swav 0.0000 LR: 5.506e-02 Score 98.940 Data time: 0.2405, Forward time: 2.2621, Backward time: 2.4268, DDP time: 0.0049, Total iter time: 4.9500 [2020-11-08 08:21:03,828][root][INFO] - ===> Epoch[2425](2425/1): Loss -0.8776, Sem 0.0263, dir -0.9912, norm 0.0874, swav 0.0000 LR: 5.504e-02 Score 98.981 Data time: 0.2260, Forward time: 2.2621, Backward time: 2.4266, DDP time: 0.0049, Total iter time: 4.4441 [2020-11-08 08:21:09,060][root][INFO] - ===> Epoch[2426](2426/1): Loss -0.8829, Sem 0.0275, dir -0.9921, norm 0.0817, swav 0.0000 LR: 5.502e-02 Score 98.952 Data time: 0.2577, Forward time: 2.2623, Backward time: 2.4265, DDP time: 0.0049, Total iter time: 5.0892 [2020-11-08 08:21:14,138][root][INFO] - ===> Epoch[2427](2427/1): Loss -0.8778, Sem 0.0271, dir -0.9908, norm 0.0860, swav 0.0000 LR: 5.500e-02 Score 98.967 Data time: 0.2181, Forward time: 2.2623, Backward time: 2.4265, DDP time: 0.0049, Total iter time: 4.9449 [2020-11-08 08:21:19,177][root][INFO] - ===> Epoch[2428](2428/1): Loss -0.8738, Sem 0.0282, dir -0.9909, norm 0.0890, swav 0.0000 LR: 5.499e-02 Score 98.930 Data time: 0.2658, Forward time: 2.2624, Backward time: 2.4263, DDP time: 0.0049, Total iter time: 4.9062 [2020-11-08 08:21:24,392][root][INFO] - ===> Epoch[2429](2429/1): Loss -0.8796, Sem 0.0267, dir -0.9924, norm 0.0862, swav 0.0000 LR: 5.497e-02 Score 98.963 Data time: 0.2267, Forward time: 2.2625, Backward time: 2.4263, DDP time: 0.0049, Total iter time: 5.0970 [2020-11-08 08:21:29,277][root][INFO] - ===> Epoch[2430](2430/1): Loss -0.8765, Sem 0.0282, dir -0.9911, norm 0.0864, swav 0.0000 LR: 5.495e-02 Score 98.919 Data time: 0.1844, Forward time: 2.2623, Backward time: 2.4264, DDP time: 0.0049, Total iter time: 4.7517 [2020-11-08 08:21:34,410][root][INFO] - ===> Epoch[2431](2431/1): Loss -0.8809, Sem 0.0272, dir -0.9913, norm 0.0832, swav 0.0000 LR: 5.493e-02 Score 98.956 Data time: 0.2077, Forward time: 2.2622, Backward time: 2.4265, DDP time: 0.0049, Total iter time: 5.0215 [2020-11-08 08:21:39,172][root][INFO] - ===> Epoch[2432](2432/1): Loss -0.8804, Sem 0.0284, dir -0.9918, norm 0.0830, swav 0.0000 LR: 5.491e-02 Score 98.918 Data time: 0.2207, Forward time: 2.2622, Backward time: 2.4264, DDP time: 0.0049, Total iter time: 4.6525 [2020-11-08 08:21:43,972][root][INFO] - ===> Epoch[2433](2433/1): Loss -0.8764, Sem 0.0278, dir -0.9909, norm 0.0867, swav 0.0000 LR: 5.489e-02 Score 98.942 Data time: 0.2365, Forward time: 2.2622, Backward time: 2.4263, DDP time: 0.0049, Total iter time: 4.6755 [2020-11-08 08:21:49,148][root][INFO] - ===> Epoch[2434](2434/1): Loss -0.8757, Sem 0.0263, dir -0.9910, norm 0.0890, swav 0.0000 LR: 5.487e-02 Score 98.977 Data time: 0.2387, Forward time: 2.2622, Backward time: 2.4263, DDP time: 0.0049, Total iter time: 5.0475 [2020-11-08 08:21:54,076][root][INFO] - ===> Epoch[2435](2435/1): Loss -0.8787, Sem 0.0264, dir -0.9911, norm 0.0860, swav 0.0000 LR: 5.485e-02 Score 98.987 Data time: 0.2396, Forward time: 2.2622, Backward time: 2.4263, DDP time: 0.0049, Total iter time: 4.8028 [2020-11-08 08:21:59,010][root][INFO] - ===> Epoch[2436](2436/1): Loss -0.8856, Sem 0.0270, dir -0.9926, norm 0.0799, swav 0.0000 LR: 5.483e-02 Score 98.965 Data time: 0.2389, Forward time: 2.2622, Backward time: 2.4262, DDP time: 0.0049, Total iter time: 4.8167 [2020-11-08 08:22:04,046][root][INFO] - ===> Epoch[2437](2437/1): Loss -0.8690, Sem 0.0265, dir -0.9896, norm 0.0940, swav 0.0000 LR: 5.481e-02 Score 98.977 Data time: 0.2566, Forward time: 2.2624, Backward time: 2.4260, DDP time: 0.0049, Total iter time: 4.9170 [2020-11-08 08:22:09,159][root][INFO] - ===> Epoch[2438](2438/1): Loss -0.8647, Sem 0.0272, dir -0.9900, norm 0.0982, swav 0.0000 LR: 5.479e-02 Score 98.950 Data time: 0.2399, Forward time: 2.2625, Backward time: 2.4259, DDP time: 0.0049, Total iter time: 4.9890 [2020-11-08 08:22:14,170][root][INFO] - ===> Epoch[2439](2439/1): Loss -0.8829, Sem 0.0264, dir -0.9927, norm 0.0834, swav 0.0000 LR: 5.477e-02 Score 98.983 Data time: 0.1988, Forward time: 2.2625, Backward time: 2.4259, DDP time: 0.0049, Total iter time: 4.8905 [2020-11-08 08:22:18,895][root][INFO] - ===> Epoch[2440](2440/1): Loss -0.8836, Sem 0.0258, dir -0.9922, norm 0.0828, swav 0.0000 LR: 5.475e-02 Score 99.002 Data time: 0.2236, Forward time: 2.2625, Backward time: 2.4258, DDP time: 0.0049, Total iter time: 4.6051 [2020-11-08 08:22:24,124][root][INFO] - ===> Epoch[2441](2441/1): Loss -0.8791, Sem 0.0254, dir -0.9913, norm 0.0868, swav 0.0000 LR: 5.473e-02 Score 99.016 Data time: 0.2628, Forward time: 2.2626, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 5.1119 [2020-11-08 08:22:29,179][root][INFO] - ===> Epoch[2442](2442/1): Loss -0.8824, Sem 0.0257, dir -0.9912, norm 0.0831, swav 0.0000 LR: 5.472e-02 Score 99.014 Data time: 0.2071, Forward time: 2.2626, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 4.9326 [2020-11-08 08:22:34,058][root][INFO] - ===> Epoch[2443](2443/1): Loss -0.8824, Sem 0.0268, dir -0.9922, norm 0.0830, swav 0.0000 LR: 5.470e-02 Score 98.977 Data time: 0.1810, Forward time: 2.2624, Backward time: 2.4259, DDP time: 0.0049, Total iter time: 4.7639 [2020-11-08 08:22:38,904][root][INFO] - ===> Epoch[2444](2444/1): Loss -0.8940, Sem 0.0256, dir -0.9932, norm 0.0736, swav 0.0000 LR: 5.468e-02 Score 99.004 Data time: 0.2407, Forward time: 2.2624, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 4.7738 [2020-11-08 08:22:43,718][root][INFO] - ===> Epoch[2445](2445/1): Loss -0.8788, Sem 0.0270, dir -0.9921, norm 0.0862, swav 0.0000 LR: 5.466e-02 Score 98.947 Data time: 0.2420, Forward time: 2.2625, Backward time: 2.4255, DDP time: 0.0049, Total iter time: 4.6993 [2020-11-08 08:22:48,802][root][INFO] - ===> Epoch[2446](2446/1): Loss -0.8906, Sem 0.0256, dir -0.9927, norm 0.0765, swav 0.0000 LR: 5.464e-02 Score 99.005 Data time: 0.2301, Forward time: 2.2626, Backward time: 2.4255, DDP time: 0.0049, Total iter time: 4.9748 [2020-11-08 08:22:53,700][root][INFO] - ===> Epoch[2447](2447/1): Loss -0.8861, Sem 0.0259, dir -0.9926, norm 0.0805, swav 0.0000 LR: 5.462e-02 Score 99.005 Data time: 0.2214, Forward time: 2.2626, Backward time: 2.4254, DDP time: 0.0049, Total iter time: 4.7740 [2020-11-08 08:22:58,547][root][INFO] - ===> Epoch[2448](2448/1): Loss -0.8761, Sem 0.0266, dir -0.9919, norm 0.0892, swav 0.0000 LR: 5.460e-02 Score 98.977 Data time: 0.2380, Forward time: 2.2627, Backward time: 2.4252, DDP time: 0.0049, Total iter time: 4.7403 [2020-11-08 08:23:03,333][root][INFO] - ===> Epoch[2449](2449/1): Loss -0.8706, Sem 0.0253, dir -0.9899, norm 0.0940, swav 0.0000 LR: 5.458e-02 Score 99.022 Data time: 0.1862, Forward time: 2.2626, Backward time: 2.4252, DDP time: 0.0049, Total iter time: 4.6624 [2020-11-08 08:23:08,207][root][INFO] - ===> Epoch[2450](2450/1): Loss -0.8611, Sem 0.0274, dir -0.9897, norm 0.1011, swav 0.0000 LR: 5.456e-02 Score 98.950 Data time: 0.2203, Forward time: 2.2625, Backward time: 2.4253, DDP time: 0.0049, Total iter time: 4.7814 [2020-11-08 08:23:13,236][root][INFO] - ===> Epoch[2451](2451/1): Loss -0.8766, Sem 0.0281, dir -0.9915, norm 0.0868, swav 0.0000 LR: 5.454e-02 Score 98.928 Data time: 0.1928, Forward time: 2.2624, Backward time: 2.4254, DDP time: 0.0049, Total iter time: 4.9128 [2020-11-08 08:23:18,295][root][INFO] - ===> Epoch[2452](2452/1): Loss -0.8833, Sem 0.0270, dir -0.9928, norm 0.0826, swav 0.0000 LR: 5.452e-02 Score 98.959 Data time: 0.2119, Forward time: 2.2623, Backward time: 2.4254, DDP time: 0.0049, Total iter time: 4.9634 [2020-11-08 08:23:23,044][root][INFO] - ===> Epoch[2453](2453/1): Loss -0.8690, Sem 0.0273, dir -0.9909, norm 0.0946, swav 0.0000 LR: 5.450e-02 Score 98.957 Data time: 0.2683, Forward time: 2.2624, Backward time: 2.4252, DDP time: 0.0049, Total iter time: 4.6330 [2020-11-08 08:23:27,902][root][INFO] - ===> Epoch[2454](2454/1): Loss -0.8681, Sem 0.0270, dir -0.9895, norm 0.0944, swav 0.0000 LR: 5.448e-02 Score 98.959 Data time: 0.2235, Forward time: 2.2624, Backward time: 2.4251, DDP time: 0.0049, Total iter time: 4.7372 [2020-11-08 08:23:33,049][root][INFO] - ===> Epoch[2455](2455/1): Loss -0.8747, Sem 0.0248, dir -0.9912, norm 0.0917, swav 0.0000 LR: 5.447e-02 Score 99.038 Data time: 0.2266, Forward time: 2.2624, Backward time: 2.4251, DDP time: 0.0049, Total iter time: 5.0394 [2020-11-08 08:23:37,921][root][INFO] - ===> Epoch[2456](2456/1): Loss -0.8836, Sem 0.0257, dir -0.9922, norm 0.0829, swav 0.0000 LR: 5.445e-02 Score 99.003 Data time: 0.2080, Forward time: 2.2623, Backward time: 2.4251, DDP time: 0.0049, Total iter time: 4.7528 [2020-11-08 08:23:42,884][root][INFO] - ===> Epoch[2457](2457/1): Loss -0.8825, Sem 0.0256, dir -0.9927, norm 0.0847, swav 0.0000 LR: 5.443e-02 Score 99.007 Data time: 0.2327, Forward time: 2.2624, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 4.8437 [2020-11-08 08:23:48,088][root][INFO] - ===> Epoch[2458](2458/1): Loss -0.8739, Sem 0.0276, dir -0.9922, norm 0.0907, swav 0.0000 LR: 5.441e-02 Score 98.947 Data time: 0.2513, Forward time: 2.2626, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 5.0841 [2020-11-08 08:23:53,019][root][INFO] - ===> Epoch[2459](2459/1): Loss -0.8694, Sem 0.0259, dir -0.9911, norm 0.0958, swav 0.0000 LR: 5.439e-02 Score 99.006 Data time: 0.2223, Forward time: 2.2625, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 4.7592 [2020-11-08 08:23:58,116][root][INFO] - ===> Epoch[2460](2460/1): Loss -0.8792, Sem 0.0260, dir -0.9918, norm 0.0866, swav 0.0000 LR: 5.437e-02 Score 98.990 Data time: 0.2086, Forward time: 2.2625, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 4.9934 [2020-11-08 08:24:03,543][root][INFO] - ===> Epoch[2461](2461/1): Loss -0.8642, Sem 0.0268, dir -0.9891, norm 0.0982, swav 0.0000 LR: 5.435e-02 Score 98.967 Data time: 0.2337, Forward time: 2.2625, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 5.3130 [2020-11-08 08:24:08,508][root][INFO] - ===> Epoch[2462](2462/1): Loss -0.8665, Sem 0.0262, dir -0.9916, norm 0.0988, swav 0.0000 LR: 5.433e-02 Score 98.998 Data time: 0.2804, Forward time: 2.2626, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 4.8339 [2020-11-08 08:24:13,449][root][INFO] - ===> Epoch[2463](2463/1): Loss -0.8784, Sem 0.0261, dir -0.9917, norm 0.0872, swav 0.0000 LR: 5.431e-02 Score 98.982 Data time: 0.2205, Forward time: 2.2627, Backward time: 2.4247, DDP time: 0.0049, Total iter time: 4.8007 [2020-11-08 08:24:18,482][root][INFO] - ===> Epoch[2464](2464/1): Loss -0.8750, Sem 0.0263, dir -0.9914, norm 0.0901, swav 0.0000 LR: 5.429e-02 Score 98.977 Data time: 0.1772, Forward time: 2.2625, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 4.9116 [2020-11-08 08:24:23,326][root][INFO] - ===> Epoch[2465](2465/1): Loss -0.8735, Sem 0.0277, dir -0.9903, norm 0.0892, swav 0.0000 LR: 5.427e-02 Score 98.942 Data time: 0.2069, Forward time: 2.2624, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 4.7376 [2020-11-08 08:24:28,401][root][INFO] - ===> Epoch[2466](2466/1): Loss -0.8795, Sem 0.0252, dir -0.9915, norm 0.0867, swav 0.0000 LR: 5.425e-02 Score 99.025 Data time: 0.2025, Forward time: 2.2624, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 4.9589 [2020-11-08 08:24:33,939][root][INFO] - ===> Epoch[2467](2467/1): Loss -0.8592, Sem 0.0274, dir -0.9881, norm 0.1016, swav 0.0000 LR: 5.423e-02 Score 98.957 Data time: 0.1886, Forward time: 2.2623, Backward time: 2.4252, DDP time: 0.0049, Total iter time: 5.4133 [2020-11-08 08:24:39,040][root][INFO] - ===> Epoch[2468](2468/1): Loss -0.8724, Sem 0.0278, dir -0.9907, norm 0.0906, swav 0.0000 LR: 5.422e-02 Score 98.918 Data time: 0.2185, Forward time: 2.2622, Backward time: 2.4253, DDP time: 0.0049, Total iter time: 4.9945 [2020-11-08 08:24:43,824][root][INFO] - ===> Epoch[2469](2469/1): Loss -0.8876, Sem 0.0269, dir -0.9928, norm 0.0783, swav 0.0000 LR: 5.420e-02 Score 98.955 Data time: 0.2466, Forward time: 2.2622, Backward time: 2.4251, DDP time: 0.0049, Total iter time: 4.6543 [2020-11-08 08:24:48,460][root][INFO] - ===> Epoch[2470](2470/1): Loss -0.8718, Sem 0.0268, dir -0.9911, norm 0.0926, swav 0.0000 LR: 5.418e-02 Score 98.971 Data time: 0.1727, Forward time: 2.2621, Backward time: 2.4251, DDP time: 0.0049, Total iter time: 4.5016 [2020-11-08 08:24:53,488][root][INFO] - ===> Epoch[2471](2471/1): Loss -0.8552, Sem 0.0260, dir -0.9890, norm 0.1077, swav 0.0000 LR: 5.416e-02 Score 98.997 Data time: 0.2836, Forward time: 2.2622, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 4.9207 [2020-11-08 08:24:58,832][root][INFO] - ===> Epoch[2472](2472/1): Loss -0.8883, Sem 0.0261, dir -0.9925, norm 0.0781, swav 0.0000 LR: 5.414e-02 Score 98.989 Data time: 0.2650, Forward time: 2.2624, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 5.2119 [2020-11-08 08:25:04,001][root][INFO] - ===> Epoch[2473](2473/1): Loss -0.8770, Sem 0.0264, dir -0.9917, norm 0.0882, swav 0.0000 LR: 5.412e-02 Score 98.977 Data time: 0.2524, Forward time: 2.2625, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 5.0278 [2020-11-08 08:25:08,805][root][INFO] - ===> Epoch[2474](2474/1): Loss -0.8687, Sem 0.0254, dir -0.9907, norm 0.0965, swav 0.0000 LR: 5.410e-02 Score 99.012 Data time: 0.1981, Forward time: 2.2624, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 4.6753 [2020-11-08 08:25:14,051][root][INFO] - ===> Epoch[2475](2475/1): Loss -0.8681, Sem 0.0253, dir -0.9911, norm 0.0977, swav 0.0000 LR: 5.408e-02 Score 99.006 Data time: 0.2205, Forward time: 2.2624, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 5.0943 [2020-11-08 08:25:19,468][root][INFO] - ===> Epoch[2476](2476/1): Loss -0.8718, Sem 0.0267, dir -0.9911, norm 0.0925, swav 0.0000 LR: 5.406e-02 Score 98.964 Data time: 0.2162, Forward time: 2.2624, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 5.3023 [2020-11-08 08:25:24,473][root][INFO] - ===> Epoch[2477](2477/1): Loss -0.8727, Sem 0.0264, dir -0.9910, norm 0.0918, swav 0.0000 LR: 5.404e-02 Score 98.995 Data time: 0.1969, Forward time: 2.2623, Backward time: 2.4251, DDP time: 0.0049, Total iter time: 4.8849 [2020-11-08 08:25:29,669][root][INFO] - ===> Epoch[2478](2478/1): Loss -0.8694, Sem 0.0273, dir -0.9911, norm 0.0944, swav 0.0000 LR: 5.402e-02 Score 98.949 Data time: 0.2487, Forward time: 2.2625, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 5.0879 [2020-11-08 08:25:34,591][root][INFO] - ===> Epoch[2479](2479/1): Loss -0.8818, Sem 0.0263, dir -0.9917, norm 0.0837, swav 0.0000 LR: 5.400e-02 Score 98.993 Data time: 0.2007, Forward time: 2.2624, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 4.7707 [2020-11-08 08:25:39,549][root][INFO] - ===> Epoch[2480](2480/1): Loss -0.8748, Sem 0.0251, dir -0.9917, norm 0.0918, swav 0.0000 LR: 5.398e-02 Score 99.025 Data time: 0.2013, Forward time: 2.2623, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 4.8429 [2020-11-08 08:25:44,468][root][INFO] - ===> Epoch[2481](2481/1): Loss -0.8814, Sem 0.0259, dir -0.9920, norm 0.0847, swav 0.0000 LR: 5.396e-02 Score 98.997 Data time: 0.2172, Forward time: 2.2623, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 4.7982 [2020-11-08 08:25:49,317][root][INFO] - ===> Epoch[2482](2482/1): Loss -0.8819, Sem 0.0253, dir -0.9923, norm 0.0851, swav 0.0000 LR: 5.395e-02 Score 99.021 Data time: 0.2371, Forward time: 2.2624, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 4.7250 [2020-11-08 08:25:54,326][root][INFO] - ===> Epoch[2483](2483/1): Loss -0.8740, Sem 0.0260, dir -0.9910, norm 0.0909, swav 0.0000 LR: 5.393e-02 Score 98.997 Data time: 0.2177, Forward time: 2.2624, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 4.8864 [2020-11-08 08:25:59,783][root][INFO] - ===> Epoch[2484](2484/1): Loss -0.8730, Sem 0.0273, dir -0.9907, norm 0.0903, swav 0.0000 LR: 5.391e-02 Score 98.957 Data time: 0.2045, Forward time: 2.2623, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 5.3369 [2020-11-08 08:26:05,339][root][INFO] - ===> Epoch[2485](2485/1): Loss -0.8749, Sem 0.0266, dir -0.9913, norm 0.0897, swav 0.0000 LR: 5.389e-02 Score 98.979 Data time: 0.2237, Forward time: 2.2623, Backward time: 2.4252, DDP time: 0.0049, Total iter time: 5.4475 [2020-11-08 08:26:10,203][root][INFO] - ===> Epoch[2486](2486/1): Loss -0.8788, Sem 0.0279, dir -0.9922, norm 0.0855, swav 0.0000 LR: 5.387e-02 Score 98.948 Data time: 0.2226, Forward time: 2.2623, Backward time: 2.4251, DDP time: 0.0049, Total iter time: 4.7359 [2020-11-08 08:26:15,154][root][INFO] - ===> Epoch[2487](2487/1): Loss -0.8831, Sem 0.0267, dir -0.9925, norm 0.0827, swav 0.0000 LR: 5.385e-02 Score 98.966 Data time: 0.2489, Forward time: 2.2624, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 4.8382 [2020-11-08 08:26:19,657][root][INFO] - ===> Epoch[2488](2488/1): Loss -0.8752, Sem 0.0286, dir -0.9907, norm 0.0869, swav 0.0000 LR: 5.383e-02 Score 98.925 Data time: 0.1896, Forward time: 2.2623, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 4.3767 [2020-11-08 08:26:24,856][root][INFO] - ===> Epoch[2489](2489/1): Loss -0.8781, Sem 0.0272, dir -0.9911, norm 0.0858, swav 0.0000 LR: 5.381e-02 Score 98.948 Data time: 0.2081, Forward time: 2.2623, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 5.1267 [2020-11-08 08:26:29,701][root][INFO] - ===> Epoch[2490](2490/1): Loss -0.8793, Sem 0.0273, dir -0.9921, norm 0.0855, swav 0.0000 LR: 5.379e-02 Score 98.956 Data time: 0.2038, Forward time: 2.2623, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 4.7498 [2020-11-08 08:26:34,827][root][INFO] - ===> Epoch[2491](2491/1): Loss -0.8856, Sem 0.0263, dir -0.9917, norm 0.0798, swav 0.0000 LR: 5.377e-02 Score 98.988 Data time: 0.1765, Forward time: 2.2621, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 4.9953 [2020-11-08 08:26:39,692][root][INFO] - ===> Epoch[2492](2492/1): Loss -0.8704, Sem 0.0278, dir -0.9901, norm 0.0918, swav 0.0000 LR: 5.375e-02 Score 98.939 Data time: 0.2374, Forward time: 2.2621, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 4.7702 [2020-11-08 08:26:45,174][root][INFO] - ===> Epoch[2493](2493/1): Loss -0.8761, Sem 0.0260, dir -0.9916, norm 0.0894, swav 0.0000 LR: 5.373e-02 Score 98.985 Data time: 0.2723, Forward time: 2.2624, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 5.3650 [2020-11-08 08:26:50,469][root][INFO] - ===> Epoch[2494](2494/1): Loss -0.8850, Sem 0.0259, dir -0.9922, norm 0.0814, swav 0.0000 LR: 5.371e-02 Score 99.002 Data time: 0.1631, Forward time: 2.2621, Backward time: 2.4252, DDP time: 0.0049, Total iter time: 5.1680 [2020-11-08 08:26:55,174][root][INFO] - ===> Epoch[2495](2495/1): Loss -0.8786, Sem 0.0253, dir -0.9914, norm 0.0874, swav 0.0000 LR: 5.369e-02 Score 99.023 Data time: 0.2345, Forward time: 2.2621, Backward time: 2.4251, DDP time: 0.0049, Total iter time: 4.6021 [2020-11-08 08:27:00,622][root][INFO] - ===> Epoch[2496](2496/1): Loss -0.8846, Sem 0.0255, dir -0.9914, norm 0.0813, swav 0.0000 LR: 5.368e-02 Score 99.007 Data time: 0.1931, Forward time: 2.2619, Backward time: 2.4254, DDP time: 0.0049, Total iter time: 5.3406 [2020-11-08 08:27:05,546][root][INFO] - ===> Epoch[2497](2497/1): Loss -0.8847, Sem 0.0267, dir -0.9922, norm 0.0808, swav 0.0000 LR: 5.366e-02 Score 98.969 Data time: 0.2249, Forward time: 2.2619, Backward time: 2.4254, DDP time: 0.0049, Total iter time: 4.8287 [2020-11-08 08:27:10,673][root][INFO] - ===> Epoch[2498](2498/1): Loss -0.8824, Sem 0.0268, dir -0.9922, norm 0.0830, swav 0.0000 LR: 5.364e-02 Score 98.962 Data time: 0.2310, Forward time: 2.2619, Backward time: 2.4254, DDP time: 0.0049, Total iter time: 5.0090 [2020-11-08 08:27:15,716][root][INFO] - ===> Epoch[2499](2499/1): Loss -0.8809, Sem 0.0262, dir -0.9922, norm 0.0851, swav 0.0000 LR: 5.362e-02 Score 98.985 Data time: 0.2082, Forward time: 2.2619, Backward time: 2.4254, DDP time: 0.0049, Total iter time: 4.9292 [2020-11-08 08:27:20,427][root][INFO] - ===> Epoch[2500](2500/1): Loss -0.8864, Sem 0.0256, dir -0.9924, norm 0.0804, swav 0.0000 LR: 5.360e-02 Score 99.013 Data time: 0.2355, Forward time: 2.2620, Backward time: 2.4252, DDP time: 0.0049, Total iter time: 4.5999 [2020-11-08 08:27:21,153][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 08:27:21,377][root][INFO] - ===> Start testing [2020-11-08 08:28:52,109][root][INFO] - 101/312: Data time: 0.0082, Iter time: 0.7144 Loss 3.014 (AVG: 2.211) Score 56.394 (AVG: 73.992) mIOU 29.931 mAP 39.409 mAcc 40.109 IOU: 69.380 94.161 26.387 47.392 62.013 43.227 44.448 27.334 7.698 39.182 16.008 20.358 27.900 33.928 15.461 0.000 0.000 14.016 0.000 9.732 mAP: 69.743 95.170 29.430 56.609 65.917 62.999 52.501 40.421 14.659 56.495 25.524 28.841 44.869 37.212 28.068 4.267 7.591 30.173 9.267 28.432 mAcc: 89.772 98.327 36.713 52.470 78.875 55.132 69.570 38.780 8.863 53.226 33.148 39.297 45.172 42.143 29.702 0.000 0.000 19.038 0.000 11.962 [2020-11-08 08:30:20,222][root][INFO] - 201/312: Data time: 0.0848, Iter time: 0.2431 Loss 0.164 (AVG: 2.359) Score 95.628 (AVG: 72.898) mIOU 29.485 mAP 39.559 mAcc 40.111 IOU: 69.210 93.469 23.640 47.864 63.613 42.603 42.672 29.219 6.924 35.072 15.655 16.476 26.064 35.710 18.345 0.000 0.000 12.707 0.000 10.453 mAP: 70.054 94.429 28.795 48.842 65.894 64.760 54.075 43.200 17.363 43.815 29.874 27.443 41.027 42.868 35.464 10.144 6.734 32.214 7.206 26.987 mAcc: 89.759 98.332 33.462 51.172 80.849 53.883 70.036 41.701 7.667 45.275 27.931 36.222 44.527 50.090 39.978 0.000 0.000 18.042 0.000 13.293 [2020-11-08 08:31:50,055][root][INFO] - 301/312: Data time: 0.0074, Iter time: 0.2406 Loss 1.456 (AVG: 2.456) Score 78.814 (AVG: 72.569) mIOU 28.951 mAP 39.511 mAcc 39.626 IOU: 69.025 93.718 22.042 41.824 61.073 43.881 40.165 28.605 6.717 40.933 14.515 17.168 27.746 32.597 15.008 0.000 0.000 13.689 0.000 10.318 mAP: 70.433 94.310 27.276 47.313 64.931 66.284 51.874 42.437 18.088 44.937 29.591 29.221 41.005 43.737 31.890 9.655 6.069 35.439 9.262 26.470 mAcc: 90.171 98.349 31.835 45.975 77.984 55.334 69.909 41.351 7.375 53.632 25.837 34.745 46.475 46.356 34.434 0.000 0.000 19.915 0.000 12.835 [2020-11-08 08:32:01,191][root][INFO] - 312/312: Data time: 0.0030, Iter time: 0.2386 Loss 0.882 (AVG: 2.420) Score 84.367 (AVG: 72.827) mIOU 29.305 mAP 39.922 mAcc 40.037 IOU: 69.177 93.761 22.051 44.255 61.146 43.390 40.748 28.903 6.766 40.730 15.453 17.881 28.365 34.206 14.450 0.000 0.000 14.359 0.000 10.463 mAP: 70.399 94.352 27.726 48.716 65.064 65.864 52.298 42.533 18.520 45.421 30.866 30.484 41.881 44.903 30.818 9.688 6.244 36.404 9.854 26.407 mAcc: 89.981 98.359 31.698 48.573 77.885 54.513 69.964 42.319 7.406 53.633 27.471 35.863 47.373 48.885 32.807 0.000 0.000 20.922 0.000 13.088 [2020-11-08 08:32:01,192][root][INFO] - Finished test. Elapsed time: 279.8137 [2020-11-08 08:32:15,071][root][INFO] - [2020-11-08 08:32:15,071][root][INFO] - ################################################################ [2020-11-08 08:32:15,071][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 08:32:15,072][root][INFO] - ################################################################ [2020-11-08 08:32:15,072][root][INFO] - cabinet : 0.012 0.035 0.138 [2020-11-08 08:32:15,072][root][INFO] - bed : 0.150 0.314 0.371 [2020-11-08 08:32:15,072][root][INFO] - chair : 0.458 0.630 0.734 [2020-11-08 08:32:15,072][root][INFO] - sofa : 0.216 0.437 0.573 [2020-11-08 08:32:15,072][root][INFO] - table : 0.089 0.170 0.275 [2020-11-08 08:32:15,072][root][INFO] - door : 0.074 0.155 0.283 [2020-11-08 08:32:15,072][root][INFO] - window : 0.000 0.001 0.016 [2020-11-08 08:32:15,072][root][INFO] - bookshelf : 0.012 0.043 0.182 [2020-11-08 08:32:15,072][root][INFO] - picture : 0.044 0.093 0.187 [2020-11-08 08:32:15,072][root][INFO] - counter : 0.000 0.001 0.030 [2020-11-08 08:32:15,072][root][INFO] - desk : 0.007 0.038 0.281 [2020-11-08 08:32:15,072][root][INFO] - curtain : 0.032 0.080 0.157 [2020-11-08 08:32:15,072][root][INFO] - refrigerator : 0.044 0.094 0.184 [2020-11-08 08:32:15,072][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 08:32:15,072][root][INFO] - toilet : 0.000 0.000 0.000 [2020-11-08 08:32:15,072][root][INFO] - sink : 0.003 0.018 0.173 [2020-11-08 08:32:15,072][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-08 08:32:15,072][root][INFO] - otherfurniture : 0.065 0.104 0.184 [2020-11-08 08:32:15,072][root][INFO] - ---------------------------------------------------------------- [2020-11-08 08:32:15,072][root][INFO] - average : 0.067 0.123 0.209 [2020-11-08 08:32:15,072][root][INFO] - [2020-11-08 08:32:15,325][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 08:32:16,001][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-08 08:32:16,231][root][INFO] - Current best mIoU: 29.305 at iter 2500 [2020-11-08 08:32:20,285][root][INFO] - ===> Epoch[2501](2501/1): Loss -0.8874, Sem 0.0269, dir -0.9924, norm 0.0782, swav 0.0000 LR: 5.358e-02 Score 98.961 Data time: 0.1780, Forward time: 2.2618, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 4.0479 [2020-11-08 08:32:24,871][root][INFO] - ===> Epoch[2502](2502/1): Loss -0.8864, Sem 0.0251, dir -0.9924, norm 0.0809, swav 0.0000 LR: 5.356e-02 Score 99.034 Data time: 0.1897, Forward time: 2.2617, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 4.4553 [2020-11-08 08:32:29,999][root][INFO] - ===> Epoch[2503](2503/1): Loss -0.8802, Sem 0.0270, dir -0.9918, norm 0.0846, swav 0.0000 LR: 5.354e-02 Score 98.964 Data time: 0.2131, Forward time: 2.2617, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 5.0182 [2020-11-08 08:32:35,494][root][INFO] - ===> Epoch[2504](2504/1): Loss -0.8809, Sem 0.0274, dir -0.9918, norm 0.0835, swav 0.0000 LR: 5.352e-02 Score 98.955 Data time: 0.2223, Forward time: 2.2616, Backward time: 2.4251, DDP time: 0.0049, Total iter time: 5.3771 [2020-11-08 08:32:40,726][root][INFO] - ===> Epoch[2505](2505/1): Loss -0.8857, Sem 0.0250, dir -0.9925, norm 0.0818, swav 0.0000 LR: 5.350e-02 Score 99.022 Data time: 0.2972, Forward time: 2.2618, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 5.1226 [2020-11-08 08:32:45,753][root][INFO] - ===> Epoch[2506](2506/1): Loss -0.8809, Sem 0.0262, dir -0.9921, norm 0.0850, swav 0.0000 LR: 5.348e-02 Score 98.981 Data time: 0.2419, Forward time: 2.2619, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 4.9062 [2020-11-08 08:32:50,960][root][INFO] - ===> Epoch[2507](2507/1): Loss -0.8831, Sem 0.0262, dir -0.9923, norm 0.0830, swav 0.0000 LR: 5.346e-02 Score 98.995 Data time: 0.2107, Forward time: 2.2619, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 5.0780 [2020-11-08 08:32:56,409][root][INFO] - ===> Epoch[2508](2508/1): Loss -0.8777, Sem 0.0264, dir -0.9916, norm 0.0876, swav 0.0000 LR: 5.344e-02 Score 98.970 Data time: 0.2201, Forward time: 2.2619, Backward time: 2.4251, DDP time: 0.0049, Total iter time: 5.3377 [2020-11-08 08:33:01,038][root][INFO] - ===> Epoch[2509](2509/1): Loss -0.8813, Sem 0.0272, dir -0.9912, norm 0.0828, swav 0.0000 LR: 5.342e-02 Score 98.963 Data time: 0.2474, Forward time: 2.2620, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 4.4986 [2020-11-08 08:33:06,377][root][INFO] - ===> Epoch[2510](2510/1): Loss -0.8831, Sem 0.0274, dir -0.9920, norm 0.0815, swav 0.0000 LR: 5.341e-02 Score 98.934 Data time: 0.1847, Forward time: 2.2618, Backward time: 2.4251, DDP time: 0.0049, Total iter time: 5.2254 [2020-11-08 08:33:10,922][root][INFO] - ===> Epoch[2511](2511/1): Loss -0.8817, Sem 0.0261, dir -0.9917, norm 0.0839, swav 0.0000 LR: 5.339e-02 Score 98.999 Data time: 0.1746, Forward time: 2.2617, Backward time: 2.4251, DDP time: 0.0049, Total iter time: 4.4383 [2020-11-08 08:33:15,837][root][INFO] - ===> Epoch[2512](2512/1): Loss -0.8793, Sem 0.0260, dir -0.9919, norm 0.0866, swav 0.0000 LR: 5.337e-02 Score 98.998 Data time: 0.1779, Forward time: 2.2615, Backward time: 2.4252, DDP time: 0.0049, Total iter time: 4.7916 [2020-11-08 08:33:20,631][root][INFO] - ===> Epoch[2513](2513/1): Loss -0.8914, Sem 0.0262, dir -0.9932, norm 0.0757, swav 0.0000 LR: 5.335e-02 Score 98.983 Data time: 0.1720, Forward time: 2.2613, Backward time: 2.4253, DDP time: 0.0049, Total iter time: 4.7011 [2020-11-08 08:33:26,210][root][INFO] - ===> Epoch[2514](2514/1): Loss -0.8895, Sem 0.0262, dir -0.9924, norm 0.0768, swav 0.0000 LR: 5.333e-02 Score 98.998 Data time: 0.1961, Forward time: 2.2611, Backward time: 2.4257, DDP time: 0.0049, Total iter time: 5.4815 [2020-11-08 08:33:30,888][root][INFO] - ===> Epoch[2515](2515/1): Loss -0.8828, Sem 0.0266, dir -0.9922, norm 0.0828, swav 0.0000 LR: 5.331e-02 Score 98.969 Data time: 0.2513, Forward time: 2.2612, Backward time: 2.4255, DDP time: 0.0049, Total iter time: 4.5552 [2020-11-08 08:33:35,858][root][INFO] - ===> Epoch[2516](2516/1): Loss -0.8879, Sem 0.0251, dir -0.9923, norm 0.0792, swav 0.0000 LR: 5.329e-02 Score 99.031 Data time: 0.2414, Forward time: 2.2611, Backward time: 2.4255, DDP time: 0.0049, Total iter time: 4.8387 [2020-11-08 08:33:40,921][root][INFO] - ===> Epoch[2517](2517/1): Loss -0.8874, Sem 0.0265, dir -0.9925, norm 0.0785, swav 0.0000 LR: 5.327e-02 Score 98.980 Data time: 0.2697, Forward time: 2.2612, Backward time: 2.4253, DDP time: 0.0049, Total iter time: 4.9489 [2020-11-08 08:33:46,276][root][INFO] - ===> Epoch[2518](2518/1): Loss -0.8867, Sem 0.0266, dir -0.9923, norm 0.0789, swav 0.0000 LR: 5.325e-02 Score 98.973 Data time: 0.2623, Forward time: 2.2614, Backward time: 2.4252, DDP time: 0.0049, Total iter time: 5.2193 [2020-11-08 08:33:51,495][root][INFO] - ===> Epoch[2519](2519/1): Loss -0.8824, Sem 0.0279, dir -0.9920, norm 0.0817, swav 0.0000 LR: 5.323e-02 Score 98.925 Data time: 0.2690, Forward time: 2.2615, Backward time: 2.4252, DDP time: 0.0049, Total iter time: 5.0889 [2020-11-08 08:33:56,348][root][INFO] - ===> Epoch[2520](2520/1): Loss -0.8813, Sem 0.0258, dir -0.9915, norm 0.0844, swav 0.0000 LR: 5.321e-02 Score 98.998 Data time: 0.2052, Forward time: 2.2614, Backward time: 2.4252, DDP time: 0.0049, Total iter time: 4.7225 [2020-11-08 08:34:01,236][root][INFO] - ===> Epoch[2521](2521/1): Loss -0.8807, Sem 0.0257, dir -0.9914, norm 0.0850, swav 0.0000 LR: 5.319e-02 Score 99.010 Data time: 0.2302, Forward time: 2.2615, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 4.7762 [2020-11-08 08:34:06,047][root][INFO] - ===> Epoch[2522](2522/1): Loss -0.8833, Sem 0.0251, dir -0.9914, norm 0.0830, swav 0.0000 LR: 5.317e-02 Score 99.026 Data time: 0.2459, Forward time: 2.2616, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 4.6858 [2020-11-08 08:34:10,781][root][INFO] - ===> Epoch[2523](2523/1): Loss -0.8853, Sem 0.0272, dir -0.9927, norm 0.0803, swav 0.0000 LR: 5.315e-02 Score 98.960 Data time: 0.2274, Forward time: 2.2617, Backward time: 2.4246, DDP time: 0.0049, Total iter time: 4.6038 [2020-11-08 08:34:15,899][root][INFO] - ===> Epoch[2524](2524/1): Loss -0.8847, Sem 0.0266, dir -0.9926, norm 0.0813, swav 0.0000 LR: 5.314e-02 Score 98.978 Data time: 0.2149, Forward time: 2.2616, Backward time: 2.4247, DDP time: 0.0049, Total iter time: 4.9970 [2020-11-08 08:34:21,013][root][INFO] - ===> Epoch[2525](2525/1): Loss -0.8881, Sem 0.0249, dir -0.9932, norm 0.0802, swav 0.0000 LR: 5.312e-02 Score 99.036 Data time: 0.1819, Forward time: 2.2615, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 4.9853 [2020-11-08 08:34:26,380][root][INFO] - ===> Epoch[2526](2526/1): Loss -0.8884, Sem 0.0251, dir -0.9930, norm 0.0795, swav 0.0000 LR: 5.310e-02 Score 99.034 Data time: 0.2159, Forward time: 2.2614, Backward time: 2.4250, DDP time: 0.0049, Total iter time: 5.2486 [2020-11-08 08:34:31,195][root][INFO] - ===> Epoch[2527](2527/1): Loss -0.8832, Sem 0.0277, dir -0.9916, norm 0.0807, swav 0.0000 LR: 5.308e-02 Score 98.936 Data time: 0.2186, Forward time: 2.2614, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 4.6843 [2020-11-08 08:34:36,005][root][INFO] - ===> Epoch[2528](2528/1): Loss -0.8859, Sem 0.0261, dir -0.9926, norm 0.0806, swav 0.0000 LR: 5.306e-02 Score 98.992 Data time: 0.2329, Forward time: 2.2615, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 4.6864 [2020-11-08 08:34:41,303][root][INFO] - ===> Epoch[2529](2529/1): Loss -0.8814, Sem 0.0261, dir -0.9919, norm 0.0845, swav 0.0000 LR: 5.304e-02 Score 98.995 Data time: 0.2303, Forward time: 2.2615, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 5.1642 [2020-11-08 08:34:46,056][root][INFO] - ===> Epoch[2530](2530/1): Loss -0.8820, Sem 0.0273, dir -0.9917, norm 0.0823, swav 0.0000 LR: 5.302e-02 Score 98.951 Data time: 0.2148, Forward time: 2.2615, Backward time: 2.4247, DDP time: 0.0049, Total iter time: 4.6244 [2020-11-08 08:34:51,167][root][INFO] - ===> Epoch[2531](2531/1): Loss -0.8955, Sem 0.0245, dir -0.9929, norm 0.0729, swav 0.0000 LR: 5.300e-02 Score 99.056 Data time: 0.1965, Forward time: 2.2614, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 4.9968 [2020-11-08 08:34:55,870][root][INFO] - ===> Epoch[2532](2532/1): Loss -0.8922, Sem 0.0269, dir -0.9930, norm 0.0740, swav 0.0000 LR: 5.298e-02 Score 98.960 Data time: 0.2324, Forward time: 2.2615, Backward time: 2.4246, DDP time: 0.0049, Total iter time: 4.5906 [2020-11-08 08:35:00,806][root][INFO] - ===> Epoch[2533](2533/1): Loss -0.8822, Sem 0.0271, dir -0.9922, norm 0.0830, swav 0.0000 LR: 5.296e-02 Score 98.953 Data time: 0.2122, Forward time: 2.2614, Backward time: 2.4246, DDP time: 0.0049, Total iter time: 4.7985 [2020-11-08 08:35:05,420][root][INFO] - ===> Epoch[2534](2534/1): Loss -0.8805, Sem 0.0261, dir -0.9907, norm 0.0841, swav 0.0000 LR: 5.294e-02 Score 98.994 Data time: 0.2181, Forward time: 2.2614, Backward time: 2.4244, DDP time: 0.0049, Total iter time: 4.4998 [2020-11-08 08:35:10,633][root][INFO] - ===> Epoch[2535](2535/1): Loss -0.8784, Sem 0.0271, dir -0.9923, norm 0.0867, swav 0.0000 LR: 5.292e-02 Score 98.973 Data time: 0.2353, Forward time: 2.2615, Backward time: 2.4244, DDP time: 0.0049, Total iter time: 5.0963 [2020-11-08 08:35:16,550][root][INFO] - ===> Epoch[2536](2536/1): Loss -0.8842, Sem 0.0258, dir -0.9914, norm 0.0815, swav 0.0000 LR: 5.290e-02 Score 99.006 Data time: 0.2357, Forward time: 2.2615, Backward time: 2.4247, DDP time: 0.0049, Total iter time: 5.7914 [2020-11-08 08:35:21,393][root][INFO] - ===> Epoch[2537](2537/1): Loss -0.8881, Sem 0.0245, dir -0.9931, norm 0.0805, swav 0.0000 LR: 5.288e-02 Score 99.049 Data time: 0.1944, Forward time: 2.2615, Backward time: 2.4247, DDP time: 0.0049, Total iter time: 4.7292 [2020-11-08 08:35:26,722][root][INFO] - ===> Epoch[2538](2538/1): Loss -0.8722, Sem 0.0273, dir -0.9912, norm 0.0916, swav 0.0000 LR: 5.286e-02 Score 98.956 Data time: 0.1974, Forward time: 2.2613, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 5.2274 [2020-11-08 08:35:32,119][root][INFO] - ===> Epoch[2539](2539/1): Loss -0.8681, Sem 0.0265, dir -0.9906, norm 0.0960, swav 0.0000 LR: 5.285e-02 Score 98.979 Data time: 0.2569, Forward time: 2.2615, Backward time: 2.4249, DDP time: 0.0049, Total iter time: 5.3011 [2020-11-08 08:35:37,012][root][INFO] - ===> Epoch[2540](2540/1): Loss -0.8853, Sem 0.0267, dir -0.9929, norm 0.0809, swav 0.0000 LR: 5.283e-02 Score 98.978 Data time: 0.2741, Forward time: 2.2616, Backward time: 2.4247, DDP time: 0.0049, Total iter time: 4.7605 [2020-11-08 08:35:41,846][root][INFO] - ===> Epoch[2541](2541/1): Loss -0.8710, Sem 0.0275, dir -0.9915, norm 0.0929, swav 0.0000 LR: 5.281e-02 Score 98.949 Data time: 0.2229, Forward time: 2.2617, Backward time: 2.4245, DDP time: 0.0049, Total iter time: 4.7212 [2020-11-08 08:35:47,490][root][INFO] - ===> Epoch[2542](2542/1): Loss -0.8672, Sem 0.0262, dir -0.9896, norm 0.0963, swav 0.0000 LR: 5.279e-02 Score 98.991 Data time: 0.2431, Forward time: 2.2617, Backward time: 2.4247, DDP time: 0.0049, Total iter time: 5.5319 [2020-11-08 08:35:52,290][root][INFO] - ===> Epoch[2543](2543/1): Loss -0.8845, Sem 0.0267, dir -0.9924, norm 0.0812, swav 0.0000 LR: 5.277e-02 Score 98.968 Data time: 0.2098, Forward time: 2.2616, Backward time: 2.4247, DDP time: 0.0049, Total iter time: 4.6774 [2020-11-08 08:35:57,501][root][INFO] - ===> Epoch[2544](2544/1): Loss -0.8749, Sem 0.0255, dir -0.9905, norm 0.0901, swav 0.0000 LR: 5.275e-02 Score 99.010 Data time: 0.2026, Forward time: 2.2615, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 5.0906 [2020-11-08 08:36:02,454][root][INFO] - ===> Epoch[2545](2545/1): Loss -0.8748, Sem 0.0258, dir -0.9905, norm 0.0899, swav 0.0000 LR: 5.273e-02 Score 98.994 Data time: 0.2173, Forward time: 2.2615, Backward time: 2.4248, DDP time: 0.0049, Total iter time: 4.8324 [2020-11-08 08:36:07,342][root][INFO] - ===> Epoch[2546](2546/1): Loss -0.8823, Sem 0.0257, dir -0.9920, norm 0.0840, swav 0.0000 LR: 5.271e-02 Score 99.012 Data time: 0.2670, Forward time: 2.2615, Backward time: 2.4247, DDP time: 0.0049, Total iter time: 4.7701 [2020-11-08 08:36:12,167][root][INFO] - ===> Epoch[2547](2547/1): Loss -0.8647, Sem 0.0264, dir -0.9893, norm 0.0983, swav 0.0000 LR: 5.269e-02 Score 98.981 Data time: 0.2264, Forward time: 2.2616, Backward time: 2.4245, DDP time: 0.0049, Total iter time: 4.6811 [2020-11-08 08:36:17,167][root][INFO] - ===> Epoch[2548](2548/1): Loss -0.8713, Sem 0.0271, dir -0.9906, norm 0.0921, swav 0.0000 LR: 5.267e-02 Score 98.957 Data time: 0.2088, Forward time: 2.2616, Backward time: 2.4245, DDP time: 0.0049, Total iter time: 4.8752 [2020-11-08 08:36:22,212][root][INFO] - ===> Epoch[2549](2549/1): Loss -0.8884, Sem 0.0244, dir -0.9924, norm 0.0795, swav 0.0000 LR: 5.265e-02 Score 99.055 Data time: 0.1927, Forward time: 2.2616, Backward time: 2.4245, DDP time: 0.0049, Total iter time: 4.9162 [2020-11-08 08:36:27,020][root][INFO] - ===> Epoch[2550](2550/1): Loss -0.8551, Sem 0.0274, dir -0.9889, norm 0.1063, swav 0.0000 LR: 5.263e-02 Score 98.946 Data time: 0.1743, Forward time: 2.2614, Backward time: 2.4246, DDP time: 0.0049, Total iter time: 4.6950 [2020-11-08 08:36:32,264][root][INFO] - ===> Epoch[2551](2551/1): Loss -0.8623, Sem 0.0264, dir -0.9890, norm 0.1003, swav 0.0000 LR: 5.261e-02 Score 98.988 Data time: 0.2433, Forward time: 2.2615, Backward time: 2.4245, DDP time: 0.0049, Total iter time: 5.1405 [2020-11-08 08:36:37,581][root][INFO] - ===> Epoch[2552](2552/1): Loss -0.8854, Sem 0.0250, dir -0.9919, norm 0.0814, swav 0.0000 LR: 5.259e-02 Score 99.034 Data time: 0.2431, Forward time: 2.2617, Backward time: 2.4245, DDP time: 0.0049, Total iter time: 5.1901 [2020-11-08 08:36:43,366][root][INFO] - ===> Epoch[2553](2553/1): Loss -0.8608, Sem 0.0246, dir -0.9895, norm 0.1041, swav 0.0000 LR: 5.257e-02 Score 99.035 Data time: 0.2441, Forward time: 2.2617, Backward time: 2.4247, DDP time: 0.0049, Total iter time: 5.6441 [2020-11-08 08:36:48,270][root][INFO] - ===> Epoch[2554](2554/1): Loss -0.8524, Sem 0.0276, dir -0.9891, norm 0.1091, swav 0.0000 LR: 5.256e-02 Score 98.949 Data time: 0.2222, Forward time: 2.2617, Backward time: 2.4247, DDP time: 0.0049, Total iter time: 4.7805 [2020-11-08 08:36:52,756][root][INFO] - ===> Epoch[2555](2555/1): Loss -0.8678, Sem 0.0263, dir -0.9900, norm 0.0959, swav 0.0000 LR: 5.254e-02 Score 98.982 Data time: 0.2200, Forward time: 2.2617, Backward time: 2.4244, DDP time: 0.0049, Total iter time: 4.3584 [2020-11-08 08:36:57,539][root][INFO] - ===> Epoch[2556](2556/1): Loss -0.8649, Sem 0.0261, dir -0.9892, norm 0.0982, swav 0.0000 LR: 5.252e-02 Score 98.991 Data time: 0.2167, Forward time: 2.2616, Backward time: 2.4244, DDP time: 0.0049, Total iter time: 4.6486 [2020-11-08 08:37:02,817][root][INFO] - ===> Epoch[2557](2557/1): Loss -0.8729, Sem 0.0280, dir -0.9922, norm 0.0913, swav 0.0000 LR: 5.250e-02 Score 98.918 Data time: 0.2045, Forward time: 2.2616, Backward time: 2.4245, DDP time: 0.0049, Total iter time: 5.1549 [2020-11-08 08:37:07,987][root][INFO] - ===> Epoch[2558](2558/1): Loss -0.8635, Sem 0.0268, dir -0.9908, norm 0.1005, swav 0.0000 LR: 5.248e-02 Score 98.972 Data time: 0.2302, Forward time: 2.2616, Backward time: 2.4245, DDP time: 0.0049, Total iter time: 5.0422 [2020-11-08 08:37:12,680][root][INFO] - ===> Epoch[2559](2559/1): Loss -0.8611, Sem 0.0258, dir -0.9903, norm 0.1035, swav 0.0000 LR: 5.246e-02 Score 99.006 Data time: 0.2324, Forward time: 2.2616, Backward time: 2.4243, DDP time: 0.0049, Total iter time: 4.5280 [2020-11-08 08:37:18,054][root][INFO] - ===> Epoch[2560](2560/1): Loss -0.8833, Sem 0.0253, dir -0.9924, norm 0.0839, swav 0.0000 LR: 5.244e-02 Score 99.016 Data time: 0.2635, Forward time: 2.2618, Backward time: 2.4243, DDP time: 0.0049, Total iter time: 5.2457 [2020-11-08 08:37:22,776][root][INFO] - ===> Epoch[2561](2561/1): Loss -0.8647, Sem 0.0257, dir -0.9896, norm 0.0992, swav 0.0000 LR: 5.242e-02 Score 98.995 Data time: 0.2095, Forward time: 2.2618, Backward time: 2.4241, DDP time: 0.0049, Total iter time: 4.5899 [2020-11-08 08:37:27,801][root][INFO] - ===> Epoch[2562](2562/1): Loss -0.8596, Sem 0.0266, dir -0.9894, norm 0.1033, swav 0.0000 LR: 5.240e-02 Score 98.997 Data time: 0.2477, Forward time: 2.2619, Backward time: 2.4240, DDP time: 0.0049, Total iter time: 4.9161 [2020-11-08 08:37:32,638][root][INFO] - ===> Epoch[2563](2563/1): Loss -0.8833, Sem 0.0254, dir -0.9928, norm 0.0841, swav 0.0000 LR: 5.238e-02 Score 99.014 Data time: 0.2051, Forward time: 2.2619, Backward time: 2.4239, DDP time: 0.0049, Total iter time: 4.7112 [2020-11-08 08:37:37,496][root][INFO] - ===> Epoch[2564](2564/1): Loss -0.8818, Sem 0.0280, dir -0.9922, norm 0.0824, swav 0.0000 LR: 5.236e-02 Score 98.928 Data time: 0.2437, Forward time: 2.2620, Backward time: 2.4238, DDP time: 0.0049, Total iter time: 4.7359 [2020-11-08 08:37:42,449][root][INFO] - ===> Epoch[2565](2565/1): Loss -0.8750, Sem 0.0271, dir -0.9912, norm 0.0891, swav 0.0000 LR: 5.234e-02 Score 98.956 Data time: 0.1924, Forward time: 2.2619, Backward time: 2.4238, DDP time: 0.0049, Total iter time: 4.8326 [2020-11-08 08:37:47,381][root][INFO] - ===> Epoch[2566](2566/1): Loss -0.8758, Sem 0.0247, dir -0.9916, norm 0.0911, swav 0.0000 LR: 5.232e-02 Score 99.038 Data time: 0.2274, Forward time: 2.2619, Backward time: 2.4237, DDP time: 0.0049, Total iter time: 4.8026 [2020-11-08 08:37:52,185][root][INFO] - ===> Epoch[2567](2567/1): Loss -0.8814, Sem 0.0250, dir -0.9920, norm 0.0856, swav 0.0000 LR: 5.230e-02 Score 99.031 Data time: 0.2298, Forward time: 2.2620, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 4.6836 [2020-11-08 08:37:56,861][root][INFO] - ===> Epoch[2568](2568/1): Loss -0.8795, Sem 0.0275, dir -0.9923, norm 0.0853, swav 0.0000 LR: 5.228e-02 Score 98.932 Data time: 0.2332, Forward time: 2.2620, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 4.5453 [2020-11-08 08:38:01,815][root][INFO] - ===> Epoch[2569](2569/1): Loss -0.8855, Sem 0.0267, dir -0.9927, norm 0.0805, swav 0.0000 LR: 5.227e-02 Score 98.972 Data time: 0.2039, Forward time: 2.2619, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 4.8278 [2020-11-08 08:38:06,984][root][INFO] - ===> Epoch[2570](2570/1): Loss -0.8843, Sem 0.0261, dir -0.9926, norm 0.0822, swav 0.0000 LR: 5.225e-02 Score 98.983 Data time: 0.2597, Forward time: 2.2621, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.0506 [2020-11-08 08:38:11,875][root][INFO] - ===> Epoch[2571](2571/1): Loss -0.8848, Sem 0.0251, dir -0.9925, norm 0.0826, swav 0.0000 LR: 5.223e-02 Score 99.022 Data time: 0.2309, Forward time: 2.2622, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.7545 [2020-11-08 08:38:16,907][root][INFO] - ===> Epoch[2572](2572/1): Loss -0.8722, Sem 0.0281, dir -0.9908, norm 0.0905, swav 0.0000 LR: 5.221e-02 Score 98.921 Data time: 0.2241, Forward time: 2.2622, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.9125 [2020-11-08 08:38:21,934][root][INFO] - ===> Epoch[2573](2573/1): Loss -0.8852, Sem 0.0257, dir -0.9919, norm 0.0810, swav 0.0000 LR: 5.219e-02 Score 99.001 Data time: 0.2138, Forward time: 2.2621, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.9033 [2020-11-08 08:38:26,915][root][INFO] - ===> Epoch[2574](2574/1): Loss -0.8853, Sem 0.0274, dir -0.9922, norm 0.0796, swav 0.0000 LR: 5.217e-02 Score 98.951 Data time: 0.2432, Forward time: 2.2623, Backward time: 2.4230, DDP time: 0.0049, Total iter time: 4.8682 [2020-11-08 08:38:32,049][root][INFO] - ===> Epoch[2575](2575/1): Loss -0.8781, Sem 0.0263, dir -0.9915, norm 0.0870, swav 0.0000 LR: 5.215e-02 Score 98.975 Data time: 0.1940, Forward time: 2.2622, Backward time: 2.4230, DDP time: 0.0049, Total iter time: 5.0043 [2020-11-08 08:38:37,200][root][INFO] - ===> Epoch[2576](2576/1): Loss -0.8736, Sem 0.0262, dir -0.9910, norm 0.0913, swav 0.0000 LR: 5.213e-02 Score 98.983 Data time: 0.2664, Forward time: 2.2624, Backward time: 2.4229, DDP time: 0.0049, Total iter time: 5.0253 [2020-11-08 08:38:41,764][root][INFO] - ===> Epoch[2577](2577/1): Loss -0.8812, Sem 0.0259, dir -0.9920, norm 0.0849, swav 0.0000 LR: 5.211e-02 Score 98.993 Data time: 0.1927, Forward time: 2.2623, Backward time: 2.4228, DDP time: 0.0049, Total iter time: 4.4111 [2020-11-08 08:38:46,685][root][INFO] - ===> Epoch[2578](2578/1): Loss -0.8740, Sem 0.0271, dir -0.9909, norm 0.0898, swav 0.0000 LR: 5.209e-02 Score 98.959 Data time: 0.1758, Forward time: 2.2621, Backward time: 2.4229, DDP time: 0.0049, Total iter time: 4.8064 [2020-11-08 08:38:51,632][root][INFO] - ===> Epoch[2579](2579/1): Loss -0.8704, Sem 0.0279, dir -0.9906, norm 0.0923, swav 0.0000 LR: 5.207e-02 Score 98.926 Data time: 0.1990, Forward time: 2.2620, Backward time: 2.4229, DDP time: 0.0049, Total iter time: 4.8404 [2020-11-08 08:38:56,600][root][INFO] - ===> Epoch[2580](2580/1): Loss -0.8572, Sem 0.0263, dir -0.9885, norm 0.1050, swav 0.0000 LR: 5.205e-02 Score 98.989 Data time: 0.2052, Forward time: 2.2620, Backward time: 2.4230, DDP time: 0.0049, Total iter time: 4.8421 [2020-11-08 08:39:02,267][root][INFO] - ===> Epoch[2581](2581/1): Loss -0.8694, Sem 0.0268, dir -0.9902, norm 0.0941, swav 0.0000 LR: 5.203e-02 Score 98.974 Data time: 0.2387, Forward time: 2.2620, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 5.5577 [2020-11-08 08:39:07,653][root][INFO] - ===> Epoch[2582](2582/1): Loss -0.8798, Sem 0.0265, dir -0.9910, norm 0.0846, swav 0.0000 LR: 5.201e-02 Score 98.978 Data time: 0.2380, Forward time: 2.2621, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 5.2550 [2020-11-08 08:39:12,576][root][INFO] - ===> Epoch[2583](2583/1): Loss -0.8719, Sem 0.0267, dir -0.9916, norm 0.0929, swav 0.0000 LR: 5.199e-02 Score 98.964 Data time: 0.2145, Forward time: 2.2621, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.8082 [2020-11-08 08:39:17,567][root][INFO] - ===> Epoch[2584](2584/1): Loss -0.8797, Sem 0.0255, dir -0.9919, norm 0.0867, swav 0.0000 LR: 5.198e-02 Score 99.003 Data time: 0.2094, Forward time: 2.2621, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.8640 [2020-11-08 08:39:22,702][root][INFO] - ===> Epoch[2585](2585/1): Loss -0.8797, Sem 0.0269, dir -0.9923, norm 0.0857, swav 0.0000 LR: 5.196e-02 Score 98.969 Data time: 0.1800, Forward time: 2.2620, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.0132 [2020-11-08 08:39:27,416][root][INFO] - ===> Epoch[2586](2586/1): Loss -0.8690, Sem 0.0268, dir -0.9899, norm 0.0941, swav 0.0000 LR: 5.194e-02 Score 98.971 Data time: 0.2123, Forward time: 2.2619, Backward time: 2.4232, DDP time: 0.0049, Total iter time: 4.6117 [2020-11-08 08:39:32,741][root][INFO] - ===> Epoch[2587](2587/1): Loss -0.8780, Sem 0.0283, dir -0.9914, norm 0.0851, swav 0.0000 LR: 5.192e-02 Score 98.920 Data time: 0.2147, Forward time: 2.2618, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 5.1975 [2020-11-08 08:39:37,863][root][INFO] - ===> Epoch[2588](2588/1): Loss -0.8814, Sem 0.0258, dir -0.9917, norm 0.0844, swav 0.0000 LR: 5.190e-02 Score 98.999 Data time: 0.2113, Forward time: 2.2617, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 5.0334 [2020-11-08 08:39:42,910][root][INFO] - ===> Epoch[2589](2589/1): Loss -0.8655, Sem 0.0277, dir -0.9898, norm 0.0966, swav 0.0000 LR: 5.188e-02 Score 98.948 Data time: 0.2194, Forward time: 2.2617, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 4.9129 [2020-11-08 08:39:47,532][root][INFO] - ===> Epoch[2590](2590/1): Loss -0.8765, Sem 0.0262, dir -0.9918, norm 0.0891, swav 0.0000 LR: 5.186e-02 Score 98.993 Data time: 0.2134, Forward time: 2.2617, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 4.4835 [2020-11-08 08:39:52,799][root][INFO] - ===> Epoch[2591](2591/1): Loss -0.8820, Sem 0.0243, dir -0.9918, norm 0.0854, swav 0.0000 LR: 5.184e-02 Score 99.051 Data time: 0.2395, Forward time: 2.2618, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.1485 [2020-11-08 08:39:57,891][root][INFO] - ===> Epoch[2592](2592/1): Loss -0.8584, Sem 0.0274, dir -0.9884, norm 0.1027, swav 0.0000 LR: 5.182e-02 Score 98.937 Data time: 0.2229, Forward time: 2.2618, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 4.9350 [2020-11-08 08:40:02,815][root][INFO] - ===> Epoch[2593](2593/1): Loss -0.8780, Sem 0.0268, dir -0.9920, norm 0.0873, swav 0.0000 LR: 5.180e-02 Score 98.965 Data time: 0.2713, Forward time: 2.2618, Backward time: 2.4232, DDP time: 0.0049, Total iter time: 4.7915 [2020-11-08 08:40:07,354][root][INFO] - ===> Epoch[2594](2594/1): Loss -0.8703, Sem 0.0272, dir -0.9905, norm 0.0931, swav 0.0000 LR: 5.178e-02 Score 98.996 Data time: 0.2225, Forward time: 2.2618, Backward time: 2.4230, DDP time: 0.0049, Total iter time: 4.4125 [2020-11-08 08:40:12,091][root][INFO] - ===> Epoch[2595](2595/1): Loss -0.8717, Sem 0.0274, dir -0.9914, norm 0.0923, swav 0.0000 LR: 5.176e-02 Score 98.959 Data time: 0.2141, Forward time: 2.2618, Backward time: 2.4228, DDP time: 0.0049, Total iter time: 4.6063 [2020-11-08 08:40:17,066][root][INFO] - ===> Epoch[2596](2596/1): Loss -0.8791, Sem 0.0268, dir -0.9922, norm 0.0863, swav 0.0000 LR: 5.174e-02 Score 98.959 Data time: 0.2280, Forward time: 2.2618, Backward time: 2.4228, DDP time: 0.0049, Total iter time: 4.8646 [2020-11-08 08:40:22,278][root][INFO] - ===> Epoch[2597](2597/1): Loss -0.8823, Sem 0.0261, dir -0.9918, norm 0.0833, swav 0.0000 LR: 5.172e-02 Score 99.006 Data time: 0.2329, Forward time: 2.2619, Backward time: 2.4228, DDP time: 0.0049, Total iter time: 5.0807 [2020-11-08 08:40:26,945][root][INFO] - ===> Epoch[2598](2598/1): Loss -0.8722, Sem 0.0261, dir -0.9899, norm 0.0916, swav 0.0000 LR: 5.170e-02 Score 99.003 Data time: 0.1952, Forward time: 2.2618, Backward time: 2.4227, DDP time: 0.0049, Total iter time: 4.5478 [2020-11-08 08:40:31,907][root][INFO] - ===> Epoch[2599](2599/1): Loss -0.8810, Sem 0.0261, dir -0.9920, norm 0.0849, swav 0.0000 LR: 5.169e-02 Score 98.991 Data time: 0.2529, Forward time: 2.2619, Backward time: 2.4226, DDP time: 0.0049, Total iter time: 4.8516 [2020-11-08 08:40:37,268][root][INFO] - ===> Epoch[2600](2600/1): Loss -0.8750, Sem 0.0263, dir -0.9911, norm 0.0897, swav 0.0000 LR: 5.167e-02 Score 98.991 Data time: 0.2107, Forward time: 2.2619, Backward time: 2.4227, DDP time: 0.0049, Total iter time: 5.2270 [2020-11-08 08:40:42,456][root][INFO] - ===> Epoch[2601](2601/1): Loss -0.8688, Sem 0.0265, dir -0.9908, norm 0.0955, swav 0.0000 LR: 5.165e-02 Score 98.980 Data time: 0.2114, Forward time: 2.2619, Backward time: 2.4227, DDP time: 0.0049, Total iter time: 5.0802 [2020-11-08 08:40:47,547][root][INFO] - ===> Epoch[2602](2602/1): Loss -0.8768, Sem 0.0281, dir -0.9917, norm 0.0867, swav 0.0000 LR: 5.163e-02 Score 98.951 Data time: 0.2826, Forward time: 2.2621, Backward time: 2.4226, DDP time: 0.0049, Total iter time: 4.9708 [2020-11-08 08:40:52,715][root][INFO] - ===> Epoch[2603](2603/1): Loss -0.8794, Sem 0.0265, dir -0.9920, norm 0.0861, swav 0.0000 LR: 5.161e-02 Score 98.980 Data time: 0.1463, Forward time: 2.2618, Backward time: 2.4229, DDP time: 0.0049, Total iter time: 5.0476 [2020-11-08 08:40:58,056][root][INFO] - ===> Epoch[2604](2604/1): Loss -0.8693, Sem 0.0269, dir -0.9910, norm 0.0949, swav 0.0000 LR: 5.159e-02 Score 98.964 Data time: 0.1799, Forward time: 2.2617, Backward time: 2.4232, DDP time: 0.0049, Total iter time: 5.2637 [2020-11-08 08:41:03,068][root][INFO] - ===> Epoch[2605](2605/1): Loss -0.8758, Sem 0.0278, dir -0.9921, norm 0.0885, swav 0.0000 LR: 5.157e-02 Score 98.926 Data time: 0.1930, Forward time: 2.2616, Backward time: 2.4232, DDP time: 0.0049, Total iter time: 4.9401 [2020-11-08 08:41:08,563][root][INFO] - ===> Epoch[2606](2606/1): Loss -0.8635, Sem 0.0257, dir -0.9899, norm 0.1007, swav 0.0000 LR: 5.155e-02 Score 99.005 Data time: 0.2378, Forward time: 2.2616, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 5.3787 [2020-11-08 08:41:13,776][root][INFO] - ===> Epoch[2607](2607/1): Loss -0.8749, Sem 0.0244, dir -0.9917, norm 0.0924, swav 0.0000 LR: 5.153e-02 Score 99.052 Data time: 0.2231, Forward time: 2.2617, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 5.0784 [2020-11-08 08:41:19,427][root][INFO] - ===> Epoch[2608](2608/1): Loss -0.8828, Sem 0.0265, dir -0.9925, norm 0.0832, swav 0.0000 LR: 5.151e-02 Score 98.990 Data time: 0.2127, Forward time: 2.2616, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 5.5125 [2020-11-08 08:41:24,744][root][INFO] - ===> Epoch[2609](2609/1): Loss -0.8684, Sem 0.0263, dir -0.9897, norm 0.0950, swav 0.0000 LR: 5.149e-02 Score 98.979 Data time: 0.2107, Forward time: 2.2617, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 5.2133 [2020-11-08 08:41:29,606][root][INFO] - ===> Epoch[2610](2610/1): Loss -0.8734, Sem 0.0268, dir -0.9907, norm 0.0906, swav 0.0000 LR: 5.147e-02 Score 98.951 Data time: 0.2154, Forward time: 2.2617, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 4.7284 [2020-11-08 08:41:34,257][root][INFO] - ===> Epoch[2611](2611/1): Loss -0.8848, Sem 0.0270, dir -0.9924, norm 0.0807, swav 0.0000 LR: 5.145e-02 Score 98.967 Data time: 0.2209, Forward time: 2.2617, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 4.5268 [2020-11-08 08:41:39,596][root][INFO] - ===> Epoch[2612](2612/1): Loss -0.8779, Sem 0.0267, dir -0.9920, norm 0.0874, swav 0.0000 LR: 5.143e-02 Score 98.954 Data time: 0.2166, Forward time: 2.2617, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 5.2122 [2020-11-08 08:41:44,735][root][INFO] - ===> Epoch[2613](2613/1): Loss -0.8582, Sem 0.0269, dir -0.9888, norm 0.1037, swav 0.0000 LR: 5.141e-02 Score 98.963 Data time: 0.2397, Forward time: 2.2618, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 5.0091 [2020-11-08 08:41:49,316][root][INFO] - ===> Epoch[2614](2614/1): Loss -0.8881, Sem 0.0261, dir -0.9928, norm 0.0786, swav 0.0000 LR: 5.139e-02 Score 98.984 Data time: 0.2308, Forward time: 2.2618, Backward time: 2.4232, DDP time: 0.0049, Total iter time: 4.4390 [2020-11-08 08:41:54,087][root][INFO] - ===> Epoch[2615](2615/1): Loss -0.8695, Sem 0.0263, dir -0.9910, norm 0.0952, swav 0.0000 LR: 5.138e-02 Score 98.979 Data time: 0.2277, Forward time: 2.2619, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.6409 [2020-11-08 08:41:58,825][root][INFO] - ===> Epoch[2616](2616/1): Loss -0.8413, Sem 0.0274, dir -0.9860, norm 0.1173, swav 0.0000 LR: 5.136e-02 Score 98.963 Data time: 0.1520, Forward time: 2.2616, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.5945 [2020-11-08 08:42:03,630][root][INFO] - ===> Epoch[2617](2617/1): Loss -0.8766, Sem 0.0271, dir -0.9910, norm 0.0873, swav 0.0000 LR: 5.134e-02 Score 98.960 Data time: 0.1627, Forward time: 2.2614, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 4.6782 [2020-11-08 08:42:08,945][root][INFO] - ===> Epoch[2618](2618/1): Loss -0.8424, Sem 0.0257, dir -0.9853, norm 0.1172, swav 0.0000 LR: 5.132e-02 Score 99.000 Data time: 0.2152, Forward time: 2.2614, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 5.2150 [2020-11-08 08:42:14,416][root][INFO] - ===> Epoch[2619](2619/1): Loss -0.8737, Sem 0.0258, dir -0.9920, norm 0.0925, swav 0.0000 LR: 5.130e-02 Score 99.012 Data time: 0.2673, Forward time: 2.2616, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.3473 [2020-11-08 08:42:19,496][root][INFO] - ===> Epoch[2620](2620/1): Loss -0.8751, Sem 0.0270, dir -0.9912, norm 0.0891, swav 0.0000 LR: 5.128e-02 Score 98.960 Data time: 0.2225, Forward time: 2.2617, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 4.9437 [2020-11-08 08:42:24,615][root][INFO] - ===> Epoch[2621](2621/1): Loss -0.8602, Sem 0.0268, dir -0.9894, norm 0.1023, swav 0.0000 LR: 5.126e-02 Score 98.962 Data time: 0.1437, Forward time: 2.2614, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 5.0022 [2020-11-08 08:42:30,001][root][INFO] - ===> Epoch[2622](2622/1): Loss -0.8826, Sem 0.0260, dir -0.9920, norm 0.0834, swav 0.0000 LR: 5.124e-02 Score 98.998 Data time: 0.1674, Forward time: 2.2612, Backward time: 2.4239, DDP time: 0.0049, Total iter time: 5.2814 [2020-11-08 08:42:35,575][root][INFO] - ===> Epoch[2623](2623/1): Loss -0.8618, Sem 0.0261, dir -0.9885, norm 0.1006, swav 0.0000 LR: 5.122e-02 Score 98.994 Data time: 0.2072, Forward time: 2.2612, Backward time: 2.4240, DDP time: 0.0049, Total iter time: 5.4751 [2020-11-08 08:42:40,523][root][INFO] - ===> Epoch[2624](2624/1): Loss -0.8796, Sem 0.0258, dir -0.9906, norm 0.0853, swav 0.0000 LR: 5.120e-02 Score 99.003 Data time: 0.2403, Forward time: 2.2613, Backward time: 2.4239, DDP time: 0.0049, Total iter time: 4.8202 [2020-11-08 08:42:46,331][root][INFO] - ===> Epoch[2625](2625/1): Loss -0.8865, Sem 0.0261, dir -0.9919, norm 0.0794, swav 0.0000 LR: 5.118e-02 Score 98.990 Data time: 0.2472, Forward time: 2.2614, Backward time: 2.4241, DDP time: 0.0049, Total iter time: 5.6801 [2020-11-08 08:42:51,372][root][INFO] - ===> Epoch[2626](2626/1): Loss -0.8647, Sem 0.0263, dir -0.9912, norm 0.1002, swav 0.0000 LR: 5.116e-02 Score 98.987 Data time: 0.2071, Forward time: 2.2613, Backward time: 2.4241, DDP time: 0.0049, Total iter time: 4.8978 [2020-11-08 08:42:56,502][root][INFO] - ===> Epoch[2627](2627/1): Loss -0.8755, Sem 0.0266, dir -0.9912, norm 0.0892, swav 0.0000 LR: 5.114e-02 Score 98.976 Data time: 0.2287, Forward time: 2.2614, Backward time: 2.4241, DDP time: 0.0049, Total iter time: 5.0039 [2020-11-08 08:43:01,426][root][INFO] - ===> Epoch[2628](2628/1): Loss -0.8855, Sem 0.0266, dir -0.9926, norm 0.0805, swav 0.0000 LR: 5.112e-02 Score 98.967 Data time: 0.2561, Forward time: 2.2614, Backward time: 2.4240, DDP time: 0.0049, Total iter time: 4.7885 [2020-11-08 08:43:06,266][root][INFO] - ===> Epoch[2629](2629/1): Loss -0.8761, Sem 0.0281, dir -0.9913, norm 0.0871, swav 0.0000 LR: 5.110e-02 Score 98.911 Data time: 0.2210, Forward time: 2.2614, Backward time: 2.4239, DDP time: 0.0049, Total iter time: 4.7170 [2020-11-08 08:43:11,395][root][INFO] - ===> Epoch[2630](2630/1): Loss -0.8666, Sem 0.0265, dir -0.9910, norm 0.0978, swav 0.0000 LR: 5.108e-02 Score 98.976 Data time: 0.2441, Forward time: 2.2616, Backward time: 2.4238, DDP time: 0.0049, Total iter time: 5.0033 [2020-11-08 08:43:16,268][root][INFO] - ===> Epoch[2631](2631/1): Loss -0.8773, Sem 0.0271, dir -0.9911, norm 0.0867, swav 0.0000 LR: 5.106e-02 Score 98.940 Data time: 0.2166, Forward time: 2.2616, Backward time: 2.4237, DDP time: 0.0049, Total iter time: 4.7371 [2020-11-08 08:43:21,149][root][INFO] - ===> Epoch[2632](2632/1): Loss -0.8899, Sem 0.0257, dir -0.9927, norm 0.0772, swav 0.0000 LR: 5.105e-02 Score 99.013 Data time: 0.2146, Forward time: 2.2616, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 4.7757 [2020-11-08 08:43:26,041][root][INFO] - ===> Epoch[2633](2633/1): Loss -0.8718, Sem 0.0264, dir -0.9904, norm 0.0922, swav 0.0000 LR: 5.103e-02 Score 98.985 Data time: 0.2257, Forward time: 2.2617, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 4.7845 [2020-11-08 08:43:30,774][root][INFO] - ===> Epoch[2634](2634/1): Loss -0.8763, Sem 0.0255, dir -0.9916, norm 0.0898, swav 0.0000 LR: 5.101e-02 Score 99.019 Data time: 0.2035, Forward time: 2.2617, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 4.6150 [2020-11-08 08:43:36,144][root][INFO] - ===> Epoch[2635](2635/1): Loss -0.8822, Sem 0.0260, dir -0.9920, norm 0.0838, swav 0.0000 LR: 5.099e-02 Score 98.999 Data time: 0.1747, Forward time: 2.2615, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 5.2614 [2020-11-08 08:43:41,392][root][INFO] - ===> Epoch[2636](2636/1): Loss -0.8853, Sem 0.0240, dir -0.9924, norm 0.0831, swav 0.0000 LR: 5.097e-02 Score 99.067 Data time: 0.1934, Forward time: 2.2614, Backward time: 2.4238, DDP time: 0.0049, Total iter time: 5.1554 [2020-11-08 08:43:46,476][root][INFO] - ===> Epoch[2637](2637/1): Loss -0.8815, Sem 0.0258, dir -0.9924, norm 0.0851, swav 0.0000 LR: 5.095e-02 Score 99.000 Data time: 0.1961, Forward time: 2.2614, Backward time: 2.4238, DDP time: 0.0049, Total iter time: 4.9704 [2020-11-08 08:43:51,234][root][INFO] - ===> Epoch[2638](2638/1): Loss -0.8882, Sem 0.0249, dir -0.9924, norm 0.0793, swav 0.0000 LR: 5.093e-02 Score 99.029 Data time: 0.2081, Forward time: 2.2614, Backward time: 2.4238, DDP time: 0.0049, Total iter time: 4.6316 [2020-11-08 08:43:55,910][root][INFO] - ===> Epoch[2639](2639/1): Loss -0.8852, Sem 0.0249, dir -0.9925, norm 0.0824, swav 0.0000 LR: 5.091e-02 Score 99.034 Data time: 0.1878, Forward time: 2.2612, Backward time: 2.4237, DDP time: 0.0049, Total iter time: 4.5471 [2020-11-08 08:44:00,728][root][INFO] - ===> Epoch[2640](2640/1): Loss -0.8817, Sem 0.0253, dir -0.9927, norm 0.0857, swav 0.0000 LR: 5.089e-02 Score 99.019 Data time: 0.2334, Forward time: 2.2613, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 4.7205 [2020-11-08 08:44:05,663][root][INFO] - ===> Epoch[2641](2641/1): Loss -0.8797, Sem 0.0270, dir -0.9917, norm 0.0851, swav 0.0000 LR: 5.087e-02 Score 98.949 Data time: 0.2383, Forward time: 2.2613, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 4.8119 [2020-11-08 08:44:11,250][root][INFO] - ===> Epoch[2642](2642/1): Loss -0.8817, Sem 0.0255, dir -0.9925, norm 0.0853, swav 0.0000 LR: 5.085e-02 Score 99.004 Data time: 0.2847, Forward time: 2.2616, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 5.4678 [2020-11-08 08:44:16,365][root][INFO] - ===> Epoch[2643](2643/1): Loss -0.8824, Sem 0.0248, dir -0.9924, norm 0.0853, swav 0.0000 LR: 5.083e-02 Score 99.039 Data time: 0.2046, Forward time: 2.2615, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 4.9838 [2020-11-08 08:44:21,331][root][INFO] - ===> Epoch[2644](2644/1): Loss -0.8876, Sem 0.0264, dir -0.9926, norm 0.0786, swav 0.0000 LR: 5.081e-02 Score 98.977 Data time: 0.2120, Forward time: 2.2615, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 4.8583 [2020-11-08 08:44:26,952][root][INFO] - ===> Epoch[2645](2645/1): Loss -0.8809, Sem 0.0263, dir -0.9919, norm 0.0846, swav 0.0000 LR: 5.079e-02 Score 98.976 Data time: 0.2089, Forward time: 2.2615, Backward time: 2.4237, DDP time: 0.0049, Total iter time: 5.4986 [2020-11-08 08:44:31,625][root][INFO] - ===> Epoch[2646](2646/1): Loss -0.8859, Sem 0.0264, dir -0.9918, norm 0.0795, swav 0.0000 LR: 5.077e-02 Score 98.983 Data time: 0.2036, Forward time: 2.2615, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 4.5500 [2020-11-08 08:44:36,086][root][INFO] - ===> Epoch[2647](2647/1): Loss -0.8872, Sem 0.0269, dir -0.9925, norm 0.0784, swav 0.0000 LR: 5.075e-02 Score 98.958 Data time: 0.2113, Forward time: 2.2615, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 4.3552 [2020-11-08 08:44:41,176][root][INFO] - ===> Epoch[2648](2648/1): Loss -0.8878, Sem 0.0264, dir -0.9925, norm 0.0784, swav 0.0000 LR: 5.074e-02 Score 98.981 Data time: 0.2739, Forward time: 2.2616, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 4.9581 [2020-11-08 08:44:46,351][root][INFO] - ===> Epoch[2649](2649/1): Loss -0.8878, Sem 0.0260, dir -0.9930, norm 0.0792, swav 0.0000 LR: 5.072e-02 Score 98.986 Data time: 0.2316, Forward time: 2.2616, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.0422 [2020-11-08 08:44:51,624][root][INFO] - ===> Epoch[2650](2650/1): Loss -0.8814, Sem 0.0259, dir -0.9920, norm 0.0847, swav 0.0000 LR: 5.070e-02 Score 98.990 Data time: 0.2147, Forward time: 2.2616, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.1562 [2020-11-08 08:44:56,289][root][INFO] - ===> Epoch[2651](2651/1): Loss -0.8815, Sem 0.0268, dir -0.9922, norm 0.0839, swav 0.0000 LR: 5.068e-02 Score 98.960 Data time: 0.1775, Forward time: 2.2614, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 4.5663 [2020-11-08 08:45:01,614][root][INFO] - ===> Epoch[2652](2652/1): Loss -0.8866, Sem 0.0260, dir -0.9927, norm 0.0801, swav 0.0000 LR: 5.066e-02 Score 98.986 Data time: 0.2550, Forward time: 2.2616, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.2134 [2020-11-08 08:45:06,520][root][INFO] - ===> Epoch[2653](2653/1): Loss -0.8873, Sem 0.0249, dir -0.9926, norm 0.0804, swav 0.0000 LR: 5.064e-02 Score 99.037 Data time: 0.2361, Forward time: 2.2617, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.7706 [2020-11-08 08:45:11,896][root][INFO] - ===> Epoch[2654](2654/1): Loss -0.8792, Sem 0.0260, dir -0.9918, norm 0.0866, swav 0.0000 LR: 5.062e-02 Score 98.993 Data time: 0.1746, Forward time: 2.2615, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 5.2510 [2020-11-08 08:45:17,515][root][INFO] - ===> Epoch[2655](2655/1): Loss -0.8728, Sem 0.0238, dir -0.9901, norm 0.0935, swav 0.0000 LR: 5.060e-02 Score 99.075 Data time: 0.2422, Forward time: 2.2615, Backward time: 2.4237, DDP time: 0.0049, Total iter time: 5.5023 [2020-11-08 08:45:22,359][root][INFO] - ===> Epoch[2656](2656/1): Loss -0.8731, Sem 0.0266, dir -0.9913, norm 0.0915, swav 0.0000 LR: 5.058e-02 Score 98.963 Data time: 0.2372, Forward time: 2.2614, Backward time: 2.4237, DDP time: 0.0049, Total iter time: 4.7315 [2020-11-08 08:45:27,244][root][INFO] - ===> Epoch[2657](2657/1): Loss -0.8880, Sem 0.0252, dir -0.9926, norm 0.0794, swav 0.0000 LR: 5.056e-02 Score 99.029 Data time: 0.2306, Forward time: 2.2615, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 4.7703 [2020-11-08 08:45:32,522][root][INFO] - ===> Epoch[2658](2658/1): Loss -0.8756, Sem 0.0257, dir -0.9915, norm 0.0901, swav 0.0000 LR: 5.054e-02 Score 99.006 Data time: 0.2269, Forward time: 2.2615, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 5.1495 [2020-11-08 08:45:37,827][root][INFO] - ===> Epoch[2659](2659/1): Loss -0.8782, Sem 0.0250, dir -0.9909, norm 0.0878, swav 0.0000 LR: 5.052e-02 Score 99.032 Data time: 0.2448, Forward time: 2.2616, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 5.1753 [2020-11-08 08:45:43,235][root][INFO] - ===> Epoch[2660](2660/1): Loss -0.8828, Sem 0.0261, dir -0.9921, norm 0.0833, swav 0.0000 LR: 5.050e-02 Score 98.992 Data time: 0.2226, Forward time: 2.2616, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 5.2784 [2020-11-08 08:45:48,397][root][INFO] - ===> Epoch[2661](2661/1): Loss -0.8876, Sem 0.0250, dir -0.9930, norm 0.0803, swav 0.0000 LR: 5.048e-02 Score 99.029 Data time: 0.1983, Forward time: 2.2616, Backward time: 2.4237, DDP time: 0.0049, Total iter time: 5.0382 [2020-11-08 08:45:53,326][root][INFO] - ===> Epoch[2662](2662/1): Loss -0.8846, Sem 0.0254, dir -0.9919, norm 0.0819, swav 0.0000 LR: 5.046e-02 Score 99.032 Data time: 0.1765, Forward time: 2.2614, Backward time: 2.4238, DDP time: 0.0049, Total iter time: 4.8021 [2020-11-08 08:45:58,228][root][INFO] - ===> Epoch[2663](2663/1): Loss -0.8806, Sem 0.0245, dir -0.9928, norm 0.0877, swav 0.0000 LR: 5.044e-02 Score 99.048 Data time: 0.2258, Forward time: 2.2615, Backward time: 2.4237, DDP time: 0.0049, Total iter time: 4.7738 [2020-11-08 08:46:03,042][root][INFO] - ===> Epoch[2664](2664/1): Loss -0.8827, Sem 0.0260, dir -0.9917, norm 0.0830, swav 0.0000 LR: 5.042e-02 Score 99.000 Data time: 0.2219, Forward time: 2.2616, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 4.6685 [2020-11-08 08:46:08,012][root][INFO] - ===> Epoch[2665](2665/1): Loss -0.8835, Sem 0.0261, dir -0.9921, norm 0.0824, swav 0.0000 LR: 5.041e-02 Score 98.992 Data time: 0.2311, Forward time: 2.2615, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 4.8387 [2020-11-08 08:46:13,013][root][INFO] - ===> Epoch[2666](2666/1): Loss -0.8759, Sem 0.0264, dir -0.9907, norm 0.0884, swav 0.0000 LR: 5.039e-02 Score 98.983 Data time: 0.2049, Forward time: 2.2614, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 4.8789 [2020-11-08 08:46:18,177][root][INFO] - ===> Epoch[2667](2667/1): Loss -0.8750, Sem 0.0269, dir -0.9921, norm 0.0902, swav 0.0000 LR: 5.037e-02 Score 98.961 Data time: 0.2109, Forward time: 2.2615, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 5.0552 [2020-11-08 08:46:22,973][root][INFO] - ===> Epoch[2668](2668/1): Loss -0.8889, Sem 0.0255, dir -0.9923, norm 0.0779, swav 0.0000 LR: 5.035e-02 Score 99.018 Data time: 0.2161, Forward time: 2.2613, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 4.6542 [2020-11-08 08:46:27,849][root][INFO] - ===> Epoch[2669](2669/1): Loss -0.8739, Sem 0.0268, dir -0.9913, norm 0.0906, swav 0.0000 LR: 5.033e-02 Score 98.973 Data time: 0.1920, Forward time: 2.2613, Backward time: 2.4236, DDP time: 0.0049, Total iter time: 4.7618 [2020-11-08 08:46:32,620][root][INFO] - ===> Epoch[2670](2670/1): Loss -0.8743, Sem 0.0246, dir -0.9907, norm 0.0917, swav 0.0000 LR: 5.031e-02 Score 99.045 Data time: 0.2363, Forward time: 2.2613, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 4.6537 [2020-11-08 08:46:37,497][root][INFO] - ===> Epoch[2671](2671/1): Loss -0.8831, Sem 0.0253, dir -0.9925, norm 0.0841, swav 0.0000 LR: 5.029e-02 Score 99.021 Data time: 0.2430, Forward time: 2.2614, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 4.7527 [2020-11-08 08:46:42,686][root][INFO] - ===> Epoch[2672](2672/1): Loss -0.8847, Sem 0.0258, dir -0.9922, norm 0.0817, swav 0.0000 LR: 5.027e-02 Score 99.000 Data time: 0.2187, Forward time: 2.2614, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.0631 [2020-11-08 08:46:47,687][root][INFO] - ===> Epoch[2673](2673/1): Loss -0.8712, Sem 0.0268, dir -0.9913, norm 0.0933, swav 0.0000 LR: 5.025e-02 Score 98.966 Data time: 0.2002, Forward time: 2.2614, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 4.8753 [2020-11-08 08:46:52,705][root][INFO] - ===> Epoch[2674](2674/1): Loss -0.8801, Sem 0.0261, dir -0.9914, norm 0.0852, swav 0.0000 LR: 5.023e-02 Score 98.984 Data time: 0.1836, Forward time: 2.2613, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 4.8965 [2020-11-08 08:46:57,419][root][INFO] - ===> Epoch[2675](2675/1): Loss -0.8786, Sem 0.0259, dir -0.9921, norm 0.0876, swav 0.0000 LR: 5.021e-02 Score 98.997 Data time: 0.2558, Forward time: 2.2613, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 4.5931 [2020-11-08 08:47:02,694][root][INFO] - ===> Epoch[2676](2676/1): Loss -0.8719, Sem 0.0260, dir -0.9914, norm 0.0934, swav 0.0000 LR: 5.019e-02 Score 99.008 Data time: 0.2085, Forward time: 2.2613, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.1540 [2020-11-08 08:47:07,410][root][INFO] - ===> Epoch[2677](2677/1): Loss -0.8851, Sem 0.0258, dir -0.9927, norm 0.0818, swav 0.0000 LR: 5.017e-02 Score 99.011 Data time: 0.1665, Forward time: 2.2611, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 4.5858 [2020-11-08 08:47:12,448][root][INFO] - ===> Epoch[2678](2678/1): Loss -0.8839, Sem 0.0256, dir -0.9926, norm 0.0831, swav 0.0000 LR: 5.015e-02 Score 98.998 Data time: 0.1795, Forward time: 2.2610, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 4.9503 [2020-11-08 08:47:17,505][root][INFO] - ===> Epoch[2679](2679/1): Loss -0.8697, Sem 0.0262, dir -0.9902, norm 0.0943, swav 0.0000 LR: 5.013e-02 Score 98.976 Data time: 0.2498, Forward time: 2.2611, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 4.9369 [2020-11-08 08:47:22,229][root][INFO] - ===> Epoch[2680](2680/1): Loss -0.8842, Sem 0.0269, dir -0.9919, norm 0.0808, swav 0.0000 LR: 5.011e-02 Score 98.967 Data time: 0.2197, Forward time: 2.2611, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 4.5875 [2020-11-08 08:47:26,788][root][INFO] - ===> Epoch[2681](2681/1): Loss -0.8863, Sem 0.0271, dir -0.9926, norm 0.0791, swav 0.0000 LR: 5.009e-02 Score 98.950 Data time: 0.1920, Forward time: 2.2611, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.4244 [2020-11-08 08:47:31,592][root][INFO] - ===> Epoch[2682](2682/1): Loss -0.8818, Sem 0.0258, dir -0.9924, norm 0.0847, swav 0.0000 LR: 5.007e-02 Score 98.998 Data time: 0.1894, Forward time: 2.2610, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.6848 [2020-11-08 08:47:36,114][root][INFO] - ===> Epoch[2683](2683/1): Loss -0.8780, Sem 0.0268, dir -0.9910, norm 0.0863, swav 0.0000 LR: 5.006e-02 Score 98.964 Data time: 0.1980, Forward time: 2.2609, Backward time: 2.4230, DDP time: 0.0049, Total iter time: 4.4204 [2020-11-08 08:47:40,912][root][INFO] - ===> Epoch[2684](2684/1): Loss -0.8901, Sem 0.0248, dir -0.9934, norm 0.0784, swav 0.0000 LR: 5.004e-02 Score 99.035 Data time: 0.2297, Forward time: 2.2609, Backward time: 2.4229, DDP time: 0.0049, Total iter time: 4.6842 [2020-11-08 08:47:45,770][root][INFO] - ===> Epoch[2685](2685/1): Loss -0.8923, Sem 0.0261, dir -0.9930, norm 0.0745, swav 0.0000 LR: 5.002e-02 Score 98.994 Data time: 0.2333, Forward time: 2.2610, Backward time: 2.4227, DDP time: 0.0049, Total iter time: 4.7272 [2020-11-08 08:47:50,985][root][INFO] - ===> Epoch[2686](2686/1): Loss -0.8748, Sem 0.0255, dir -0.9904, norm 0.0901, swav 0.0000 LR: 5.000e-02 Score 99.020 Data time: 0.2107, Forward time: 2.2610, Backward time: 2.4228, DDP time: 0.0049, Total iter time: 5.0832 [2020-11-08 08:47:56,050][root][INFO] - ===> Epoch[2687](2687/1): Loss -0.8831, Sem 0.0246, dir -0.9912, norm 0.0835, swav 0.0000 LR: 4.998e-02 Score 99.042 Data time: 0.2168, Forward time: 2.2610, Backward time: 2.4228, DDP time: 0.0049, Total iter time: 4.9571 [2020-11-08 08:48:00,892][root][INFO] - ===> Epoch[2688](2688/1): Loss -0.8785, Sem 0.0265, dir -0.9923, norm 0.0873, swav 0.0000 LR: 4.996e-02 Score 98.969 Data time: 0.2195, Forward time: 2.2610, Backward time: 2.4227, DDP time: 0.0049, Total iter time: 4.7226 [2020-11-08 08:48:06,595][root][INFO] - ===> Epoch[2689](2689/1): Loss -0.8857, Sem 0.0255, dir -0.9921, norm 0.0809, swav 0.0000 LR: 4.994e-02 Score 99.022 Data time: 0.2216, Forward time: 2.2611, Backward time: 2.4229, DDP time: 0.0049, Total iter time: 5.5959 [2020-11-08 08:48:11,509][root][INFO] - ===> Epoch[2690](2690/1): Loss -0.8735, Sem 0.0269, dir -0.9909, norm 0.0905, swav 0.0000 LR: 4.992e-02 Score 98.964 Data time: 0.1740, Forward time: 2.2609, Backward time: 2.4230, DDP time: 0.0049, Total iter time: 4.7955 [2020-11-08 08:48:16,639][root][INFO] - ===> Epoch[2691](2691/1): Loss -0.8885, Sem 0.0245, dir -0.9921, norm 0.0791, swav 0.0000 LR: 4.990e-02 Score 99.051 Data time: 0.2280, Forward time: 2.2609, Backward time: 2.4230, DDP time: 0.0049, Total iter time: 5.0304 [2020-11-08 08:48:21,491][root][INFO] - ===> Epoch[2692](2692/1): Loss -0.8894, Sem 0.0247, dir -0.9922, norm 0.0780, swav 0.0000 LR: 4.988e-02 Score 99.036 Data time: 0.1878, Forward time: 2.2608, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.7381 [2020-11-08 08:48:26,725][root][INFO] - ===> Epoch[2693](2693/1): Loss -0.8693, Sem 0.0264, dir -0.9909, norm 0.0952, swav 0.0000 LR: 4.986e-02 Score 98.984 Data time: 0.1596, Forward time: 2.2606, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.1640 [2020-11-08 08:48:31,797][root][INFO] - ===> Epoch[2694](2694/1): Loss -0.8757, Sem 0.0268, dir -0.9919, norm 0.0893, swav 0.0000 LR: 4.984e-02 Score 98.966 Data time: 0.2076, Forward time: 2.2606, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 4.9891 [2020-11-08 08:48:37,114][root][INFO] - ===> Epoch[2695](2695/1): Loss -0.8809, Sem 0.0262, dir -0.9921, norm 0.0850, swav 0.0000 LR: 4.982e-02 Score 98.989 Data time: 0.1460, Forward time: 2.2603, Backward time: 2.4237, DDP time: 0.0049, Total iter time: 5.2111 [2020-11-08 08:48:42,037][root][INFO] - ===> Epoch[2696](2696/1): Loss -0.8730, Sem 0.0262, dir -0.9909, norm 0.0917, swav 0.0000 LR: 4.980e-02 Score 98.988 Data time: 0.2159, Forward time: 2.2603, Backward time: 2.4237, DDP time: 0.0049, Total iter time: 4.8348 [2020-11-08 08:48:46,812][root][INFO] - ===> Epoch[2697](2697/1): Loss -0.8836, Sem 0.0254, dir -0.9911, norm 0.0821, swav 0.0000 LR: 4.978e-02 Score 99.014 Data time: 0.2536, Forward time: 2.2604, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 4.6529 [2020-11-08 08:48:51,772][root][INFO] - ===> Epoch[2698](2698/1): Loss -0.8861, Sem 0.0252, dir -0.9915, norm 0.0802, swav 0.0000 LR: 4.976e-02 Score 99.032 Data time: 0.2525, Forward time: 2.2605, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 4.8357 [2020-11-08 08:48:57,095][root][INFO] - ===> Epoch[2699](2699/1): Loss -0.8741, Sem 0.0256, dir -0.9918, norm 0.0922, swav 0.0000 LR: 4.974e-02 Score 99.015 Data time: 0.2410, Forward time: 2.2605, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 5.1898 [2020-11-08 08:49:02,633][root][INFO] - ===> Epoch[2700](2700/1): Loss -0.8797, Sem 0.0245, dir -0.9922, norm 0.0881, swav 0.0000 LR: 4.972e-02 Score 99.051 Data time: 0.2304, Forward time: 2.2606, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 5.4118 [2020-11-08 08:49:07,771][root][INFO] - ===> Epoch[2701](2701/1): Loss -0.8870, Sem 0.0263, dir -0.9928, norm 0.0795, swav 0.0000 LR: 4.971e-02 Score 98.972 Data time: 0.2539, Forward time: 2.2607, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 4.9920 [2020-11-08 08:49:12,980][root][INFO] - ===> Epoch[2702](2702/1): Loss -0.8709, Sem 0.0259, dir -0.9898, norm 0.0929, swav 0.0000 LR: 4.969e-02 Score 99.008 Data time: 0.2137, Forward time: 2.2608, Backward time: 2.4234, DDP time: 0.0049, Total iter time: 5.0686 [2020-11-08 08:49:18,209][root][INFO] - ===> Epoch[2703](2703/1): Loss -0.8751, Sem 0.0264, dir -0.9910, norm 0.0895, swav 0.0000 LR: 4.967e-02 Score 98.968 Data time: 0.2660, Forward time: 2.2609, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.1180 [2020-11-08 08:49:23,165][root][INFO] - ===> Epoch[2704](2704/1): Loss -0.8773, Sem 0.0258, dir -0.9911, norm 0.0881, swav 0.0000 LR: 4.965e-02 Score 99.005 Data time: 0.2477, Forward time: 2.2611, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.8270 [2020-11-08 08:49:28,235][root][INFO] - ===> Epoch[2705](2705/1): Loss -0.8734, Sem 0.0274, dir -0.9921, norm 0.0913, swav 0.0000 LR: 4.963e-02 Score 98.953 Data time: 0.2073, Forward time: 2.2610, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.9491 [2020-11-08 08:49:33,880][root][INFO] - ===> Epoch[2706](2706/1): Loss -0.8907, Sem 0.0262, dir -0.9924, norm 0.0755, swav 0.0000 LR: 4.961e-02 Score 98.984 Data time: 0.2960, Forward time: 2.2612, Backward time: 2.4232, DDP time: 0.0049, Total iter time: 5.5178 [2020-11-08 08:49:39,472][root][INFO] - ===> Epoch[2707](2707/1): Loss -0.8892, Sem 0.0244, dir -0.9929, norm 0.0793, swav 0.0000 LR: 4.959e-02 Score 99.043 Data time: 0.2787, Forward time: 2.2614, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 5.4785 [2020-11-08 08:49:44,868][root][INFO] - ===> Epoch[2708](2708/1): Loss -0.8794, Sem 0.0261, dir -0.9911, norm 0.0856, swav 0.0000 LR: 4.957e-02 Score 98.993 Data time: 0.2144, Forward time: 2.2615, Backward time: 2.4232, DDP time: 0.0049, Total iter time: 5.2742 [2020-11-08 08:49:49,738][root][INFO] - ===> Epoch[2709](2709/1): Loss -0.8868, Sem 0.0267, dir -0.9929, norm 0.0794, swav 0.0000 LR: 4.955e-02 Score 98.972 Data time: 0.2309, Forward time: 2.2615, Backward time: 2.4231, DDP time: 0.0049, Total iter time: 4.7535 [2020-11-08 08:49:54,570][root][INFO] - ===> Epoch[2710](2710/1): Loss -0.8836, Sem 0.0251, dir -0.9919, norm 0.0832, swav 0.0000 LR: 4.953e-02 Score 99.021 Data time: 0.2157, Forward time: 2.2615, Backward time: 2.4230, DDP time: 0.0049, Total iter time: 4.7094 [2020-11-08 08:49:59,431][root][INFO] - ===> Epoch[2711](2711/1): Loss -0.8842, Sem 0.0273, dir -0.9925, norm 0.0810, swav 0.0000 LR: 4.951e-02 Score 98.951 Data time: 0.1807, Forward time: 2.2614, Backward time: 2.4230, DDP time: 0.0049, Total iter time: 4.7556 [2020-11-08 08:50:05,091][root][INFO] - ===> Epoch[2712](2712/1): Loss -0.8899, Sem 0.0246, dir -0.9931, norm 0.0785, swav 0.0000 LR: 4.949e-02 Score 99.047 Data time: 0.1951, Forward time: 2.2613, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.5711 [2020-11-08 08:50:10,885][root][INFO] - ===> Epoch[2713](2713/1): Loss -0.8884, Sem 0.0265, dir -0.9928, norm 0.0779, swav 0.0000 LR: 4.947e-02 Score 98.983 Data time: 0.1589, Forward time: 2.2611, Backward time: 2.4238, DDP time: 0.0049, Total iter time: 5.6673 [2020-11-08 08:50:16,389][root][INFO] - ===> Epoch[2714](2714/1): Loss -0.8846, Sem 0.0251, dir -0.9923, norm 0.0826, swav 0.0000 LR: 4.945e-02 Score 99.031 Data time: 0.1834, Forward time: 2.2611, Backward time: 2.4240, DDP time: 0.0049, Total iter time: 5.4320 [2020-11-08 08:50:21,284][root][INFO] - ===> Epoch[2715](2715/1): Loss -0.8903, Sem 0.0263, dir -0.9929, norm 0.0762, swav 0.0000 LR: 4.943e-02 Score 98.995 Data time: 0.1543, Forward time: 2.2608, Backward time: 2.4242, DDP time: 0.0049, Total iter time: 4.7966 [2020-11-08 08:50:25,703][root][INFO] - ===> Epoch[2716](2716/1): Loss -0.8849, Sem 0.0267, dir -0.9929, norm 0.0813, swav 0.0000 LR: 4.941e-02 Score 98.952 Data time: 0.1781, Forward time: 2.2607, Backward time: 2.4241, DDP time: 0.0049, Total iter time: 4.3325 [2020-11-08 08:50:30,354][root][INFO] - ===> Epoch[2717](2717/1): Loss -0.8851, Sem 0.0262, dir -0.9922, norm 0.0808, swav 0.0000 LR: 4.939e-02 Score 98.987 Data time: 0.2383, Forward time: 2.2607, Backward time: 2.4240, DDP time: 0.0049, Total iter time: 4.5615 [2020-11-08 08:50:35,156][root][INFO] - ===> Epoch[2718](2718/1): Loss -0.8845, Sem 0.0265, dir -0.9924, norm 0.0813, swav 0.0000 LR: 4.937e-02 Score 98.983 Data time: 0.2306, Forward time: 2.2607, Backward time: 2.4239, DDP time: 0.0049, Total iter time: 4.6805 [2020-11-08 08:50:40,074][root][INFO] - ===> Epoch[2719](2719/1): Loss -0.8882, Sem 0.0254, dir -0.9919, norm 0.0784, swav 0.0000 LR: 4.936e-02 Score 99.013 Data time: 0.2240, Forward time: 2.2607, Backward time: 2.4239, DDP time: 0.0049, Total iter time: 4.7931 [2020-11-08 08:50:45,345][root][INFO] - ===> Epoch[2720](2720/1): Loss -0.8838, Sem 0.0248, dir -0.9922, norm 0.0837, swav 0.0000 LR: 4.934e-02 Score 99.040 Data time: 0.2364, Forward time: 2.2607, Backward time: 2.4239, DDP time: 0.0049, Total iter time: 5.1445 [2020-11-08 08:50:50,960][root][INFO] - ===> Epoch[2721](2721/1): Loss -0.8781, Sem 0.0253, dir -0.9913, norm 0.0878, swav 0.0000 LR: 4.932e-02 Score 99.017 Data time: 0.2665, Forward time: 2.2608, Backward time: 2.4240, DDP time: 0.0049, Total iter time: 5.4895 [2020-11-08 08:50:55,785][root][INFO] - ===> Epoch[2722](2722/1): Loss -0.8848, Sem 0.0254, dir -0.9920, norm 0.0818, swav 0.0000 LR: 4.930e-02 Score 99.019 Data time: 0.2261, Forward time: 2.2608, Backward time: 2.4239, DDP time: 0.0049, Total iter time: 4.7067 [2020-11-08 08:51:00,237][root][INFO] - ===> Epoch[2723](2723/1): Loss -0.8824, Sem 0.0264, dir -0.9915, norm 0.0826, swav 0.0000 LR: 4.928e-02 Score 98.972 Data time: 0.2384, Forward time: 2.2608, Backward time: 2.4237, DDP time: 0.0049, Total iter time: 4.3253 [2020-11-08 08:51:05,135][root][INFO] - ===> Epoch[2724](2724/1): Loss -0.8696, Sem 0.0267, dir -0.9917, norm 0.0954, swav 0.0000 LR: 4.926e-02 Score 98.960 Data time: 0.2521, Forward time: 2.2608, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 4.7954 [2020-11-08 08:51:10,442][root][INFO] - ===> Epoch[2725](2725/1): Loss -0.8889, Sem 0.0259, dir -0.9927, norm 0.0780, swav 0.0000 LR: 4.924e-02 Score 98.996 Data time: 0.2526, Forward time: 2.2610, Backward time: 2.4235, DDP time: 0.0049, Total iter time: 5.1699 [2020-11-08 08:51:15,180][root][INFO] - ===> Epoch[2726](2726/1): Loss -0.8812, Sem 0.0246, dir -0.9917, norm 0.0860, swav 0.0000 LR: 4.922e-02 Score 99.048 Data time: 0.2244, Forward time: 2.2611, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 4.6152 [2020-11-08 08:51:20,539][root][INFO] - ===> Epoch[2727](2727/1): Loss -0.8685, Sem 0.0258, dir -0.9901, norm 0.0959, swav 0.0000 LR: 4.920e-02 Score 98.998 Data time: 0.2567, Forward time: 2.2611, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.2418 [2020-11-08 08:51:25,407][root][INFO] - ===> Epoch[2728](2728/1): Loss -0.8883, Sem 0.0252, dir -0.9928, norm 0.0793, swav 0.0000 LR: 4.918e-02 Score 99.028 Data time: 0.2185, Forward time: 2.2612, Backward time: 2.4232, DDP time: 0.0049, Total iter time: 4.7467 [2020-11-08 08:51:30,701][root][INFO] - ===> Epoch[2729](2729/1): Loss -0.8861, Sem 0.0238, dir -0.9924, norm 0.0825, swav 0.0000 LR: 4.916e-02 Score 99.077 Data time: 0.2013, Forward time: 2.2612, Backward time: 2.4233, DDP time: 0.0049, Total iter time: 5.1807 [2020-11-08 08:51:35,465][root][INFO] - ===> Epoch[2730](2730/1): Loss -0.8798, Sem 0.0259, dir -0.9915, norm 0.0858, swav 0.0000 LR: 4.914e-02 Score 98.994 Data time: 0.2181, Forward time: 2.2611, Backward time: 2.4232, DDP time: 0.0049, Total iter time: 4.6605 [2020-11-08 08:51:41,008][root][INFO] - ===> Epoch[2731](2731/1): Loss -0.8792, Sem 0.0254, dir -0.9918, norm 0.0872, swav 0.0000 LR: 4.912e-02 Score 99.010 Data time: 0.2647, Forward time: 2.2613, Backward time: 2.4232, DDP time: 0.0049, Total iter time: 5.4536 [2020-11-08 08:51:45,896][root][INFO] - ===> Epoch[2732](2732/1): Loss -0.8878, Sem 0.0258, dir -0.9922, norm 0.0786, swav 0.0000 LR: 4.910e-02 Score 99.004 Data time: 0.2247, Forward time: 2.2614, Backward time: 2.4230, DDP time: 0.0049, Total iter time: 4.7517 [2020-11-08 08:51:50,771][root][INFO] - ===> Epoch[2733](2733/1): Loss -0.8841, Sem 0.0257, dir -0.9921, norm 0.0823, swav 0.0000 LR: 4.908e-02 Score 99.007 Data time: 0.1951, Forward time: 2.2614, Backward time: 2.4230, DDP time: 0.0049, Total iter time: 4.7516 [2020-11-08 08:51:55,866][root][INFO] - ===> Epoch[2734](2734/1): Loss -0.8816, Sem 0.0250, dir -0.9911, norm 0.0844, swav 0.0000 LR: 4.906e-02 Score 99.029 Data time: 0.2541, Forward time: 2.2615, Backward time: 2.4229, DDP time: 0.0049, Total iter time: 4.9814 [2020-11-08 08:52:00,897][root][INFO] - ===> Epoch[2735](2735/1): Loss -0.8815, Sem 0.0257, dir -0.9915, norm 0.0844, swav 0.0000 LR: 4.904e-02 Score 99.014 Data time: 0.2226, Forward time: 2.2615, Backward time: 2.4229, DDP time: 0.0049, Total iter time: 4.8875 [2020-11-08 08:52:05,599][root][INFO] - ===> Epoch[2736](2736/1): Loss -0.8837, Sem 0.0265, dir -0.9923, norm 0.0820, swav 0.0000 LR: 4.902e-02 Score 98.972 Data time: 0.2298, Forward time: 2.2615, Backward time: 2.4227, DDP time: 0.0049, Total iter time: 4.5848 [2020-11-08 08:52:10,894][root][INFO] - ===> Epoch[2737](2737/1): Loss -0.8847, Sem 0.0257, dir -0.9921, norm 0.0817, swav 0.0000 LR: 4.900e-02 Score 99.008 Data time: 0.2703, Forward time: 2.2617, Backward time: 2.4226, DDP time: 0.0049, Total iter time: 5.1776 [2020-11-08 08:52:15,833][root][INFO] - ===> Epoch[2738](2738/1): Loss -0.8829, Sem 0.0254, dir -0.9915, norm 0.0832, swav 0.0000 LR: 4.899e-02 Score 99.011 Data time: 0.2383, Forward time: 2.2618, Backward time: 2.4224, DDP time: 0.0049, Total iter time: 4.8046 [2020-11-08 08:52:20,970][root][INFO] - ===> Epoch[2739](2739/1): Loss -0.8720, Sem 0.0245, dir -0.9893, norm 0.0927, swav 0.0000 LR: 4.897e-02 Score 99.066 Data time: 0.1785, Forward time: 2.2617, Backward time: 2.4226, DDP time: 0.0049, Total iter time: 5.0156 [2020-11-08 08:52:25,970][root][INFO] - ===> Epoch[2740](2740/1): Loss -0.8752, Sem 0.0248, dir -0.9913, norm 0.0913, swav 0.0000 LR: 4.895e-02 Score 99.033 Data time: 0.2701, Forward time: 2.2617, Backward time: 2.4225, DDP time: 0.0049, Total iter time: 4.9221 [2020-11-08 08:52:30,898][root][INFO] - ===> Epoch[2741](2741/1): Loss -0.8861, Sem 0.0269, dir -0.9926, norm 0.0795, swav 0.0000 LR: 4.893e-02 Score 98.963 Data time: 0.2356, Forward time: 2.2618, Backward time: 2.4224, DDP time: 0.0049, Total iter time: 4.8083 [2020-11-08 08:52:35,797][root][INFO] - ===> Epoch[2742](2742/1): Loss -0.8894, Sem 0.0244, dir -0.9930, norm 0.0792, swav 0.0000 LR: 4.891e-02 Score 99.047 Data time: 0.2003, Forward time: 2.2618, Backward time: 2.4224, DDP time: 0.0049, Total iter time: 4.7881 [2020-11-08 08:52:40,883][root][INFO] - ===> Epoch[2743](2743/1): Loss -0.8735, Sem 0.0279, dir -0.9913, norm 0.0898, swav 0.0000 LR: 4.889e-02 Score 98.924 Data time: 0.2162, Forward time: 2.2617, Backward time: 2.4224, DDP time: 0.0049, Total iter time: 4.9745 [2020-11-08 08:52:46,174][root][INFO] - ===> Epoch[2744](2744/1): Loss -0.8862, Sem 0.0266, dir -0.9920, norm 0.0793, swav 0.0000 LR: 4.887e-02 Score 98.960 Data time: 0.2361, Forward time: 2.2618, Backward time: 2.4225, DDP time: 0.0049, Total iter time: 5.1580 [2020-11-08 08:52:51,046][root][INFO] - ===> Epoch[2745](2745/1): Loss -0.8913, Sem 0.0249, dir -0.9927, norm 0.0766, swav 0.0000 LR: 4.885e-02 Score 99.034 Data time: 0.2232, Forward time: 2.2618, Backward time: 2.4224, DDP time: 0.0049, Total iter time: 4.7448 [2020-11-08 08:52:55,588][root][INFO] - ===> Epoch[2746](2746/1): Loss -0.8756, Sem 0.0258, dir -0.9914, norm 0.0900, swav 0.0000 LR: 4.883e-02 Score 98.999 Data time: 0.2274, Forward time: 2.2618, Backward time: 2.4222, DDP time: 0.0049, Total iter time: 4.4221 [2020-11-08 08:53:00,328][root][INFO] - ===> Epoch[2747](2747/1): Loss -0.8830, Sem 0.0254, dir -0.9914, norm 0.0830, swav 0.0000 LR: 4.881e-02 Score 99.025 Data time: 0.2342, Forward time: 2.2618, Backward time: 2.4221, DDP time: 0.0049, Total iter time: 4.6129 [2020-11-08 08:53:05,370][root][INFO] - ===> Epoch[2748](2748/1): Loss -0.8908, Sem 0.0252, dir -0.9934, norm 0.0774, swav 0.0000 LR: 4.879e-02 Score 99.032 Data time: 0.2331, Forward time: 2.2619, Backward time: 2.4220, DDP time: 0.0049, Total iter time: 4.8994 [2020-11-08 08:53:09,874][root][INFO] - ===> Epoch[2749](2749/1): Loss -0.8807, Sem 0.0256, dir -0.9926, norm 0.0862, swav 0.0000 LR: 4.877e-02 Score 99.008 Data time: 0.1977, Forward time: 2.2618, Backward time: 2.4219, DDP time: 0.0049, Total iter time: 4.3775 [2020-11-08 08:53:14,933][root][INFO] - ===> Epoch[2750](2750/1): Loss -0.8783, Sem 0.0260, dir -0.9913, norm 0.0870, swav 0.0000 LR: 4.875e-02 Score 98.995 Data time: 0.2576, Forward time: 2.2619, Backward time: 2.4218, DDP time: 0.0049, Total iter time: 4.9561 [2020-11-08 08:53:19,633][root][INFO] - ===> Epoch[2751](2751/1): Loss -0.8852, Sem 0.0264, dir -0.9918, norm 0.0802, swav 0.0000 LR: 4.873e-02 Score 98.992 Data time: 0.2340, Forward time: 2.2619, Backward time: 2.4216, DDP time: 0.0049, Total iter time: 4.5478 [2020-11-08 08:53:24,711][root][INFO] - ===> Epoch[2752](2752/1): Loss -0.8835, Sem 0.0267, dir -0.9912, norm 0.0810, swav 0.0000 LR: 4.871e-02 Score 98.985 Data time: 0.2539, Forward time: 2.2621, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 4.9360 [2020-11-08 08:53:30,035][root][INFO] - ===> Epoch[2753](2753/1): Loss -0.8673, Sem 0.0250, dir -0.9902, norm 0.0978, swav 0.0000 LR: 4.869e-02 Score 99.025 Data time: 0.2438, Forward time: 2.2622, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 5.1908 [2020-11-08 08:53:34,839][root][INFO] - ===> Epoch[2754](2754/1): Loss -0.8818, Sem 0.0274, dir -0.9920, norm 0.0827, swav 0.0000 LR: 4.867e-02 Score 98.950 Data time: 0.1506, Forward time: 2.2620, Backward time: 2.4215, DDP time: 0.0049, Total iter time: 4.6634 [2020-11-08 08:53:39,969][root][INFO] - ===> Epoch[2755](2755/1): Loss -0.8871, Sem 0.0237, dir -0.9922, norm 0.0814, swav 0.0000 LR: 4.865e-02 Score 99.074 Data time: 0.2188, Forward time: 2.2620, Backward time: 2.4215, DDP time: 0.0049, Total iter time: 5.0135 [2020-11-08 08:53:44,947][root][INFO] - ===> Epoch[2756](2756/1): Loss -0.8778, Sem 0.0265, dir -0.9903, norm 0.0859, swav 0.0000 LR: 4.863e-02 Score 98.977 Data time: 0.2093, Forward time: 2.2619, Backward time: 2.4215, DDP time: 0.0049, Total iter time: 4.8480 [2020-11-08 08:53:49,908][root][INFO] - ===> Epoch[2757](2757/1): Loss -0.8878, Sem 0.0258, dir -0.9928, norm 0.0792, swav 0.0000 LR: 4.861e-02 Score 98.998 Data time: 0.1910, Forward time: 2.2618, Backward time: 2.4216, DDP time: 0.0049, Total iter time: 4.8386 [2020-11-08 08:53:55,211][root][INFO] - ===> Epoch[2758](2758/1): Loss -0.8658, Sem 0.0277, dir -0.9894, norm 0.0959, swav 0.0000 LR: 4.860e-02 Score 98.935 Data time: 0.2644, Forward time: 2.2620, Backward time: 2.4216, DDP time: 0.0049, Total iter time: 5.1870 [2020-11-08 08:54:00,133][root][INFO] - ===> Epoch[2759](2759/1): Loss -0.8825, Sem 0.0249, dir -0.9914, norm 0.0841, swav 0.0000 LR: 4.858e-02 Score 99.044 Data time: 0.1835, Forward time: 2.2619, Backward time: 2.4216, DDP time: 0.0049, Total iter time: 4.7975 [2020-11-08 08:54:05,545][root][INFO] - ===> Epoch[2760](2760/1): Loss -0.8908, Sem 0.0261, dir -0.9933, norm 0.0764, swav 0.0000 LR: 4.856e-02 Score 98.988 Data time: 0.1818, Forward time: 2.2617, Backward time: 2.4219, DDP time: 0.0049, Total iter time: 5.3001 [2020-11-08 08:54:10,587][root][INFO] - ===> Epoch[2761](2761/1): Loss -0.8749, Sem 0.0268, dir -0.9911, norm 0.0894, swav 0.0000 LR: 4.854e-02 Score 98.974 Data time: 0.2568, Forward time: 2.2619, Backward time: 2.4217, DDP time: 0.0049, Total iter time: 4.9371 [2020-11-08 08:54:15,532][root][INFO] - ===> Epoch[2762](2762/1): Loss -0.8763, Sem 0.0265, dir -0.9909, norm 0.0881, swav 0.0000 LR: 4.852e-02 Score 98.978 Data time: 0.2241, Forward time: 2.2619, Backward time: 2.4217, DDP time: 0.0049, Total iter time: 4.8253 [2020-11-08 08:54:20,163][root][INFO] - ===> Epoch[2763](2763/1): Loss -0.8859, Sem 0.0257, dir -0.9920, norm 0.0804, swav 0.0000 LR: 4.850e-02 Score 99.006 Data time: 0.1975, Forward time: 2.2618, Backward time: 2.4216, DDP time: 0.0049, Total iter time: 4.5135 [2020-11-08 08:54:24,954][root][INFO] - ===> Epoch[2764](2764/1): Loss -0.8836, Sem 0.0269, dir -0.9920, norm 0.0815, swav 0.0000 LR: 4.848e-02 Score 98.955 Data time: 0.2190, Forward time: 2.2618, Backward time: 2.4215, DDP time: 0.0049, Total iter time: 4.6816 [2020-11-08 08:54:30,452][root][INFO] - ===> Epoch[2765](2765/1): Loss -0.8741, Sem 0.0267, dir -0.9912, norm 0.0904, swav 0.0000 LR: 4.846e-02 Score 98.972 Data time: 0.1821, Forward time: 2.2616, Backward time: 2.4218, DDP time: 0.0049, Total iter time: 5.3767 [2020-11-08 08:54:35,457][root][INFO] - ===> Epoch[2766](2766/1): Loss -0.8913, Sem 0.0243, dir -0.9931, norm 0.0775, swav 0.0000 LR: 4.844e-02 Score 99.054 Data time: 0.2341, Forward time: 2.2617, Backward time: 2.4217, DDP time: 0.0049, Total iter time: 4.9116 [2020-11-08 08:54:40,776][root][INFO] - ===> Epoch[2767](2767/1): Loss -0.8795, Sem 0.0250, dir -0.9917, norm 0.0871, swav 0.0000 LR: 4.842e-02 Score 99.038 Data time: 0.2102, Forward time: 2.2617, Backward time: 2.4218, DDP time: 0.0049, Total iter time: 5.2032 [2020-11-08 08:54:46,509][root][INFO] - ===> Epoch[2768](2768/1): Loss -0.8763, Sem 0.0262, dir -0.9920, norm 0.0895, swav 0.0000 LR: 4.840e-02 Score 98.982 Data time: 0.2004, Forward time: 2.2616, Backward time: 2.4221, DDP time: 0.0049, Total iter time: 5.6157 [2020-11-08 08:54:51,144][root][INFO] - ===> Epoch[2769](2769/1): Loss -0.8796, Sem 0.0255, dir -0.9920, norm 0.0868, swav 0.0000 LR: 4.838e-02 Score 99.025 Data time: 0.2337, Forward time: 2.2616, Backward time: 2.4220, DDP time: 0.0049, Total iter time: 4.5186 [2020-11-08 08:54:55,879][root][INFO] - ===> Epoch[2770](2770/1): Loss -0.8789, Sem 0.0258, dir -0.9923, norm 0.0875, swav 0.0000 LR: 4.836e-02 Score 98.988 Data time: 0.2300, Forward time: 2.2617, Backward time: 2.4218, DDP time: 0.0049, Total iter time: 4.6161 [2020-11-08 08:55:01,102][root][INFO] - ===> Epoch[2771](2771/1): Loss -0.8840, Sem 0.0252, dir -0.9919, norm 0.0827, swav 0.0000 LR: 4.834e-02 Score 99.031 Data time: 0.2504, Forward time: 2.2618, Backward time: 2.4217, DDP time: 0.0049, Total iter time: 5.0870 [2020-11-08 08:55:06,251][root][INFO] - ===> Epoch[2772](2772/1): Loss -0.8856, Sem 0.0240, dir -0.9929, norm 0.0832, swav 0.0000 LR: 4.832e-02 Score 99.067 Data time: 0.2140, Forward time: 2.2618, Backward time: 2.4218, DDP time: 0.0049, Total iter time: 5.0134 [2020-11-08 08:55:10,968][root][INFO] - ===> Epoch[2773](2773/1): Loss -0.8919, Sem 0.0260, dir -0.9930, norm 0.0752, swav 0.0000 LR: 4.830e-02 Score 98.995 Data time: 0.2381, Forward time: 2.2618, Backward time: 2.4216, DDP time: 0.0049, Total iter time: 4.5952 [2020-11-08 08:55:15,723][root][INFO] - ===> Epoch[2774](2774/1): Loss -0.8867, Sem 0.0247, dir -0.9920, norm 0.0806, swav 0.0000 LR: 4.828e-02 Score 99.048 Data time: 0.2347, Forward time: 2.2619, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 4.6308 [2020-11-08 08:55:20,587][root][INFO] - ===> Epoch[2775](2775/1): Loss -0.8854, Sem 0.0260, dir -0.9924, norm 0.0810, swav 0.0000 LR: 4.826e-02 Score 98.994 Data time: 0.2360, Forward time: 2.2620, Backward time: 2.4212, DDP time: 0.0049, Total iter time: 4.7380 [2020-11-08 08:55:25,484][root][INFO] - ===> Epoch[2776](2776/1): Loss -0.8859, Sem 0.0259, dir -0.9923, norm 0.0805, swav 0.0000 LR: 4.824e-02 Score 98.995 Data time: 0.2031, Forward time: 2.2619, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 4.7747 [2020-11-08 08:55:30,476][root][INFO] - ===> Epoch[2777](2777/1): Loss -0.8786, Sem 0.0241, dir -0.9915, norm 0.0889, swav 0.0000 LR: 4.822e-02 Score 99.069 Data time: 0.2107, Forward time: 2.2618, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 4.9040 [2020-11-08 08:55:35,559][root][INFO] - ===> Epoch[2778](2778/1): Loss -0.8869, Sem 0.0256, dir -0.9922, norm 0.0797, swav 0.0000 LR: 4.821e-02 Score 99.017 Data time: 0.2543, Forward time: 2.2619, Backward time: 2.4212, DDP time: 0.0049, Total iter time: 4.9657 [2020-11-08 08:55:40,165][root][INFO] - ===> Epoch[2779](2779/1): Loss -0.8871, Sem 0.0259, dir -0.9928, norm 0.0798, swav 0.0000 LR: 4.819e-02 Score 98.989 Data time: 0.1986, Forward time: 2.2619, Backward time: 2.4211, DDP time: 0.0049, Total iter time: 4.4829 [2020-11-08 08:55:45,513][root][INFO] - ===> Epoch[2780](2780/1): Loss -0.8836, Sem 0.0266, dir -0.9921, norm 0.0818, swav 0.0000 LR: 4.817e-02 Score 98.976 Data time: 0.2303, Forward time: 2.2618, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 5.2209 [2020-11-08 08:55:50,234][root][INFO] - ===> Epoch[2781](2781/1): Loss -0.8888, Sem 0.0254, dir -0.9926, norm 0.0784, swav 0.0000 LR: 4.815e-02 Score 99.020 Data time: 0.2274, Forward time: 2.2618, Backward time: 2.4211, DDP time: 0.0049, Total iter time: 4.5974 [2020-11-08 08:55:54,970][root][INFO] - ===> Epoch[2782](2782/1): Loss -0.8853, Sem 0.0258, dir -0.9927, norm 0.0816, swav 0.0000 LR: 4.813e-02 Score 98.999 Data time: 0.2330, Forward time: 2.2619, Backward time: 2.4210, DDP time: 0.0049, Total iter time: 4.6011 [2020-11-08 08:55:59,683][root][INFO] - ===> Epoch[2783](2783/1): Loss -0.8835, Sem 0.0256, dir -0.9919, norm 0.0828, swav 0.0000 LR: 4.811e-02 Score 99.016 Data time: 0.2118, Forward time: 2.2618, Backward time: 2.4209, DDP time: 0.0049, Total iter time: 4.5727 [2020-11-08 08:56:05,213][root][INFO] - ===> Epoch[2784](2784/1): Loss -0.8876, Sem 0.0248, dir -0.9921, norm 0.0797, swav 0.0000 LR: 4.809e-02 Score 99.030 Data time: 0.2447, Forward time: 2.2619, Backward time: 2.4210, DDP time: 0.0049, Total iter time: 5.3874 [2020-11-08 08:56:10,131][root][INFO] - ===> Epoch[2785](2785/1): Loss -0.8831, Sem 0.0271, dir -0.9917, norm 0.0816, swav 0.0000 LR: 4.807e-02 Score 98.957 Data time: 0.1842, Forward time: 2.2618, Backward time: 2.4210, DDP time: 0.0049, Total iter time: 4.7916 [2020-11-08 08:56:15,547][root][INFO] - ===> Epoch[2786](2786/1): Loss -0.8845, Sem 0.0251, dir -0.9932, norm 0.0836, swav 0.0000 LR: 4.805e-02 Score 99.028 Data time: 0.1803, Forward time: 2.2616, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 5.3266 [2020-11-08 08:56:20,590][root][INFO] - ===> Epoch[2787](2787/1): Loss -0.8936, Sem 0.0257, dir -0.9924, norm 0.0731, swav 0.0000 LR: 4.803e-02 Score 99.012 Data time: 0.1661, Forward time: 2.2615, Backward time: 2.4215, DDP time: 0.0049, Total iter time: 4.9564 [2020-11-08 08:56:25,763][root][INFO] - ===> Epoch[2788](2788/1): Loss -0.8873, Sem 0.0256, dir -0.9924, norm 0.0796, swav 0.0000 LR: 4.801e-02 Score 99.005 Data time: 0.1474, Forward time: 2.2612, Backward time: 2.4218, DDP time: 0.0049, Total iter time: 5.0504 [2020-11-08 08:56:30,343][root][INFO] - ===> Epoch[2789](2789/1): Loss -0.8892, Sem 0.0275, dir -0.9924, norm 0.0757, swav 0.0000 LR: 4.799e-02 Score 98.936 Data time: 0.2816, Forward time: 2.2612, Backward time: 2.4216, DDP time: 0.0049, Total iter time: 4.4710 [2020-11-08 08:56:35,137][root][INFO] - ===> Epoch[2790](2790/1): Loss -0.8840, Sem 0.0259, dir -0.9920, norm 0.0822, swav 0.0000 LR: 4.797e-02 Score 99.008 Data time: 0.2386, Forward time: 2.2613, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 4.6680 [2020-11-08 08:56:40,307][root][INFO] - ===> Epoch[2791](2791/1): Loss -0.8841, Sem 0.0256, dir -0.9914, norm 0.0817, swav 0.0000 LR: 4.795e-02 Score 99.013 Data time: 0.1899, Forward time: 2.2612, Backward time: 2.4215, DDP time: 0.0049, Total iter time: 5.0307 [2020-11-08 08:56:44,791][root][INFO] - ===> Epoch[2792](2792/1): Loss -0.8939, Sem 0.0243, dir -0.9928, norm 0.0745, swav 0.0000 LR: 4.793e-02 Score 99.056 Data time: 0.1923, Forward time: 2.2612, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 4.3996 [2020-11-08 08:56:49,850][root][INFO] - ===> Epoch[2793](2793/1): Loss -0.8843, Sem 0.0268, dir -0.9926, norm 0.0816, swav 0.0000 LR: 4.791e-02 Score 98.950 Data time: 0.2210, Forward time: 2.2612, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 4.9232 [2020-11-08 08:56:54,369][root][INFO] - ===> Epoch[2794](2794/1): Loss -0.8791, Sem 0.0270, dir -0.9918, norm 0.0856, swav 0.0000 LR: 4.789e-02 Score 98.948 Data time: 0.1713, Forward time: 2.2611, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 4.3898 [2020-11-08 08:56:59,213][root][INFO] - ===> Epoch[2795](2795/1): Loss -0.8860, Sem 0.0269, dir -0.9933, norm 0.0804, swav 0.0000 LR: 4.787e-02 Score 98.951 Data time: 0.1987, Forward time: 2.2610, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 4.7387 [2020-11-08 08:57:04,878][root][INFO] - ===> Epoch[2796](2796/1): Loss -0.8773, Sem 0.0256, dir -0.9906, norm 0.0876, swav 0.0000 LR: 4.785e-02 Score 98.998 Data time: 0.2772, Forward time: 2.2610, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 5.5350 [2020-11-08 08:57:10,181][root][INFO] - ===> Epoch[2797](2797/1): Loss -0.8813, Sem 0.0255, dir -0.9920, norm 0.0852, swav 0.0000 LR: 4.783e-02 Score 99.021 Data time: 0.2373, Forward time: 2.2611, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 5.1677 [2020-11-08 08:57:14,900][root][INFO] - ===> Epoch[2798](2798/1): Loss -0.8927, Sem 0.0248, dir -0.9929, norm 0.0754, swav 0.0000 LR: 4.781e-02 Score 99.048 Data time: 0.2302, Forward time: 2.2612, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 4.5843 [2020-11-08 08:57:20,007][root][INFO] - ===> Epoch[2799](2799/1): Loss -0.8823, Sem 0.0260, dir -0.9919, norm 0.0836, swav 0.0000 LR: 4.780e-02 Score 98.982 Data time: 0.2027, Forward time: 2.2611, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 4.9666 [2020-11-08 08:57:24,975][root][INFO] - ===> Epoch[2800](2800/1): Loss -0.8743, Sem 0.0255, dir -0.9901, norm 0.0903, swav 0.0000 LR: 4.778e-02 Score 99.021 Data time: 0.2225, Forward time: 2.2611, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 4.8802 [2020-11-08 08:57:30,384][root][INFO] - ===> Epoch[2801](2801/1): Loss -0.8867, Sem 0.0256, dir -0.9925, norm 0.0803, swav 0.0000 LR: 4.776e-02 Score 98.992 Data time: 0.2147, Forward time: 2.2611, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 5.2832 [2020-11-08 08:57:35,064][root][INFO] - ===> Epoch[2802](2802/1): Loss -0.8888, Sem 0.0261, dir -0.9921, norm 0.0771, swav 0.0000 LR: 4.774e-02 Score 98.987 Data time: 0.2598, Forward time: 2.2611, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 4.5643 [2020-11-08 08:57:40,450][root][INFO] - ===> Epoch[2803](2803/1): Loss -0.8846, Sem 0.0264, dir -0.9919, norm 0.0808, swav 0.0000 LR: 4.772e-02 Score 98.983 Data time: 0.1962, Forward time: 2.2611, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 5.2734 [2020-11-08 08:57:45,995][root][INFO] - ===> Epoch[2804](2804/1): Loss -0.8885, Sem 0.0250, dir -0.9930, norm 0.0795, swav 0.0000 LR: 4.770e-02 Score 99.026 Data time: 0.2244, Forward time: 2.2611, Backward time: 2.4216, DDP time: 0.0049, Total iter time: 5.4420 [2020-11-08 08:57:51,441][root][INFO] - ===> Epoch[2805](2805/1): Loss -0.8935, Sem 0.0248, dir -0.9935, norm 0.0753, swav 0.0000 LR: 4.768e-02 Score 99.040 Data time: 0.2456, Forward time: 2.2612, Backward time: 2.4216, DDP time: 0.0049, Total iter time: 5.3135 [2020-11-08 08:57:56,309][root][INFO] - ===> Epoch[2806](2806/1): Loss -0.8885, Sem 0.0249, dir -0.9926, norm 0.0792, swav 0.0000 LR: 4.766e-02 Score 99.031 Data time: 0.2143, Forward time: 2.2611, Backward time: 2.4216, DDP time: 0.0049, Total iter time: 4.7302 [2020-11-08 08:58:01,640][root][INFO] - ===> Epoch[2807](2807/1): Loss -0.8921, Sem 0.0245, dir -0.9927, norm 0.0761, swav 0.0000 LR: 4.764e-02 Score 99.046 Data time: 0.2222, Forward time: 2.2611, Backward time: 2.4217, DDP time: 0.0049, Total iter time: 5.2160 [2020-11-08 08:58:06,839][root][INFO] - ===> Epoch[2808](2808/1): Loss -0.8946, Sem 0.0250, dir -0.9928, norm 0.0733, swav 0.0000 LR: 4.762e-02 Score 99.021 Data time: 0.2623, Forward time: 2.2612, Backward time: 2.4216, DDP time: 0.0049, Total iter time: 5.0762 [2020-11-08 08:58:12,088][root][INFO] - ===> Epoch[2809](2809/1): Loss -0.8904, Sem 0.0264, dir -0.9927, norm 0.0759, swav 0.0000 LR: 4.760e-02 Score 98.974 Data time: 0.2880, Forward time: 2.2614, Backward time: 2.4215, DDP time: 0.0049, Total iter time: 5.1148 [2020-11-08 08:58:17,524][root][INFO] - ===> Epoch[2810](2810/1): Loss -0.8851, Sem 0.0247, dir -0.9926, norm 0.0828, swav 0.0000 LR: 4.758e-02 Score 99.041 Data time: 0.2404, Forward time: 2.2615, Backward time: 2.4215, DDP time: 0.0049, Total iter time: 5.2903 [2020-11-08 08:58:22,208][root][INFO] - ===> Epoch[2811](2811/1): Loss -0.8890, Sem 0.0247, dir -0.9926, norm 0.0789, swav 0.0000 LR: 4.756e-02 Score 99.038 Data time: 0.2102, Forward time: 2.2615, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 4.5442 [2020-11-08 08:58:27,336][root][INFO] - ===> Epoch[2812](2812/1): Loss -0.8856, Sem 0.0269, dir -0.9924, norm 0.0800, swav 0.0000 LR: 4.754e-02 Score 98.969 Data time: 0.2335, Forward time: 2.2615, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 5.0158 [2020-11-08 08:58:32,530][root][INFO] - ===> Epoch[2813](2813/1): Loss -0.8959, Sem 0.0247, dir -0.9931, norm 0.0725, swav 0.0000 LR: 4.752e-02 Score 99.041 Data time: 0.2473, Forward time: 2.2616, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 5.0535 [2020-11-08 08:58:37,216][root][INFO] - ===> Epoch[2814](2814/1): Loss -0.8889, Sem 0.0261, dir -0.9918, norm 0.0769, swav 0.0000 LR: 4.750e-02 Score 98.993 Data time: 0.2000, Forward time: 2.2615, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 4.5522 [2020-11-08 08:58:42,407][root][INFO] - ===> Epoch[2815](2815/1): Loss -0.8896, Sem 0.0249, dir -0.9927, norm 0.0782, swav 0.0000 LR: 4.748e-02 Score 99.026 Data time: 0.2093, Forward time: 2.2615, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 5.0885 [2020-11-08 08:58:47,394][root][INFO] - ===> Epoch[2816](2816/1): Loss -0.8890, Sem 0.0245, dir -0.9929, norm 0.0794, swav 0.0000 LR: 4.746e-02 Score 99.039 Data time: 0.2064, Forward time: 2.2615, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 4.8677 [2020-11-08 08:58:52,077][root][INFO] - ===> Epoch[2817](2817/1): Loss -0.8907, Sem 0.0249, dir -0.9929, norm 0.0773, swav 0.0000 LR: 4.744e-02 Score 99.029 Data time: 0.1910, Forward time: 2.2614, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 4.5522 [2020-11-08 08:58:57,210][root][INFO] - ===> Epoch[2818](2818/1): Loss -0.8938, Sem 0.0248, dir -0.9933, norm 0.0747, swav 0.0000 LR: 4.742e-02 Score 99.045 Data time: 0.2194, Forward time: 2.2614, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 5.0075 [2020-11-08 08:59:02,506][root][INFO] - ===> Epoch[2819](2819/1): Loss -0.8900, Sem 0.0255, dir -0.9925, norm 0.0770, swav 0.0000 LR: 4.740e-02 Score 99.011 Data time: 0.2163, Forward time: 2.2614, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 5.1760 [2020-11-08 08:59:07,258][root][INFO] - ===> Epoch[2820](2820/1): Loss -0.8925, Sem 0.0249, dir -0.9927, norm 0.0752, swav 0.0000 LR: 4.738e-02 Score 99.034 Data time: 0.2114, Forward time: 2.2614, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 4.6107 [2020-11-08 08:59:12,306][root][INFO] - ===> Epoch[2821](2821/1): Loss -0.8902, Sem 0.0253, dir -0.9924, norm 0.0769, swav 0.0000 LR: 4.737e-02 Score 99.021 Data time: 0.2515, Forward time: 2.2614, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 4.9297 [2020-11-08 08:59:16,741][root][INFO] - ===> Epoch[2822](2822/1): Loss -0.8849, Sem 0.0258, dir -0.9923, norm 0.0817, swav 0.0000 LR: 4.735e-02 Score 98.996 Data time: 0.1957, Forward time: 2.2613, Backward time: 2.4211, DDP time: 0.0049, Total iter time: 4.3096 [2020-11-08 08:59:21,586][root][INFO] - ===> Epoch[2823](2823/1): Loss -0.8885, Sem 0.0277, dir -0.9923, norm 0.0760, swav 0.0000 LR: 4.733e-02 Score 98.920 Data time: 0.1840, Forward time: 2.2612, Backward time: 2.4212, DDP time: 0.0049, Total iter time: 4.7303 [2020-11-08 08:59:26,806][root][INFO] - ===> Epoch[2824](2824/1): Loss -0.8927, Sem 0.0252, dir -0.9926, norm 0.0746, swav 0.0000 LR: 4.731e-02 Score 99.026 Data time: 0.2108, Forward time: 2.2612, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 5.1153 [2020-11-08 08:59:31,696][root][INFO] - ===> Epoch[2825](2825/1): Loss -0.8862, Sem 0.0258, dir -0.9920, norm 0.0801, swav 0.0000 LR: 4.729e-02 Score 99.002 Data time: 0.1841, Forward time: 2.2610, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 4.7473 [2020-11-08 08:59:36,767][root][INFO] - ===> Epoch[2826](2826/1): Loss -0.8828, Sem 0.0248, dir -0.9915, norm 0.0839, swav 0.0000 LR: 4.727e-02 Score 99.043 Data time: 0.2110, Forward time: 2.2610, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 4.9808 [2020-11-08 08:59:42,276][root][INFO] - ===> Epoch[2827](2827/1): Loss -0.8914, Sem 0.0252, dir -0.9930, norm 0.0763, swav 0.0000 LR: 4.725e-02 Score 99.024 Data time: 0.2373, Forward time: 2.2610, Backward time: 2.4215, DDP time: 0.0049, Total iter time: 5.3800 [2020-11-08 08:59:47,339][root][INFO] - ===> Epoch[2828](2828/1): Loss -0.8929, Sem 0.0240, dir -0.9930, norm 0.0761, swav 0.0000 LR: 4.723e-02 Score 99.072 Data time: 0.2542, Forward time: 2.2611, Backward time: 2.4214, DDP time: 0.0049, Total iter time: 4.9332 [2020-11-08 08:59:52,477][root][INFO] - ===> Epoch[2829](2829/1): Loss -0.8846, Sem 0.0252, dir -0.9917, norm 0.0818, swav 0.0000 LR: 4.721e-02 Score 99.019 Data time: 0.2503, Forward time: 2.2612, Backward time: 2.4213, DDP time: 0.0049, Total iter time: 5.0045 [2020-11-08 08:59:57,095][root][INFO] - ===> Epoch[2830](2830/1): Loss -0.8929, Sem 0.0249, dir -0.9932, norm 0.0754, swav 0.0000 LR: 4.719e-02 Score 99.030 Data time: 0.2169, Forward time: 2.2612, Backward time: 2.4211, DDP time: 0.0049, Total iter time: 4.4818 [2020-11-08 09:00:01,822][root][INFO] - ===> Epoch[2831](2831/1): Loss -0.8846, Sem 0.0252, dir -0.9921, norm 0.0823, swav 0.0000 LR: 4.717e-02 Score 99.028 Data time: 0.2405, Forward time: 2.2613, Backward time: 2.4210, DDP time: 0.0049, Total iter time: 4.6080 [2020-11-08 09:00:06,923][root][INFO] - ===> Epoch[2832](2832/1): Loss -0.8823, Sem 0.0250, dir -0.9917, norm 0.0844, swav 0.0000 LR: 4.715e-02 Score 99.041 Data time: 0.2637, Forward time: 2.2614, Backward time: 2.4209, DDP time: 0.0049, Total iter time: 4.9870 [2020-11-08 09:00:11,891][root][INFO] - ===> Epoch[2833](2833/1): Loss -0.8966, Sem 0.0257, dir -0.9932, norm 0.0710, swav 0.0000 LR: 4.713e-02 Score 99.011 Data time: 0.2038, Forward time: 2.2613, Backward time: 2.4210, DDP time: 0.0049, Total iter time: 4.8195 [2020-11-08 09:00:17,395][root][INFO] - ===> Epoch[2834](2834/1): Loss -0.8897, Sem 0.0257, dir -0.9923, norm 0.0770, swav 0.0000 LR: 4.711e-02 Score 99.010 Data time: 0.2338, Forward time: 2.2613, Backward time: 2.4211, DDP time: 0.0049, Total iter time: 5.3918 [2020-11-08 09:00:22,409][root][INFO] - ===> Epoch[2835](2835/1): Loss -0.8829, Sem 0.0251, dir -0.9911, norm 0.0831, swav 0.0000 LR: 4.709e-02 Score 99.029 Data time: 0.1957, Forward time: 2.2612, Backward time: 2.4211, DDP time: 0.0049, Total iter time: 4.8943 [2020-11-08 09:00:27,327][root][INFO] - ===> Epoch[2836](2836/1): Loss -0.8876, Sem 0.0257, dir -0.9924, norm 0.0791, swav 0.0000 LR: 4.707e-02 Score 99.001 Data time: 0.2235, Forward time: 2.2612, Backward time: 2.4211, DDP time: 0.0049, Total iter time: 4.8074 [2020-11-08 09:00:32,497][root][INFO] - ===> Epoch[2837](2837/1): Loss -0.8922, Sem 0.0252, dir -0.9929, norm 0.0755, swav 0.0000 LR: 4.705e-02 Score 99.026 Data time: 0.2334, Forward time: 2.2612, Backward time: 2.4211, DDP time: 0.0049, Total iter time: 5.0485 [2020-11-08 09:00:37,429][root][INFO] - ===> Epoch[2838](2838/1): Loss -0.8769, Sem 0.0247, dir -0.9908, norm 0.0892, swav 0.0000 LR: 4.703e-02 Score 99.047 Data time: 0.2057, Forward time: 2.2612, Backward time: 2.4211, DDP time: 0.0049, Total iter time: 4.7844 [2020-11-08 09:00:42,132][root][INFO] - ===> Epoch[2839](2839/1): Loss -0.8866, Sem 0.0256, dir -0.9926, norm 0.0804, swav 0.0000 LR: 4.701e-02 Score 99.005 Data time: 0.2473, Forward time: 2.2612, Backward time: 2.4209, DDP time: 0.0049, Total iter time: 4.5738 [2020-11-08 09:00:47,085][root][INFO] - ===> Epoch[2840](2840/1): Loss -0.8905, Sem 0.0267, dir -0.9932, norm 0.0759, swav 0.0000 LR: 4.699e-02 Score 98.963 Data time: 0.2435, Forward time: 2.2613, Backward time: 2.4208, DDP time: 0.0049, Total iter time: 4.8284 [2020-11-08 09:00:52,089][root][INFO] - ===> Epoch[2841](2841/1): Loss -0.8877, Sem 0.0268, dir -0.9930, norm 0.0786, swav 0.0000 LR: 4.697e-02 Score 98.959 Data time: 0.2176, Forward time: 2.2613, Backward time: 2.4208, DDP time: 0.0049, Total iter time: 4.8751 [2020-11-08 09:00:56,957][root][INFO] - ===> Epoch[2842](2842/1): Loss -0.8846, Sem 0.0258, dir -0.9927, norm 0.0822, swav 0.0000 LR: 4.695e-02 Score 98.995 Data time: 0.2673, Forward time: 2.2613, Backward time: 2.4207, DDP time: 0.0049, Total iter time: 4.7325 [2020-11-08 09:01:02,333][root][INFO] - ===> Epoch[2843](2843/1): Loss -0.8914, Sem 0.0265, dir -0.9933, norm 0.0754, swav 0.0000 LR: 4.693e-02 Score 98.975 Data time: 0.2671, Forward time: 2.2615, Backward time: 2.4206, DDP time: 0.0049, Total iter time: 5.2442 [2020-11-08 09:01:07,324][root][INFO] - ===> Epoch[2844](2844/1): Loss -0.8907, Sem 0.0251, dir -0.9932, norm 0.0775, swav 0.0000 LR: 4.692e-02 Score 99.028 Data time: 0.2313, Forward time: 2.2616, Backward time: 2.4205, DDP time: 0.0049, Total iter time: 4.8552 [2020-11-08 09:01:12,955][root][INFO] - ===> Epoch[2845](2845/1): Loss -0.8704, Sem 0.0260, dir -0.9907, norm 0.0944, swav 0.0000 LR: 4.690e-02 Score 99.002 Data time: 0.2681, Forward time: 2.2618, Backward time: 2.4205, DDP time: 0.0049, Total iter time: 5.4941 [2020-11-08 09:01:18,523][root][INFO] - ===> Epoch[2846](2846/1): Loss -0.8903, Sem 0.0239, dir -0.9930, norm 0.0789, swav 0.0000 LR: 4.688e-02 Score 99.075 Data time: 0.1897, Forward time: 2.2617, Backward time: 2.4207, DDP time: 0.0049, Total iter time: 5.4399 [2020-11-08 09:01:23,891][root][INFO] - ===> Epoch[2847](2847/1): Loss -0.8930, Sem 0.0257, dir -0.9934, norm 0.0747, swav 0.0000 LR: 4.686e-02 Score 98.997 Data time: 0.2136, Forward time: 2.2617, Backward time: 2.4208, DDP time: 0.0049, Total iter time: 5.2492 [2020-11-08 09:01:28,871][root][INFO] - ===> Epoch[2848](2848/1): Loss -0.8849, Sem 0.0278, dir -0.9924, norm 0.0798, swav 0.0000 LR: 4.684e-02 Score 98.924 Data time: 0.1863, Forward time: 2.2616, Backward time: 2.4209, DDP time: 0.0049, Total iter time: 4.8588 [2020-11-08 09:01:33,433][root][INFO] - ===> Epoch[2849](2849/1): Loss -0.8897, Sem 0.0256, dir -0.9926, norm 0.0774, swav 0.0000 LR: 4.682e-02 Score 99.008 Data time: 0.2018, Forward time: 2.2616, Backward time: 2.4207, DDP time: 0.0049, Total iter time: 4.4632 [2020-11-08 09:01:38,528][root][INFO] - ===> Epoch[2850](2850/1): Loss -0.8858, Sem 0.0266, dir -0.9918, norm 0.0793, swav 0.0000 LR: 4.680e-02 Score 98.965 Data time: 0.1692, Forward time: 2.2614, Backward time: 2.4209, DDP time: 0.0049, Total iter time: 4.9742 [2020-11-08 09:01:43,747][root][INFO] - ===> Epoch[2851](2851/1): Loss -0.8829, Sem 0.0272, dir -0.9917, norm 0.0816, swav 0.0000 LR: 4.678e-02 Score 98.956 Data time: 0.2174, Forward time: 2.2614, Backward time: 2.4210, DDP time: 0.0049, Total iter time: 5.1352 [2020-11-08 09:01:48,508][root][INFO] - ===> Epoch[2852](2852/1): Loss -0.8859, Sem 0.0266, dir -0.9915, norm 0.0790, swav 0.0000 LR: 4.676e-02 Score 98.969 Data time: 0.1950, Forward time: 2.2614, Backward time: 2.4209, DDP time: 0.0049, Total iter time: 4.6205 [2020-11-08 09:01:53,364][root][INFO] - ===> Epoch[2853](2853/1): Loss -0.8824, Sem 0.0247, dir -0.9920, norm 0.0849, swav 0.0000 LR: 4.674e-02 Score 99.033 Data time: 0.2336, Forward time: 2.2614, Backward time: 2.4208, DDP time: 0.0049, Total iter time: 4.7566 [2020-11-08 09:01:57,825][root][INFO] - ===> Epoch[2854](2854/1): Loss -0.8790, Sem 0.0249, dir -0.9915, norm 0.0875, swav 0.0000 LR: 4.672e-02 Score 99.041 Data time: 0.2107, Forward time: 2.2614, Backward time: 2.4206, DDP time: 0.0049, Total iter time: 4.3272 [2020-11-08 09:02:02,664][root][INFO] - ===> Epoch[2855](2855/1): Loss -0.8892, Sem 0.0259, dir -0.9924, norm 0.0773, swav 0.0000 LR: 4.670e-02 Score 98.996 Data time: 0.2319, Forward time: 2.2614, Backward time: 2.4205, DDP time: 0.0049, Total iter time: 4.7171 [2020-11-08 09:02:07,410][root][INFO] - ===> Epoch[2856](2856/1): Loss -0.8895, Sem 0.0258, dir -0.9930, norm 0.0777, swav 0.0000 LR: 4.668e-02 Score 98.990 Data time: 0.2228, Forward time: 2.2615, Backward time: 2.4203, DDP time: 0.0049, Total iter time: 4.5843 [2020-11-08 09:02:12,543][root][INFO] - ===> Epoch[2857](2857/1): Loss -0.8891, Sem 0.0248, dir -0.9928, norm 0.0789, swav 0.0000 LR: 4.666e-02 Score 99.032 Data time: 0.2107, Forward time: 2.2615, Backward time: 2.4203, DDP time: 0.0049, Total iter time: 4.9803 [2020-11-08 09:02:17,404][root][INFO] - ===> Epoch[2858](2858/1): Loss -0.8855, Sem 0.0255, dir -0.9921, norm 0.0811, swav 0.0000 LR: 4.664e-02 Score 99.015 Data time: 0.1852, Forward time: 2.2614, Backward time: 2.4203, DDP time: 0.0049, Total iter time: 4.7480 [2020-11-08 09:02:23,120][root][INFO] - ===> Epoch[2859](2859/1): Loss -0.8888, Sem 0.0258, dir -0.9915, norm 0.0769, swav 0.0000 LR: 4.662e-02 Score 99.004 Data time: 0.2342, Forward time: 2.2615, Backward time: 2.4205, DDP time: 0.0049, Total iter time: 5.6076 [2020-11-08 09:02:28,872][root][INFO] - ===> Epoch[2860](2860/1): Loss -0.8909, Sem 0.0265, dir -0.9927, norm 0.0753, swav 0.0000 LR: 4.660e-02 Score 98.978 Data time: 0.2169, Forward time: 2.2614, Backward time: 2.4208, DDP time: 0.0049, Total iter time: 5.6341 [2020-11-08 09:02:34,281][root][INFO] - ===> Epoch[2861](2861/1): Loss -0.8891, Sem 0.0257, dir -0.9923, norm 0.0775, swav 0.0000 LR: 4.658e-02 Score 99.004 Data time: 0.2513, Forward time: 2.2616, Backward time: 2.4208, DDP time: 0.0049, Total iter time: 5.2903 [2020-11-08 09:02:39,447][root][INFO] - ===> Epoch[2862](2862/1): Loss -0.8867, Sem 0.0261, dir -0.9922, norm 0.0794, swav 0.0000 LR: 4.656e-02 Score 98.988 Data time: 0.2056, Forward time: 2.2615, Backward time: 2.4208, DDP time: 0.0049, Total iter time: 5.0446 [2020-11-08 09:02:44,671][root][INFO] - ===> Epoch[2863](2863/1): Loss -0.8889, Sem 0.0249, dir -0.9926, norm 0.0787, swav 0.0000 LR: 4.654e-02 Score 99.031 Data time: 0.2045, Forward time: 2.2615, Backward time: 2.4209, DDP time: 0.0049, Total iter time: 5.1117 [2020-11-08 09:02:49,232][root][INFO] - ===> Epoch[2864](2864/1): Loss -0.8908, Sem 0.0268, dir -0.9926, norm 0.0750, swav 0.0000 LR: 4.652e-02 Score 98.962 Data time: 0.2120, Forward time: 2.2615, Backward time: 2.4208, DDP time: 0.0049, Total iter time: 4.4396 [2020-11-08 09:02:54,763][root][INFO] - ===> Epoch[2865](2865/1): Loss -0.8896, Sem 0.0259, dir -0.9921, norm 0.0766, swav 0.0000 LR: 4.650e-02 Score 99.006 Data time: 0.2116, Forward time: 2.2615, Backward time: 2.4209, DDP time: 0.0049, Total iter time: 5.4278 [2020-11-08 09:02:59,537][root][INFO] - ===> Epoch[2866](2866/1): Loss -0.8915, Sem 0.0250, dir -0.9931, norm 0.0765, swav 0.0000 LR: 4.648e-02 Score 99.018 Data time: 0.2298, Forward time: 2.2616, Backward time: 2.4207, DDP time: 0.0049, Total iter time: 4.6589 [2020-11-08 09:03:04,419][root][INFO] - ===> Epoch[2867](2867/1): Loss -0.8902, Sem 0.0257, dir -0.9929, norm 0.0769, swav 0.0000 LR: 4.646e-02 Score 98.994 Data time: 0.2139, Forward time: 2.2616, Backward time: 2.4207, DDP time: 0.0049, Total iter time: 4.7545 [2020-11-08 09:03:09,387][root][INFO] - ===> Epoch[2868](2868/1): Loss -0.8914, Sem 0.0252, dir -0.9930, norm 0.0764, swav 0.0000 LR: 4.645e-02 Score 99.009 Data time: 0.1946, Forward time: 2.2615, Backward time: 2.4207, DDP time: 0.0049, Total iter time: 4.8642 [2020-11-08 09:03:15,479][root][INFO] - ===> Epoch[2869](2869/1): Loss -0.8918, Sem 0.0263, dir -0.9929, norm 0.0748, swav 0.0000 LR: 4.643e-02 Score 98.978 Data time: 0.2661, Forward time: 2.2617, Backward time: 2.4209, DDP time: 0.0049, Total iter time: 5.9879 [2020-11-08 09:03:20,213][root][INFO] - ===> Epoch[2870](2870/1): Loss -0.8915, Sem 0.0250, dir -0.9927, norm 0.0762, swav 0.0000 LR: 4.641e-02 Score 99.027 Data time: 0.2203, Forward time: 2.2618, Backward time: 2.4207, DDP time: 0.0049, Total iter time: 4.6096 [2020-11-08 09:03:24,566][root][INFO] - ===> Epoch[2871](2871/1): Loss -0.8947, Sem 0.0254, dir -0.9923, norm 0.0721, swav 0.0000 LR: 4.639e-02 Score 99.017 Data time: 0.1909, Forward time: 2.2617, Backward time: 2.4205, DDP time: 0.0049, Total iter time: 4.2286 [2020-11-08 09:03:29,737][root][INFO] - ===> Epoch[2872](2872/1): Loss -0.8945, Sem 0.0253, dir -0.9927, norm 0.0728, swav 0.0000 LR: 4.637e-02 Score 99.022 Data time: 0.2039, Forward time: 2.2616, Backward time: 2.4207, DDP time: 0.0049, Total iter time: 5.0681 [2020-11-08 09:03:34,470][root][INFO] - ===> Epoch[2873](2873/1): Loss -0.8910, Sem 0.0258, dir -0.9933, norm 0.0766, swav 0.0000 LR: 4.635e-02 Score 98.998 Data time: 0.2025, Forward time: 2.2615, Backward time: 2.4206, DDP time: 0.0049, Total iter time: 4.6040 [2020-11-08 09:03:39,805][root][INFO] - ===> Epoch[2874](2874/1): Loss -0.8910, Sem 0.0257, dir -0.9927, norm 0.0760, swav 0.0000 LR: 4.633e-02 Score 98.998 Data time: 0.2295, Forward time: 2.2615, Backward time: 2.4208, DDP time: 0.0049, Total iter time: 5.2384 [2020-11-08 09:03:45,005][root][INFO] - ===> Epoch[2875](2875/1): Loss -0.8801, Sem 0.0256, dir -0.9929, norm 0.0873, swav 0.0000 LR: 4.631e-02 Score 99.008 Data time: 0.2586, Forward time: 2.2616, Backward time: 2.4207, DDP time: 0.0049, Total iter time: 5.0749 [2020-11-08 09:03:50,477][root][INFO] - ===> Epoch[2876](2876/1): Loss -0.8875, Sem 0.0284, dir -0.9929, norm 0.0770, swav 0.0000 LR: 4.629e-02 Score 98.985 Data time: 0.2654, Forward time: 2.2618, Backward time: 2.4206, DDP time: 0.0049, Total iter time: 5.3009 [2020-11-08 09:03:55,354][root][INFO] - ===> Epoch[2877](2877/1): Loss -0.8929, Sem 0.0242, dir -0.9926, norm 0.0755, swav 0.0000 LR: 4.627e-02 Score 99.064 Data time: 0.2432, Forward time: 2.2618, Backward time: 2.4205, DDP time: 0.0049, Total iter time: 4.7459 [2020-11-08 09:04:00,200][root][INFO] - ===> Epoch[2878](2878/1): Loss -0.8930, Sem 0.0258, dir -0.9934, norm 0.0745, swav 0.0000 LR: 4.625e-02 Score 98.989 Data time: 0.2551, Forward time: 2.2618, Backward time: 2.4204, DDP time: 0.0049, Total iter time: 4.7304 [2020-11-08 09:04:05,478][root][INFO] - ===> Epoch[2879](2879/1): Loss -0.8903, Sem 0.0258, dir -0.9935, norm 0.0775, swav 0.0000 LR: 4.623e-02 Score 98.987 Data time: 0.2440, Forward time: 2.2620, Backward time: 2.4204, DDP time: 0.0049, Total iter time: 5.1777 [2020-11-08 09:04:10,530][root][INFO] - ===> Epoch[2880](2880/1): Loss -0.8872, Sem 0.0242, dir -0.9917, norm 0.0802, swav 0.0000 LR: 4.621e-02 Score 99.056 Data time: 0.1791, Forward time: 2.2618, Backward time: 2.4205, DDP time: 0.0049, Total iter time: 4.9257 [2020-11-08 09:04:15,640][root][INFO] - ===> Epoch[2881](2881/1): Loss -0.8852, Sem 0.0263, dir -0.9918, norm 0.0803, swav 0.0000 LR: 4.619e-02 Score 98.987 Data time: 0.1934, Forward time: 2.2617, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.9873 [2020-11-08 09:04:21,065][root][INFO] - ===> Epoch[2882](2882/1): Loss -0.8886, Sem 0.0270, dir -0.9927, norm 0.0771, swav 0.0000 LR: 4.617e-02 Score 98.978 Data time: 0.2736, Forward time: 2.2619, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.3325 [2020-11-08 09:04:26,173][root][INFO] - ===> Epoch[2883](2883/1): Loss -0.8822, Sem 0.0242, dir -0.9918, norm 0.0854, swav 0.0000 LR: 4.615e-02 Score 99.058 Data time: 0.1783, Forward time: 2.2617, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.9609 [2020-11-08 09:04:30,833][root][INFO] - ===> Epoch[2884](2884/1): Loss -0.8746, Sem 0.0255, dir -0.9894, norm 0.0893, swav 0.0000 LR: 4.613e-02 Score 99.003 Data time: 0.2241, Forward time: 2.2617, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.5409 [2020-11-08 09:04:36,051][root][INFO] - ===> Epoch[2885](2885/1): Loss -0.8860, Sem 0.0246, dir -0.9922, norm 0.0816, swav 0.0000 LR: 4.611e-02 Score 99.040 Data time: 0.2423, Forward time: 2.2618, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.0998 [2020-11-08 09:04:41,925][root][INFO] - ===> Epoch[2886](2886/1): Loss -0.8866, Sem 0.0249, dir -0.9920, norm 0.0804, swav 0.0000 LR: 4.609e-02 Score 99.028 Data time: 0.2065, Forward time: 2.2617, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.7285 [2020-11-08 09:04:46,783][root][INFO] - ===> Epoch[2887](2887/1): Loss -0.8750, Sem 0.0264, dir -0.9913, norm 0.0899, swav 0.0000 LR: 4.607e-02 Score 98.976 Data time: 0.2426, Forward time: 2.2618, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.7134 [2020-11-08 09:04:51,444][root][INFO] - ===> Epoch[2888](2888/1): Loss -0.8863, Sem 0.0266, dir -0.9926, norm 0.0796, swav 0.0000 LR: 4.605e-02 Score 98.965 Data time: 0.1901, Forward time: 2.2617, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.5433 [2020-11-08 09:04:56,312][root][INFO] - ===> Epoch[2889](2889/1): Loss -0.8868, Sem 0.0258, dir -0.9924, norm 0.0797, swav 0.0000 LR: 4.603e-02 Score 99.022 Data time: 0.1874, Forward time: 2.2616, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.7586 [2020-11-08 09:05:01,539][root][INFO] - ===> Epoch[2890](2890/1): Loss -0.8827, Sem 0.0247, dir -0.9914, norm 0.0840, swav 0.0000 LR: 4.601e-02 Score 99.037 Data time: 0.2042, Forward time: 2.2616, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 5.1270 [2020-11-08 09:05:06,583][root][INFO] - ===> Epoch[2891](2891/1): Loss -0.8894, Sem 0.0257, dir -0.9931, norm 0.0780, swav 0.0000 LR: 4.599e-02 Score 99.006 Data time: 0.1967, Forward time: 2.2616, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.8917 [2020-11-08 09:05:11,660][root][INFO] - ===> Epoch[2892](2892/1): Loss -0.8821, Sem 0.0254, dir -0.9920, norm 0.0846, swav 0.0000 LR: 4.597e-02 Score 99.012 Data time: 0.2249, Forward time: 2.2615, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 4.9539 [2020-11-08 09:05:16,712][root][INFO] - ===> Epoch[2893](2893/1): Loss -0.8873, Sem 0.0241, dir -0.9928, norm 0.0813, swav 0.0000 LR: 4.595e-02 Score 99.067 Data time: 0.2471, Forward time: 2.2616, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.9293 [2020-11-08 09:05:21,464][root][INFO] - ===> Epoch[2894](2894/1): Loss -0.8870, Sem 0.0247, dir -0.9917, norm 0.0800, swav 0.0000 LR: 4.594e-02 Score 99.050 Data time: 0.1952, Forward time: 2.2615, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.6141 [2020-11-08 09:05:26,106][root][INFO] - ===> Epoch[2895](2895/1): Loss -0.8845, Sem 0.0251, dir -0.9922, norm 0.0826, swav 0.0000 LR: 4.592e-02 Score 99.024 Data time: 0.2078, Forward time: 2.2615, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.5149 [2020-11-08 09:05:31,102][root][INFO] - ===> Epoch[2896](2896/1): Loss -0.8788, Sem 0.0257, dir -0.9913, norm 0.0868, swav 0.0000 LR: 4.590e-02 Score 99.001 Data time: 0.2107, Forward time: 2.2615, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.8517 [2020-11-08 09:05:36,411][root][INFO] - ===> Epoch[2897](2897/1): Loss -0.8933, Sem 0.0245, dir -0.9934, norm 0.0757, swav 0.0000 LR: 4.588e-02 Score 99.050 Data time: 0.2349, Forward time: 2.2616, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.1852 [2020-11-08 09:05:41,334][root][INFO] - ===> Epoch[2898](2898/1): Loss -0.8867, Sem 0.0248, dir -0.9920, norm 0.0804, swav 0.0000 LR: 4.586e-02 Score 99.043 Data time: 0.2237, Forward time: 2.2616, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 4.7889 [2020-11-08 09:05:45,949][root][INFO] - ===> Epoch[2899](2899/1): Loss -0.8835, Sem 0.0260, dir -0.9923, norm 0.0829, swav 0.0000 LR: 4.584e-02 Score 99.007 Data time: 0.1913, Forward time: 2.2615, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 4.4920 [2020-11-08 09:05:50,480][root][INFO] - ===> Epoch[2900](2900/1): Loss -0.8963, Sem 0.0255, dir -0.9934, norm 0.0716, swav 0.0000 LR: 4.582e-02 Score 99.011 Data time: 0.1869, Forward time: 2.2614, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.4046 [2020-11-08 09:05:55,396][root][INFO] - ===> Epoch[2901](2901/1): Loss -0.8847, Sem 0.0265, dir -0.9926, norm 0.0813, swav 0.0000 LR: 4.580e-02 Score 98.973 Data time: 0.2315, Forward time: 2.2613, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.8218 [2020-11-08 09:06:00,290][root][INFO] - ===> Epoch[2902](2902/1): Loss -0.8878, Sem 0.0238, dir -0.9928, norm 0.0812, swav 0.0000 LR: 4.578e-02 Score 99.072 Data time: 0.2498, Forward time: 2.2614, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 4.7705 [2020-11-08 09:06:06,322][root][INFO] - ===> Epoch[2903](2903/1): Loss -0.8861, Sem 0.0259, dir -0.9924, norm 0.0803, swav 0.0000 LR: 4.576e-02 Score 98.998 Data time: 0.2602, Forward time: 2.2614, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.8978 [2020-11-08 09:06:11,794][root][INFO] - ===> Epoch[2904](2904/1): Loss -0.8834, Sem 0.0259, dir -0.9924, norm 0.0831, swav 0.0000 LR: 4.574e-02 Score 98.991 Data time: 0.2126, Forward time: 2.2614, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 5.3493 [2020-11-08 09:06:17,191][root][INFO] - ===> Epoch[2905](2905/1): Loss -0.8767, Sem 0.0247, dir -0.9912, norm 0.0897, swav 0.0000 LR: 4.572e-02 Score 99.035 Data time: 0.2116, Forward time: 2.2614, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.2780 [2020-11-08 09:06:22,817][root][INFO] - ===> Epoch[2906](2906/1): Loss -0.8938, Sem 0.0258, dir -0.9933, norm 0.0737, swav 0.0000 LR: 4.570e-02 Score 99.001 Data time: 0.1993, Forward time: 2.2613, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 5.5024 [2020-11-08 09:06:27,418][root][INFO] - ===> Epoch[2907](2907/1): Loss -0.8875, Sem 0.0274, dir -0.9931, norm 0.0782, swav 0.0000 LR: 4.568e-02 Score 98.950 Data time: 0.2084, Forward time: 2.2612, Backward time: 2.4210, DDP time: 0.0050, Total iter time: 4.4845 [2020-11-08 09:06:32,006][root][INFO] - ===> Epoch[2908](2908/1): Loss -0.8838, Sem 0.0252, dir -0.9925, norm 0.0836, swav 0.0000 LR: 4.566e-02 Score 99.028 Data time: 0.1734, Forward time: 2.2611, Backward time: 2.4210, DDP time: 0.0050, Total iter time: 4.4752 [2020-11-08 09:06:37,082][root][INFO] - ===> Epoch[2909](2909/1): Loss -0.8780, Sem 0.0251, dir -0.9911, norm 0.0881, swav 0.0000 LR: 4.564e-02 Score 99.030 Data time: 0.1966, Forward time: 2.2610, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 4.9822 [2020-11-08 09:06:42,252][root][INFO] - ===> Epoch[2910](2910/1): Loss -0.8857, Sem 0.0257, dir -0.9921, norm 0.0807, swav 0.0000 LR: 4.562e-02 Score 99.005 Data time: 0.1942, Forward time: 2.2609, Backward time: 2.4212, DDP time: 0.0050, Total iter time: 5.0557 [2020-11-08 09:06:47,060][root][INFO] - ===> Epoch[2911](2911/1): Loss -0.8965, Sem 0.0245, dir -0.9934, norm 0.0723, swav 0.0000 LR: 4.560e-02 Score 99.047 Data time: 0.1723, Forward time: 2.2608, Backward time: 2.4213, DDP time: 0.0050, Total iter time: 4.7100 [2020-11-08 09:06:52,471][root][INFO] - ===> Epoch[2912](2912/1): Loss -0.8905, Sem 0.0247, dir -0.9927, norm 0.0775, swav 0.0000 LR: 4.558e-02 Score 99.041 Data time: 0.2008, Forward time: 2.2607, Backward time: 2.4215, DDP time: 0.0050, Total iter time: 5.3413 [2020-11-08 09:06:57,609][root][INFO] - ===> Epoch[2913](2913/1): Loss -0.8820, Sem 0.0266, dir -0.9914, norm 0.0827, swav 0.0000 LR: 4.556e-02 Score 98.974 Data time: 0.2459, Forward time: 2.2608, Backward time: 2.4214, DDP time: 0.0050, Total iter time: 5.0237 [2020-11-08 09:07:02,657][root][INFO] - ===> Epoch[2914](2914/1): Loss -0.8901, Sem 0.0252, dir -0.9929, norm 0.0776, swav 0.0000 LR: 4.554e-02 Score 99.022 Data time: 0.2476, Forward time: 2.2609, Backward time: 2.4213, DDP time: 0.0050, Total iter time: 4.9316 [2020-11-08 09:07:07,817][root][INFO] - ===> Epoch[2915](2915/1): Loss -0.8844, Sem 0.0253, dir -0.9920, norm 0.0823, swav 0.0000 LR: 4.552e-02 Score 99.030 Data time: 0.2147, Forward time: 2.2610, Backward time: 2.4213, DDP time: 0.0050, Total iter time: 5.0402 [2020-11-08 09:07:12,724][root][INFO] - ===> Epoch[2916](2916/1): Loss -0.8826, Sem 0.0248, dir -0.9920, norm 0.0846, swav 0.0000 LR: 4.550e-02 Score 99.031 Data time: 0.2173, Forward time: 2.2609, Backward time: 2.4213, DDP time: 0.0050, Total iter time: 4.7975 [2020-11-08 09:07:17,597][root][INFO] - ===> Epoch[2917](2917/1): Loss -0.8902, Sem 0.0251, dir -0.9937, norm 0.0783, swav 0.0000 LR: 4.548e-02 Score 99.019 Data time: 0.2409, Forward time: 2.2610, Backward time: 2.4212, DDP time: 0.0050, Total iter time: 4.7669 [2020-11-08 09:07:22,005][root][INFO] - ===> Epoch[2918](2918/1): Loss -0.8958, Sem 0.0240, dir -0.9933, norm 0.0736, swav 0.0000 LR: 4.546e-02 Score 99.060 Data time: 0.1932, Forward time: 2.2610, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 4.2917 [2020-11-08 09:07:26,481][root][INFO] - ===> Epoch[2919](2919/1): Loss -0.8744, Sem 0.0250, dir -0.9917, norm 0.0923, swav 0.0000 LR: 4.544e-02 Score 99.024 Data time: 0.1923, Forward time: 2.2609, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.3620 [2020-11-08 09:07:31,064][root][INFO] - ===> Epoch[2920](2920/1): Loss -0.8783, Sem 0.0241, dir -0.9912, norm 0.0887, swav 0.0000 LR: 4.542e-02 Score 99.062 Data time: 0.2333, Forward time: 2.2610, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.4761 [2020-11-08 09:07:36,354][root][INFO] - ===> Epoch[2921](2921/1): Loss -0.8976, Sem 0.0256, dir -0.9935, norm 0.0702, swav 0.0000 LR: 4.541e-02 Score 99.008 Data time: 0.2681, Forward time: 2.2611, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.1626 [2020-11-08 09:07:41,751][root][INFO] - ===> Epoch[2922](2922/1): Loss -0.8800, Sem 0.0246, dir -0.9922, norm 0.0876, swav 0.0000 LR: 4.539e-02 Score 99.040 Data time: 0.2370, Forward time: 2.2611, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.2613 [2020-11-08 09:07:46,612][root][INFO] - ===> Epoch[2923](2923/1): Loss -0.8725, Sem 0.0251, dir -0.9906, norm 0.0931, swav 0.0000 LR: 4.537e-02 Score 99.020 Data time: 0.2139, Forward time: 2.2612, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 4.7393 [2020-11-08 09:07:52,049][root][INFO] - ===> Epoch[2924](2924/1): Loss -0.8859, Sem 0.0253, dir -0.9932, norm 0.0820, swav 0.0000 LR: 4.535e-02 Score 99.023 Data time: 0.2019, Forward time: 2.2611, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 5.3308 [2020-11-08 09:07:57,041][root][INFO] - ===> Epoch[2925](2925/1): Loss -0.8850, Sem 0.0260, dir -0.9923, norm 0.0813, swav 0.0000 LR: 4.533e-02 Score 98.990 Data time: 0.2439, Forward time: 2.2612, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.8795 [2020-11-08 09:08:02,122][root][INFO] - ===> Epoch[2926](2926/1): Loss -0.8732, Sem 0.0260, dir -0.9916, norm 0.0924, swav 0.0000 LR: 4.531e-02 Score 98.990 Data time: 0.2011, Forward time: 2.2612, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.9535 [2020-11-08 09:08:06,750][root][INFO] - ===> Epoch[2927](2927/1): Loss -0.8809, Sem 0.0246, dir -0.9920, norm 0.0864, swav 0.0000 LR: 4.529e-02 Score 99.038 Data time: 0.2105, Forward time: 2.2612, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 4.5104 [2020-11-08 09:08:11,790][root][INFO] - ===> Epoch[2928](2928/1): Loss -0.8792, Sem 0.0252, dir -0.9913, norm 0.0869, swav 0.0000 LR: 4.527e-02 Score 99.025 Data time: 0.2117, Forward time: 2.2611, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 4.9128 [2020-11-08 09:08:16,532][root][INFO] - ===> Epoch[2929](2929/1): Loss -0.8761, Sem 0.0256, dir -0.9911, norm 0.0893, swav 0.0000 LR: 4.525e-02 Score 99.011 Data time: 0.2432, Forward time: 2.2612, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 4.6298 [2020-11-08 09:08:21,444][root][INFO] - ===> Epoch[2930](2930/1): Loss -0.8828, Sem 0.0255, dir -0.9925, norm 0.0841, swav 0.0000 LR: 4.523e-02 Score 99.013 Data time: 0.2245, Forward time: 2.2613, Backward time: 2.4202, DDP time: 0.0050, Total iter time: 4.7781 [2020-11-08 09:08:26,182][root][INFO] - ===> Epoch[2931](2931/1): Loss -0.8879, Sem 0.0258, dir -0.9935, norm 0.0799, swav 0.0000 LR: 4.521e-02 Score 98.996 Data time: 0.1994, Forward time: 2.2611, Backward time: 2.4202, DDP time: 0.0050, Total iter time: 4.6104 [2020-11-08 09:08:30,760][root][INFO] - ===> Epoch[2932](2932/1): Loss -0.8874, Sem 0.0250, dir -0.9923, norm 0.0799, swav 0.0000 LR: 4.519e-02 Score 99.016 Data time: 0.2151, Forward time: 2.2611, Backward time: 2.4201, DDP time: 0.0050, Total iter time: 4.4528 [2020-11-08 09:08:35,403][root][INFO] - ===> Epoch[2933](2933/1): Loss -0.8916, Sem 0.0258, dir -0.9928, norm 0.0754, swav 0.0000 LR: 4.517e-02 Score 99.010 Data time: 0.2279, Forward time: 2.2612, Backward time: 2.4199, DDP time: 0.0050, Total iter time: 4.5297 [2020-11-08 09:08:40,462][root][INFO] - ===> Epoch[2934](2934/1): Loss -0.8999, Sem 0.0231, dir -0.9937, norm 0.0707, swav 0.0000 LR: 4.515e-02 Score 99.109 Data time: 0.1885, Forward time: 2.2611, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 4.9217 [2020-11-08 09:08:45,280][root][INFO] - ===> Epoch[2935](2935/1): Loss -0.8831, Sem 0.0248, dir -0.9918, norm 0.0839, swav 0.0000 LR: 4.513e-02 Score 99.031 Data time: 0.2330, Forward time: 2.2612, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 4.6738 [2020-11-08 09:08:49,913][root][INFO] - ===> Epoch[2936](2936/1): Loss -0.8805, Sem 0.0257, dir -0.9916, norm 0.0854, swav 0.0000 LR: 4.511e-02 Score 99.007 Data time: 0.2242, Forward time: 2.2612, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 4.5078 [2020-11-08 09:08:55,116][root][INFO] - ===> Epoch[2937](2937/1): Loss -0.8886, Sem 0.0256, dir -0.9929, norm 0.0788, swav 0.0000 LR: 4.509e-02 Score 98.994 Data time: 0.1959, Forward time: 2.2612, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 5.0628 [2020-11-08 09:08:59,872][root][INFO] - ===> Epoch[2938](2938/1): Loss -0.8932, Sem 0.0261, dir -0.9932, norm 0.0739, swav 0.0000 LR: 4.507e-02 Score 98.994 Data time: 0.1559, Forward time: 2.2610, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 4.6209 [2020-11-08 09:09:05,495][root][INFO] - ===> Epoch[2939](2939/1): Loss -0.8928, Sem 0.0245, dir -0.9925, norm 0.0751, swav 0.0000 LR: 4.505e-02 Score 99.052 Data time: 0.2071, Forward time: 2.2609, Backward time: 2.4201, DDP time: 0.0050, Total iter time: 5.5404 [2020-11-08 09:09:10,964][root][INFO] - ===> Epoch[2940](2940/1): Loss -0.8924, Sem 0.0249, dir -0.9923, norm 0.0750, swav 0.0000 LR: 4.503e-02 Score 99.045 Data time: 0.2417, Forward time: 2.2610, Backward time: 2.4201, DDP time: 0.0050, Total iter time: 5.3341 [2020-11-08 09:09:16,650][root][INFO] - ===> Epoch[2941](2941/1): Loss -0.8936, Sem 0.0240, dir -0.9931, norm 0.0755, swav 0.0000 LR: 4.501e-02 Score 99.072 Data time: 0.2203, Forward time: 2.2610, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 5.5587 [2020-11-08 09:09:21,305][root][INFO] - ===> Epoch[2942](2942/1): Loss -0.8934, Sem 0.0243, dir -0.9935, norm 0.0757, swav 0.0000 LR: 4.499e-02 Score 99.057 Data time: 0.1978, Forward time: 2.2610, Backward time: 2.4202, DDP time: 0.0050, Total iter time: 4.5172 [2020-11-08 09:09:25,858][root][INFO] - ===> Epoch[2943](2943/1): Loss -0.8931, Sem 0.0253, dir -0.9925, norm 0.0741, swav 0.0000 LR: 4.497e-02 Score 99.025 Data time: 0.2240, Forward time: 2.2610, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 4.4207 [2020-11-08 09:09:30,982][root][INFO] - ===> Epoch[2944](2944/1): Loss -0.8924, Sem 0.0257, dir -0.9931, norm 0.0750, swav 0.0000 LR: 4.495e-02 Score 99.004 Data time: 0.2501, Forward time: 2.2611, Backward time: 2.4199, DDP time: 0.0050, Total iter time: 4.9944 [2020-11-08 09:09:36,342][root][INFO] - ===> Epoch[2945](2945/1): Loss -0.8887, Sem 0.0261, dir -0.9921, norm 0.0772, swav 0.0000 LR: 4.493e-02 Score 98.979 Data time: 0.2466, Forward time: 2.2611, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 5.2263 [2020-11-08 09:09:41,294][root][INFO] - ===> Epoch[2946](2946/1): Loss -0.8861, Sem 0.0259, dir -0.9925, norm 0.0805, swav 0.0000 LR: 4.491e-02 Score 98.996 Data time: 0.1755, Forward time: 2.2610, Backward time: 2.4201, DDP time: 0.0050, Total iter time: 4.8293 [2020-11-08 09:09:46,015][root][INFO] - ===> Epoch[2947](2947/1): Loss -0.8893, Sem 0.0249, dir -0.9926, norm 0.0784, swav 0.0000 LR: 4.489e-02 Score 99.039 Data time: 0.1969, Forward time: 2.2610, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 4.6052 [2020-11-08 09:09:51,031][root][INFO] - ===> Epoch[2948](2948/1): Loss -0.8937, Sem 0.0245, dir -0.9935, norm 0.0753, swav 0.0000 LR: 4.487e-02 Score 99.056 Data time: 0.2091, Forward time: 2.2610, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 4.8698 [2020-11-08 09:09:56,204][root][INFO] - ===> Epoch[2949](2949/1): Loss -0.8848, Sem 0.0231, dir -0.9916, norm 0.0837, swav 0.0000 LR: 4.485e-02 Score 99.090 Data time: 0.2252, Forward time: 2.2610, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 5.0464 [2020-11-08 09:10:01,072][root][INFO] - ===> Epoch[2950](2950/1): Loss -0.8938, Sem 0.0247, dir -0.9936, norm 0.0752, swav 0.0000 LR: 4.484e-02 Score 99.041 Data time: 0.2174, Forward time: 2.2610, Backward time: 2.4199, DDP time: 0.0050, Total iter time: 4.7356 [2020-11-08 09:10:06,886][root][INFO] - ===> Epoch[2951](2951/1): Loss -0.8963, Sem 0.0248, dir -0.9936, norm 0.0726, swav 0.0000 LR: 4.482e-02 Score 99.039 Data time: 0.2377, Forward time: 2.2610, Backward time: 2.4201, DDP time: 0.0050, Total iter time: 5.6744 [2020-11-08 09:10:12,015][root][INFO] - ===> Epoch[2952](2952/1): Loss -0.8893, Sem 0.0242, dir -0.9922, norm 0.0788, swav 0.0000 LR: 4.480e-02 Score 99.057 Data time: 0.2294, Forward time: 2.2611, Backward time: 2.4201, DDP time: 0.0050, Total iter time: 4.9694 [2020-11-08 09:10:17,062][root][INFO] - ===> Epoch[2953](2953/1): Loss -0.8871, Sem 0.0257, dir -0.9929, norm 0.0801, swav 0.0000 LR: 4.478e-02 Score 99.006 Data time: 0.2386, Forward time: 2.2612, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 4.9099 [2020-11-08 09:10:21,766][root][INFO] - ===> Epoch[2954](2954/1): Loss -0.9005, Sem 0.0228, dir -0.9936, norm 0.0704, swav 0.0000 LR: 4.476e-02 Score 99.105 Data time: 0.1831, Forward time: 2.2611, Backward time: 2.4199, DDP time: 0.0050, Total iter time: 4.5663 [2020-11-08 09:10:26,276][root][INFO] - ===> Epoch[2955](2955/1): Loss -0.8858, Sem 0.0280, dir -0.9923, norm 0.0785, swav 0.0000 LR: 4.474e-02 Score 98.974 Data time: 0.2040, Forward time: 2.2610, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 4.4090 [2020-11-08 09:10:31,220][root][INFO] - ===> Epoch[2956](2956/1): Loss -0.8839, Sem 0.0245, dir -0.9916, norm 0.0831, swav 0.0000 LR: 4.472e-02 Score 99.046 Data time: 0.2384, Forward time: 2.2611, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.8272 [2020-11-08 09:10:36,013][root][INFO] - ===> Epoch[2957](2957/1): Loss -0.8947, Sem 0.0270, dir -0.9938, norm 0.0722, swav 0.0000 LR: 4.470e-02 Score 98.946 Data time: 0.2450, Forward time: 2.2612, Backward time: 2.4195, DDP time: 0.0050, Total iter time: 4.6645 [2020-11-08 09:10:41,027][root][INFO] - ===> Epoch[2958](2958/1): Loss -0.8915, Sem 0.0263, dir -0.9925, norm 0.0747, swav 0.0000 LR: 4.468e-02 Score 98.987 Data time: 0.2663, Forward time: 2.2613, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 4.8870 [2020-11-08 09:10:46,308][root][INFO] - ===> Epoch[2959](2959/1): Loss -0.8870, Sem 0.0243, dir -0.9923, norm 0.0810, swav 0.0000 LR: 4.466e-02 Score 99.070 Data time: 0.2604, Forward time: 2.2615, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 5.1441 [2020-11-08 09:10:51,427][root][INFO] - ===> Epoch[2960](2960/1): Loss -0.8901, Sem 0.0251, dir -0.9923, norm 0.0771, swav 0.0000 LR: 4.464e-02 Score 99.024 Data time: 0.2064, Forward time: 2.2614, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 4.9851 [2020-11-08 09:10:56,661][root][INFO] - ===> Epoch[2961](2961/1): Loss -0.9025, Sem 0.0221, dir -0.9936, norm 0.0689, swav 0.0000 LR: 4.462e-02 Score 99.146 Data time: 0.2448, Forward time: 2.2615, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 5.1274 [2020-11-08 09:11:01,862][root][INFO] - ===> Epoch[2962](2962/1): Loss -0.8966, Sem 0.0247, dir -0.9929, norm 0.0716, swav 0.0000 LR: 4.460e-02 Score 99.048 Data time: 0.1827, Forward time: 2.2614, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 5.0667 [2020-11-08 09:11:06,431][root][INFO] - ===> Epoch[2963](2963/1): Loss -0.8962, Sem 0.0248, dir -0.9931, norm 0.0721, swav 0.0000 LR: 4.458e-02 Score 99.050 Data time: 0.1978, Forward time: 2.2614, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 4.4668 [2020-11-08 09:11:11,305][root][INFO] - ===> Epoch[2964](2964/1): Loss -0.8894, Sem 0.0251, dir -0.9927, norm 0.0782, swav 0.0000 LR: 4.456e-02 Score 99.034 Data time: 0.2090, Forward time: 2.2613, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 4.7572 [2020-11-08 09:11:16,298][root][INFO] - ===> Epoch[2965](2965/1): Loss -0.8841, Sem 0.0261, dir -0.9916, norm 0.0814, swav 0.0000 LR: 4.454e-02 Score 98.984 Data time: 0.2174, Forward time: 2.2614, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 4.8699 [2020-11-08 09:11:20,766][root][INFO] - ===> Epoch[2966](2966/1): Loss -0.8872, Sem 0.0267, dir -0.9926, norm 0.0788, swav 0.0000 LR: 4.452e-02 Score 98.973 Data time: 0.1893, Forward time: 2.2612, Backward time: 2.4192, DDP time: 0.0050, Total iter time: 4.3450 [2020-11-08 09:11:25,226][root][INFO] - ===> Epoch[2967](2967/1): Loss -0.8780, Sem 0.0267, dir -0.9911, norm 0.0864, swav 0.0000 LR: 4.450e-02 Score 98.960 Data time: 0.1994, Forward time: 2.2612, Backward time: 2.4191, DDP time: 0.0050, Total iter time: 4.3539 [2020-11-08 09:11:30,513][root][INFO] - ===> Epoch[2968](2968/1): Loss -0.8887, Sem 0.0241, dir -0.9925, norm 0.0797, swav 0.0000 LR: 4.448e-02 Score 99.063 Data time: 0.2268, Forward time: 2.2612, Backward time: 2.4191, DDP time: 0.0050, Total iter time: 5.1627 [2020-11-08 09:11:35,322][root][INFO] - ===> Epoch[2969](2969/1): Loss -0.8867, Sem 0.0251, dir -0.9924, norm 0.0806, swav 0.0000 LR: 4.446e-02 Score 99.046 Data time: 0.1977, Forward time: 2.2612, Backward time: 2.4190, DDP time: 0.0050, Total iter time: 4.6580 [2020-11-08 09:11:40,289][root][INFO] - ===> Epoch[2970](2970/1): Loss -0.8843, Sem 0.0235, dir -0.9919, norm 0.0841, swav 0.0000 LR: 4.444e-02 Score 99.079 Data time: 0.2014, Forward time: 2.2612, Backward time: 2.4190, DDP time: 0.0050, Total iter time: 4.8490 [2020-11-08 09:11:45,109][root][INFO] - ===> Epoch[2971](2971/1): Loss -0.8934, Sem 0.0262, dir -0.9930, norm 0.0735, swav 0.0000 LR: 4.442e-02 Score 98.989 Data time: 0.2382, Forward time: 2.2612, Backward time: 2.4189, DDP time: 0.0050, Total iter time: 4.7068 [2020-11-08 09:11:50,628][root][INFO] - ===> Epoch[2972](2972/1): Loss -0.8933, Sem 0.0249, dir -0.9931, norm 0.0749, swav 0.0000 LR: 4.440e-02 Score 99.044 Data time: 0.2682, Forward time: 2.2614, Backward time: 2.4189, DDP time: 0.0050, Total iter time: 5.4220 [2020-11-08 09:11:55,329][root][INFO] - ===> Epoch[2973](2973/1): Loss -0.8878, Sem 0.0243, dir -0.9925, norm 0.0805, swav 0.0000 LR: 4.438e-02 Score 99.061 Data time: 0.2035, Forward time: 2.2614, Backward time: 2.4188, DDP time: 0.0050, Total iter time: 4.5759 [2020-11-08 09:12:00,244][root][INFO] - ===> Epoch[2974](2974/1): Loss -0.8888, Sem 0.0256, dir -0.9926, norm 0.0782, swav 0.0000 LR: 4.436e-02 Score 99.009 Data time: 0.1860, Forward time: 2.2613, Backward time: 2.4188, DDP time: 0.0050, Total iter time: 4.8179 [2020-11-08 09:12:05,200][root][INFO] - ===> Epoch[2975](2975/1): Loss -0.8889, Sem 0.0261, dir -0.9924, norm 0.0773, swav 0.0000 LR: 4.434e-02 Score 98.986 Data time: 0.1988, Forward time: 2.2612, Backward time: 2.4188, DDP time: 0.0050, Total iter time: 4.8359 [2020-11-08 09:12:10,238][root][INFO] - ===> Epoch[2976](2976/1): Loss -0.8914, Sem 0.0258, dir -0.9932, norm 0.0760, swav 0.0000 LR: 4.432e-02 Score 98.998 Data time: 0.2677, Forward time: 2.2614, Backward time: 2.4187, DDP time: 0.0050, Total iter time: 4.9149 [2020-11-08 09:12:14,936][root][INFO] - ===> Epoch[2977](2977/1): Loss -0.8894, Sem 0.0252, dir -0.9920, norm 0.0774, swav 0.0000 LR: 4.430e-02 Score 99.022 Data time: 0.2066, Forward time: 2.2614, Backward time: 2.4186, DDP time: 0.0050, Total iter time: 4.5862 [2020-11-08 09:12:20,190][root][INFO] - ===> Epoch[2978](2978/1): Loss -0.8895, Sem 0.0239, dir -0.9924, norm 0.0790, swav 0.0000 LR: 4.428e-02 Score 99.072 Data time: 0.1877, Forward time: 2.2613, Backward time: 2.4187, DDP time: 0.0050, Total iter time: 5.1329 [2020-11-08 09:12:25,780][root][INFO] - ===> Epoch[2979](2979/1): Loss -0.8909, Sem 0.0250, dir -0.9929, norm 0.0770, swav 0.0000 LR: 4.426e-02 Score 99.024 Data time: 0.1990, Forward time: 2.2612, Backward time: 2.4190, DDP time: 0.0050, Total iter time: 5.4836 [2020-11-08 09:12:30,764][root][INFO] - ===> Epoch[2980](2980/1): Loss -0.8884, Sem 0.0252, dir -0.9925, norm 0.0789, swav 0.0000 LR: 4.424e-02 Score 99.030 Data time: 0.1890, Forward time: 2.2611, Backward time: 2.4191, DDP time: 0.0050, Total iter time: 4.8677 [2020-11-08 09:12:35,891][root][INFO] - ===> Epoch[2981](2981/1): Loss -0.8966, Sem 0.0246, dir -0.9939, norm 0.0727, swav 0.0000 LR: 4.422e-02 Score 99.033 Data time: 0.2188, Forward time: 2.2610, Backward time: 2.4191, DDP time: 0.0050, Total iter time: 5.0336 [2020-11-08 09:12:41,293][root][INFO] - ===> Epoch[2982](2982/1): Loss -0.8964, Sem 0.0246, dir -0.9935, norm 0.0725, swav 0.0000 LR: 4.421e-02 Score 99.047 Data time: 0.2147, Forward time: 2.2610, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 5.2724 [2020-11-08 09:12:46,342][root][INFO] - ===> Epoch[2983](2983/1): Loss -0.8864, Sem 0.0250, dir -0.9920, norm 0.0807, swav 0.0000 LR: 4.419e-02 Score 99.022 Data time: 0.2352, Forward time: 2.2611, Backward time: 2.4192, DDP time: 0.0050, Total iter time: 4.9184 [2020-11-08 09:12:51,565][root][INFO] - ===> Epoch[2984](2984/1): Loss -0.8842, Sem 0.0251, dir -0.9922, norm 0.0829, swav 0.0000 LR: 4.417e-02 Score 99.052 Data time: 0.2202, Forward time: 2.2611, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 5.1003 [2020-11-08 09:12:56,590][root][INFO] - ===> Epoch[2985](2985/1): Loss -0.8880, Sem 0.0254, dir -0.9924, norm 0.0791, swav 0.0000 LR: 4.415e-02 Score 99.011 Data time: 0.2634, Forward time: 2.2611, Backward time: 2.4192, DDP time: 0.0050, Total iter time: 4.9013 [2020-11-08 09:13:02,074][root][INFO] - ===> Epoch[2986](2986/1): Loss -0.8889, Sem 0.0251, dir -0.9930, norm 0.0790, swav 0.0000 LR: 4.413e-02 Score 99.019 Data time: 0.2446, Forward time: 2.2611, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 5.3618 [2020-11-08 09:13:07,108][root][INFO] - ===> Epoch[2987](2987/1): Loss -0.8820, Sem 0.0251, dir -0.9921, norm 0.0850, swav 0.0000 LR: 4.411e-02 Score 99.016 Data time: 0.2368, Forward time: 2.2612, Backward time: 2.4192, DDP time: 0.0050, Total iter time: 4.8929 [2020-11-08 09:13:12,299][root][INFO] - ===> Epoch[2988](2988/1): Loss -0.8942, Sem 0.0233, dir -0.9929, norm 0.0754, swav 0.0000 LR: 4.409e-02 Score 99.093 Data time: 0.2435, Forward time: 2.2612, Backward time: 2.4192, DDP time: 0.0050, Total iter time: 5.0644 [2020-11-08 09:13:17,261][root][INFO] - ===> Epoch[2989](2989/1): Loss -0.8944, Sem 0.0248, dir -0.9935, norm 0.0744, swav 0.0000 LR: 4.407e-02 Score 99.052 Data time: 0.2286, Forward time: 2.2613, Backward time: 2.4191, DDP time: 0.0050, Total iter time: 4.8348 [2020-11-08 09:13:22,512][root][INFO] - ===> Epoch[2990](2990/1): Loss -0.8837, Sem 0.0251, dir -0.9911, norm 0.0823, swav 0.0000 LR: 4.405e-02 Score 99.022 Data time: 0.2231, Forward time: 2.2613, Backward time: 2.4192, DDP time: 0.0050, Total iter time: 5.1323 [2020-11-08 09:13:27,962][root][INFO] - ===> Epoch[2991](2991/1): Loss -0.8912, Sem 0.0242, dir -0.9926, norm 0.0772, swav 0.0000 LR: 4.403e-02 Score 99.065 Data time: 0.2789, Forward time: 2.2614, Backward time: 2.4191, DDP time: 0.0050, Total iter time: 5.3263 [2020-11-08 09:13:32,985][root][INFO] - ===> Epoch[2992](2992/1): Loss -0.8996, Sem 0.0239, dir -0.9934, norm 0.0699, swav 0.0000 LR: 4.401e-02 Score 99.069 Data time: 0.1996, Forward time: 2.2614, Backward time: 2.4192, DDP time: 0.0050, Total iter time: 4.8898 [2020-11-08 09:13:38,013][root][INFO] - ===> Epoch[2993](2993/1): Loss -0.8854, Sem 0.0247, dir -0.9923, norm 0.0822, swav 0.0000 LR: 4.399e-02 Score 99.043 Data time: 0.1854, Forward time: 2.2613, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 4.9278 [2020-11-08 09:13:42,819][root][INFO] - ===> Epoch[2994](2994/1): Loss -0.8809, Sem 0.0257, dir -0.9912, norm 0.0846, swav 0.0000 LR: 4.397e-02 Score 99.006 Data time: 0.2011, Forward time: 2.2612, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 4.7096 [2020-11-08 09:13:48,147][root][INFO] - ===> Epoch[2995](2995/1): Loss -0.8893, Sem 0.0254, dir -0.9931, norm 0.0785, swav 0.0000 LR: 4.395e-02 Score 99.013 Data time: 0.2703, Forward time: 2.2614, Backward time: 2.4192, DDP time: 0.0050, Total iter time: 5.2059 [2020-11-08 09:13:53,440][root][INFO] - ===> Epoch[2996](2996/1): Loss -0.8878, Sem 0.0252, dir -0.9923, norm 0.0794, swav 0.0000 LR: 4.393e-02 Score 99.022 Data time: 0.2355, Forward time: 2.2614, Backward time: 2.4192, DDP time: 0.0050, Total iter time: 5.1602 [2020-11-08 09:13:58,280][root][INFO] - ===> Epoch[2997](2997/1): Loss -0.8893, Sem 0.0243, dir -0.9924, norm 0.0788, swav 0.0000 LR: 4.391e-02 Score 99.059 Data time: 0.2168, Forward time: 2.2614, Backward time: 2.4192, DDP time: 0.0050, Total iter time: 4.7201 [2020-11-08 09:14:03,419][root][INFO] - ===> Epoch[2998](2998/1): Loss -0.8949, Sem 0.0245, dir -0.9932, norm 0.0738, swav 0.0000 LR: 4.389e-02 Score 99.047 Data time: 0.2464, Forward time: 2.2615, Backward time: 2.4191, DDP time: 0.0050, Total iter time: 5.0323 [2020-11-08 09:14:07,901][root][INFO] - ===> Epoch[2999](2999/1): Loss -0.8829, Sem 0.0263, dir -0.9920, norm 0.0829, swav 0.0000 LR: 4.387e-02 Score 98.978 Data time: 0.2095, Forward time: 2.2614, Backward time: 2.4189, DDP time: 0.0050, Total iter time: 4.3357 [2020-11-08 09:14:12,850][root][INFO] - ===> Epoch[3000](3000/1): Loss -0.8787, Sem 0.0251, dir -0.9914, norm 0.0877, swav 0.0000 LR: 4.385e-02 Score 99.020 Data time: 0.2564, Forward time: 2.2614, Backward time: 2.4189, DDP time: 0.0050, Total iter time: 4.8339 [2020-11-08 09:14:13,825][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 09:14:14,060][root][INFO] - ===> Start testing [2020-11-08 09:15:45,480][root][INFO] - 101/312: Data time: 0.0405, Iter time: 0.2673 Loss 1.359 (AVG: 2.500) Score 83.985 (AVG: 72.385) mIOU 28.329 mAP 39.334 mAcc 39.766 IOU: 68.384 94.418 20.556 38.063 58.566 48.690 41.804 27.334 7.543 49.009 12.767 23.114 30.021 9.294 10.649 0.000 0.000 12.833 0.000 13.531 mAP: 70.242 94.564 25.839 37.171 66.494 66.866 50.127 41.826 17.141 49.840 27.339 36.196 38.951 36.286 36.874 11.237 5.418 37.091 8.882 28.303 mAcc: 89.929 98.246 31.303 44.498 76.156 58.746 62.047 38.141 8.393 61.891 27.205 46.829 52.734 24.219 38.281 0.000 0.000 20.127 0.000 16.579 [2020-11-08 09:17:12,069][root][INFO] - 201/312: Data time: 0.0064, Iter time: 0.2994 Loss 1.093 (AVG: 2.593) Score 87.531 (AVG: 71.505) mIOU 27.781 mAP 40.401 mAcc 39.058 IOU: 67.633 93.894 21.250 36.931 59.249 40.356 41.573 28.702 6.967 39.104 12.632 17.235 25.508 26.862 14.250 0.000 0.000 13.267 0.000 10.208 mAP: 70.914 94.861 27.246 40.707 66.924 65.950 53.301 42.634 19.161 44.235 28.363 32.021 39.702 52.708 36.106 10.852 5.848 38.025 10.953 27.512 mAcc: 89.105 98.330 32.607 42.701 77.231 48.720 63.236 43.154 7.691 51.400 24.036 37.749 45.180 49.928 35.671 0.000 0.000 21.722 0.000 12.709 [2020-11-08 09:18:45,847][root][INFO] - 301/312: Data time: 0.0078, Iter time: 0.1822 Loss 2.074 (AVG: 2.458) Score 77.670 (AVG: 72.431) mIOU 29.046 mAP 40.228 mAcc 40.130 IOU: 68.402 93.847 20.977 42.875 61.193 40.702 42.336 29.144 7.610 40.298 15.369 18.390 27.616 33.800 13.602 0.000 0.000 14.406 0.000 10.357 mAP: 70.339 94.378 26.125 47.119 65.607 63.363 52.235 41.878 18.998 45.453 30.014 31.282 42.114 48.544 33.614 10.046 7.218 38.258 11.037 26.942 mAcc: 88.724 98.331 31.647 47.941 79.014 50.414 64.394 44.348 8.416 53.314 28.357 38.638 47.083 53.826 33.730 0.000 0.000 21.300 0.000 13.114 [2020-11-08 09:18:58,122][root][INFO] - 312/312: Data time: 0.0032, Iter time: 0.3028 Loss 1.631 (AVG: 2.454) Score 77.188 (AVG: 72.485) mIOU 29.082 mAP 40.012 mAcc 40.137 IOU: 68.781 93.810 21.300 45.502 60.762 40.913 41.830 29.125 7.547 39.824 15.258 17.937 27.208 33.486 13.269 0.000 0.000 14.652 0.000 10.427 mAP: 70.541 94.371 26.794 49.302 64.721 63.057 51.150 41.615 18.726 44.848 30.325 30.252 41.843 48.393 32.208 9.136 7.009 38.554 10.587 26.811 mAcc: 88.906 98.325 31.951 50.544 78.425 50.839 63.783 44.432 8.380 53.079 27.852 37.777 47.230 53.143 33.168 0.000 0.000 21.644 0.000 13.252 [2020-11-08 09:18:58,123][root][INFO] - Finished test. Elapsed time: 284.0613 [2020-11-08 09:19:12,243][root][INFO] - [2020-11-08 09:19:12,244][root][INFO] - ################################################################ [2020-11-08 09:19:12,244][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 09:19:12,244][root][INFO] - ################################################################ [2020-11-08 09:19:12,244][root][INFO] - cabinet : 0.009 0.027 0.119 [2020-11-08 09:19:12,244][root][INFO] - bed : 0.163 0.345 0.410 [2020-11-08 09:19:12,244][root][INFO] - chair : 0.434 0.611 0.715 [2020-11-08 09:19:12,244][root][INFO] - sofa : 0.189 0.400 0.554 [2020-11-08 09:19:12,244][root][INFO] - table : 0.085 0.164 0.262 [2020-11-08 09:19:12,244][root][INFO] - door : 0.084 0.171 0.291 [2020-11-08 09:19:12,244][root][INFO] - window : 0.000 0.001 0.027 [2020-11-08 09:19:12,244][root][INFO] - bookshelf : 0.010 0.027 0.196 [2020-11-08 09:19:12,244][root][INFO] - picture : 0.043 0.091 0.190 [2020-11-08 09:19:12,244][root][INFO] - counter : 0.000 0.002 0.042 [2020-11-08 09:19:12,244][root][INFO] - desk : 0.004 0.022 0.316 [2020-11-08 09:19:12,244][root][INFO] - curtain : 0.029 0.079 0.167 [2020-11-08 09:19:12,244][root][INFO] - refrigerator : 0.059 0.121 0.218 [2020-11-08 09:19:12,244][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 09:19:12,244][root][INFO] - toilet : 0.000 0.000 0.000 [2020-11-08 09:19:12,244][root][INFO] - sink : 0.002 0.008 0.143 [2020-11-08 09:19:12,244][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-08 09:19:12,244][root][INFO] - otherfurniture : 0.069 0.114 0.194 [2020-11-08 09:19:12,245][root][INFO] - ---------------------------------------------------------------- [2020-11-08 09:19:12,245][root][INFO] - average : 0.066 0.121 0.214 [2020-11-08 09:19:12,245][root][INFO] - [2020-11-08 09:19:12,552][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 09:19:12,553][root][INFO] - Current best mIoU: 29.305 at iter 2500 [2020-11-08 09:19:16,851][root][INFO] - ===> Epoch[3001](3001/1): Loss -0.8983, Sem 0.0253, dir -0.9940, norm 0.0704, swav 0.0000 LR: 4.383e-02 Score 99.016 Data time: 0.1775, Forward time: 2.2614, Backward time: 2.4187, DDP time: 0.0050, Total iter time: 4.2902 [2020-11-08 09:19:21,465][root][INFO] - ===> Epoch[3002](3002/1): Loss -0.8734, Sem 0.0252, dir -0.9908, norm 0.0922, swav 0.0000 LR: 4.381e-02 Score 99.028 Data time: 0.1893, Forward time: 2.2613, Backward time: 2.4187, DDP time: 0.0050, Total iter time: 4.4719 [2020-11-08 09:19:27,302][root][INFO] - ===> Epoch[3003](3003/1): Loss -0.8780, Sem 0.0243, dir -0.9906, norm 0.0883, swav 0.0000 LR: 4.379e-02 Score 99.052 Data time: 0.2057, Forward time: 2.2612, Backward time: 2.4190, DDP time: 0.0050, Total iter time: 5.7336 [2020-11-08 09:19:33,204][root][INFO] - ===> Epoch[3004](3004/1): Loss -0.9041, Sem 0.0244, dir -0.9943, norm 0.0657, swav 0.0000 LR: 4.377e-02 Score 99.042 Data time: 0.2300, Forward time: 2.2613, Backward time: 2.4192, DDP time: 0.0050, Total iter time: 5.7763 [2020-11-08 09:19:39,136][root][INFO] - ===> Epoch[3005](3005/1): Loss -0.8847, Sem 0.0252, dir -0.9914, norm 0.0815, swav 0.0000 LR: 4.375e-02 Score 99.026 Data time: 0.2019, Forward time: 2.2612, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 5.8102 [2020-11-08 09:19:44,311][root][INFO] - ===> Epoch[3006](3006/1): Loss -0.8830, Sem 0.0241, dir -0.9918, norm 0.0847, swav 0.0000 LR: 4.373e-02 Score 99.061 Data time: 0.2310, Forward time: 2.2612, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 5.0658 [2020-11-08 09:19:49,119][root][INFO] - ===> Epoch[3007](3007/1): Loss -0.9004, Sem 0.0242, dir -0.9932, norm 0.0686, swav 0.0000 LR: 4.371e-02 Score 99.063 Data time: 0.2001, Forward time: 2.2612, Backward time: 2.4195, DDP time: 0.0050, Total iter time: 4.6892 [2020-11-08 09:19:53,741][root][INFO] - ===> Epoch[3008](3008/1): Loss -0.8909, Sem 0.0249, dir -0.9929, norm 0.0771, swav 0.0000 LR: 4.369e-02 Score 99.038 Data time: 0.2082, Forward time: 2.2612, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 4.5139 [2020-11-08 09:19:58,546][root][INFO] - ===> Epoch[3009](3009/1): Loss -0.8724, Sem 0.0255, dir -0.9907, norm 0.0928, swav 0.0000 LR: 4.367e-02 Score 99.001 Data time: 0.2225, Forward time: 2.2612, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 4.6857 [2020-11-08 09:20:03,183][root][INFO] - ===> Epoch[3010](3010/1): Loss -0.8917, Sem 0.0256, dir -0.9919, norm 0.0746, swav 0.0000 LR: 4.365e-02 Score 99.010 Data time: 0.1883, Forward time: 2.2611, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 4.5057 [2020-11-08 09:20:08,308][root][INFO] - ===> Epoch[3011](3011/1): Loss -0.8901, Sem 0.0243, dir -0.9932, norm 0.0788, swav 0.0000 LR: 4.363e-02 Score 99.057 Data time: 0.2090, Forward time: 2.2611, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 5.0242 [2020-11-08 09:20:13,555][root][INFO] - ===> Epoch[3012](3012/1): Loss -0.8812, Sem 0.0259, dir -0.9922, norm 0.0851, swav 0.0000 LR: 4.361e-02 Score 98.991 Data time: 0.2012, Forward time: 2.2610, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 5.1093 [2020-11-08 09:20:18,575][root][INFO] - ===> Epoch[3013](3013/1): Loss -0.8863, Sem 0.0259, dir -0.9931, norm 0.0809, swav 0.0000 LR: 4.359e-02 Score 98.995 Data time: 0.1711, Forward time: 2.2609, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 4.8951 [2020-11-08 09:20:23,123][root][INFO] - ===> Epoch[3014](3014/1): Loss -0.8853, Sem 0.0241, dir -0.9917, norm 0.0823, swav 0.0000 LR: 4.357e-02 Score 99.067 Data time: 0.2262, Forward time: 2.2609, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 4.4473 [2020-11-08 09:20:27,797][root][INFO] - ===> Epoch[3015](3015/1): Loss -0.8738, Sem 0.0259, dir -0.9908, norm 0.0910, swav 0.0000 LR: 4.355e-02 Score 98.990 Data time: 0.2392, Forward time: 2.2608, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 4.5526 [2020-11-08 09:20:33,158][root][INFO] - ===> Epoch[3016](3016/1): Loss -0.8951, Sem 0.0233, dir -0.9934, norm 0.0750, swav 0.0000 LR: 4.353e-02 Score 99.085 Data time: 0.2071, Forward time: 2.2608, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 5.2373 [2020-11-08 09:20:38,161][root][INFO] - ===> Epoch[3017](3017/1): Loss -0.8733, Sem 0.0265, dir -0.9903, norm 0.0905, swav 0.0000 LR: 4.351e-02 Score 98.976 Data time: 0.2238, Forward time: 2.2608, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 4.8841 [2020-11-08 09:20:42,931][root][INFO] - ===> Epoch[3018](3018/1): Loss -0.8896, Sem 0.0255, dir -0.9935, norm 0.0785, swav 0.0000 LR: 4.349e-02 Score 99.015 Data time: 0.2234, Forward time: 2.2608, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 4.6429 [2020-11-08 09:20:48,183][root][INFO] - ===> Epoch[3019](3019/1): Loss -0.8830, Sem 0.0237, dir -0.9917, norm 0.0850, swav 0.0000 LR: 4.348e-02 Score 99.077 Data time: 0.2144, Forward time: 2.2608, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 5.1451 [2020-11-08 09:20:53,356][root][INFO] - ===> Epoch[3020](3020/1): Loss -0.8792, Sem 0.0253, dir -0.9923, norm 0.0879, swav 0.0000 LR: 4.346e-02 Score 99.017 Data time: 0.1804, Forward time: 2.2607, Backward time: 2.4195, DDP time: 0.0050, Total iter time: 5.0411 [2020-11-08 09:20:58,278][root][INFO] - ===> Epoch[3021](3021/1): Loss -0.8919, Sem 0.0251, dir -0.9933, norm 0.0762, swav 0.0000 LR: 4.344e-02 Score 99.027 Data time: 0.1732, Forward time: 2.2606, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 4.8095 [2020-11-08 09:21:02,882][root][INFO] - ===> Epoch[3022](3022/1): Loss -0.8806, Sem 0.0263, dir -0.9917, norm 0.0848, swav 0.0000 LR: 4.342e-02 Score 98.982 Data time: 0.1950, Forward time: 2.2605, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 4.5110 [2020-11-08 09:21:07,680][root][INFO] - ===> Epoch[3023](3023/1): Loss -0.8850, Sem 0.0252, dir -0.9927, norm 0.0825, swav 0.0000 LR: 4.340e-02 Score 99.015 Data time: 0.2362, Forward time: 2.2605, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 4.6982 [2020-11-08 09:21:13,083][root][INFO] - ===> Epoch[3024](3024/1): Loss -0.8976, Sem 0.0235, dir -0.9931, norm 0.0719, swav 0.0000 LR: 4.338e-02 Score 99.087 Data time: 0.1796, Forward time: 2.2605, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 5.2701 [2020-11-08 09:21:18,520][root][INFO] - ===> Epoch[3025](3025/1): Loss -0.8858, Sem 0.0257, dir -0.9922, norm 0.0807, swav 0.0000 LR: 4.336e-02 Score 99.016 Data time: 0.1797, Forward time: 2.2604, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 5.3275 [2020-11-08 09:21:23,554][root][INFO] - ===> Epoch[3026](3026/1): Loss -0.8855, Sem 0.0241, dir -0.9919, norm 0.0822, swav 0.0000 LR: 4.334e-02 Score 99.063 Data time: 0.2179, Forward time: 2.2602, Backward time: 2.4199, DDP time: 0.0050, Total iter time: 4.9234 [2020-11-08 09:21:28,440][root][INFO] - ===> Epoch[3027](3027/1): Loss -0.8900, Sem 0.0246, dir -0.9923, norm 0.0778, swav 0.0000 LR: 4.332e-02 Score 99.046 Data time: 0.2473, Forward time: 2.2603, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 4.7675 [2020-11-08 09:21:33,406][root][INFO] - ===> Epoch[3028](3028/1): Loss -0.8845, Sem 0.0244, dir -0.9917, norm 0.0829, swav 0.0000 LR: 4.330e-02 Score 99.054 Data time: 0.2261, Forward time: 2.2603, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.8413 [2020-11-08 09:21:38,549][root][INFO] - ===> Epoch[3029](3029/1): Loss -0.8866, Sem 0.0253, dir -0.9929, norm 0.0810, swav 0.0000 LR: 4.328e-02 Score 99.011 Data time: 0.2483, Forward time: 2.2604, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 5.0177 [2020-11-08 09:21:43,898][root][INFO] - ===> Epoch[3030](3030/1): Loss -0.8911, Sem 0.0252, dir -0.9933, norm 0.0770, swav 0.0000 LR: 4.326e-02 Score 99.020 Data time: 0.2838, Forward time: 2.2605, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 5.2004 [2020-11-08 09:21:48,978][root][INFO] - ===> Epoch[3031](3031/1): Loss -0.8862, Sem 0.0246, dir -0.9923, norm 0.0816, swav 0.0000 LR: 4.324e-02 Score 99.036 Data time: 0.2252, Forward time: 2.2606, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 4.9451 [2020-11-08 09:21:54,383][root][INFO] - ===> Epoch[3032](3032/1): Loss -0.8872, Sem 0.0275, dir -0.9918, norm 0.0771, swav 0.0000 LR: 4.322e-02 Score 98.947 Data time: 0.1975, Forward time: 2.2605, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 5.2770 [2020-11-08 09:21:59,932][root][INFO] - ===> Epoch[3033](3033/1): Loss -0.8894, Sem 0.0259, dir -0.9928, norm 0.0775, swav 0.0000 LR: 4.320e-02 Score 99.004 Data time: 0.2515, Forward time: 2.2606, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 5.4455 [2020-11-08 09:22:04,800][root][INFO] - ===> Epoch[3034](3034/1): Loss -0.8814, Sem 0.0255, dir -0.9916, norm 0.0847, swav 0.0000 LR: 4.318e-02 Score 99.015 Data time: 0.2189, Forward time: 2.2606, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.7222 [2020-11-08 09:22:09,886][root][INFO] - ===> Epoch[3035](3035/1): Loss -0.8940, Sem 0.0231, dir -0.9936, norm 0.0765, swav 0.0000 LR: 4.316e-02 Score 99.102 Data time: 0.2602, Forward time: 2.2608, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 4.9589 [2020-11-08 09:22:14,638][root][INFO] - ===> Epoch[3036](3036/1): Loss -0.8896, Sem 0.0262, dir -0.9932, norm 0.0775, swav 0.0000 LR: 4.314e-02 Score 98.981 Data time: 0.2309, Forward time: 2.2608, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 4.6204 [2020-11-08 09:22:20,232][root][INFO] - ===> Epoch[3037](3037/1): Loss -0.8967, Sem 0.0257, dir -0.9929, norm 0.0705, swav 0.0000 LR: 4.312e-02 Score 98.999 Data time: 0.1929, Forward time: 2.2607, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 5.4707 [2020-11-08 09:22:25,706][root][INFO] - ===> Epoch[3038](3038/1): Loss -0.8928, Sem 0.0245, dir -0.9926, norm 0.0753, swav 0.0000 LR: 4.310e-02 Score 99.047 Data time: 0.2556, Forward time: 2.2608, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 5.3452 [2020-11-08 09:22:30,458][root][INFO] - ===> Epoch[3039](3039/1): Loss -0.8936, Sem 0.0263, dir -0.9934, norm 0.0736, swav 0.0000 LR: 4.308e-02 Score 98.984 Data time: 0.1899, Forward time: 2.2607, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.6214 [2020-11-08 09:22:35,107][root][INFO] - ===> Epoch[3040](3040/1): Loss -0.8884, Sem 0.0250, dir -0.9928, norm 0.0794, swav 0.0000 LR: 4.306e-02 Score 99.030 Data time: 0.2162, Forward time: 2.2607, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 4.5410 [2020-11-08 09:22:40,167][root][INFO] - ===> Epoch[3041](3041/1): Loss -0.8932, Sem 0.0260, dir -0.9931, norm 0.0739, swav 0.0000 LR: 4.304e-02 Score 98.987 Data time: 0.2029, Forward time: 2.2606, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.9339 [2020-11-08 09:22:45,454][root][INFO] - ===> Epoch[3042](3042/1): Loss -0.8901, Sem 0.0272, dir -0.9924, norm 0.0752, swav 0.0000 LR: 4.302e-02 Score 98.965 Data time: 0.2299, Forward time: 2.2606, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 5.1739 [2020-11-08 09:22:50,486][root][INFO] - ===> Epoch[3043](3043/1): Loss -0.8859, Sem 0.0250, dir -0.9925, norm 0.0816, swav 0.0000 LR: 4.300e-02 Score 99.038 Data time: 0.2147, Forward time: 2.2606, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 4.9166 [2020-11-08 09:22:55,185][root][INFO] - ===> Epoch[3044](3044/1): Loss -0.8899, Sem 0.0251, dir -0.9922, norm 0.0771, swav 0.0000 LR: 4.298e-02 Score 99.021 Data time: 0.2103, Forward time: 2.2606, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.5714 [2020-11-08 09:23:00,090][root][INFO] - ===> Epoch[3045](3045/1): Loss -0.8914, Sem 0.0249, dir -0.9928, norm 0.0765, swav 0.0000 LR: 4.296e-02 Score 99.023 Data time: 0.2218, Forward time: 2.2606, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 4.7728 [2020-11-08 09:23:05,569][root][INFO] - ===> Epoch[3046](3046/1): Loss -0.8964, Sem 0.0252, dir -0.9926, norm 0.0710, swav 0.0000 LR: 4.294e-02 Score 99.024 Data time: 0.2086, Forward time: 2.2605, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 5.3533 [2020-11-08 09:23:10,421][root][INFO] - ===> Epoch[3047](3047/1): Loss -0.8934, Sem 0.0237, dir -0.9929, norm 0.0758, swav 0.0000 LR: 4.292e-02 Score 99.067 Data time: 0.2385, Forward time: 2.2606, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.7355 [2020-11-08 09:23:16,086][root][INFO] - ===> Epoch[3048](3048/1): Loss -0.8925, Sem 0.0253, dir -0.9934, norm 0.0757, swav 0.0000 LR: 4.290e-02 Score 99.016 Data time: 0.2737, Forward time: 2.2608, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 5.5328 [2020-11-08 09:23:22,290][root][INFO] - ===> Epoch[3049](3049/1): Loss -0.9006, Sem 0.0242, dir -0.9928, norm 0.0681, swav 0.0000 LR: 4.288e-02 Score 99.060 Data time: 0.2567, Forward time: 2.2610, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 6.0785 [2020-11-08 09:23:27,558][root][INFO] - ===> Epoch[3050](3050/1): Loss -0.8923, Sem 0.0250, dir -0.9932, norm 0.0759, swav 0.0000 LR: 4.286e-02 Score 99.026 Data time: 0.2091, Forward time: 2.2610, Backward time: 2.4199, DDP time: 0.0050, Total iter time: 5.1377 [2020-11-08 09:23:32,836][root][INFO] - ===> Epoch[3051](3051/1): Loss -0.8832, Sem 0.0250, dir -0.9921, norm 0.0839, swav 0.0000 LR: 4.284e-02 Score 99.037 Data time: 0.2412, Forward time: 2.2610, Backward time: 2.4199, DDP time: 0.0050, Total iter time: 5.1485 [2020-11-08 09:23:37,797][root][INFO] - ===> Epoch[3052](3052/1): Loss -0.8903, Sem 0.0255, dir -0.9930, norm 0.0771, swav 0.0000 LR: 4.282e-02 Score 99.011 Data time: 0.2324, Forward time: 2.2610, Backward time: 2.4199, DDP time: 0.0050, Total iter time: 4.8119 [2020-11-08 09:23:42,442][root][INFO] - ===> Epoch[3053](3053/1): Loss -0.8954, Sem 0.0255, dir -0.9939, norm 0.0730, swav 0.0000 LR: 4.280e-02 Score 99.004 Data time: 0.2283, Forward time: 2.2610, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.5074 [2020-11-08 09:23:47,375][root][INFO] - ===> Epoch[3054](3054/1): Loss -0.8968, Sem 0.0237, dir -0.9937, norm 0.0733, swav 0.0000 LR: 4.278e-02 Score 99.069 Data time: 0.2295, Forward time: 2.2610, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.8160 [2020-11-08 09:23:52,436][root][INFO] - ===> Epoch[3055](3055/1): Loss -0.8852, Sem 0.0256, dir -0.9928, norm 0.0820, swav 0.0000 LR: 4.276e-02 Score 99.020 Data time: 0.2120, Forward time: 2.2610, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.9268 [2020-11-08 09:23:57,733][root][INFO] - ===> Epoch[3056](3056/1): Loss -0.8977, Sem 0.0232, dir -0.9932, norm 0.0723, swav 0.0000 LR: 4.274e-02 Score 99.101 Data time: 0.1941, Forward time: 2.2609, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 5.1614 [2020-11-08 09:24:03,031][root][INFO] - ===> Epoch[3057](3057/1): Loss -0.8915, Sem 0.0237, dir -0.9931, norm 0.0778, swav 0.0000 LR: 4.272e-02 Score 99.079 Data time: 0.2047, Forward time: 2.2609, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 5.1795 [2020-11-08 09:24:08,172][root][INFO] - ===> Epoch[3058](3058/1): Loss -0.8862, Sem 0.0258, dir -0.9922, norm 0.0802, swav 0.0000 LR: 4.270e-02 Score 99.010 Data time: 0.2280, Forward time: 2.2609, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 5.0159 [2020-11-08 09:24:13,495][root][INFO] - ===> Epoch[3059](3059/1): Loss -0.8924, Sem 0.0250, dir -0.9936, norm 0.0762, swav 0.0000 LR: 4.268e-02 Score 99.032 Data time: 0.2494, Forward time: 2.2610, Backward time: 2.4199, DDP time: 0.0050, Total iter time: 5.2062 [2020-11-08 09:24:19,135][root][INFO] - ===> Epoch[3060](3060/1): Loss -0.8913, Sem 0.0259, dir -0.9933, norm 0.0760, swav 0.0000 LR: 4.267e-02 Score 98.979 Data time: 0.2417, Forward time: 2.2611, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 5.5049 [2020-11-08 09:24:23,948][root][INFO] - ===> Epoch[3061](3061/1): Loss -0.8867, Sem 0.0254, dir -0.9925, norm 0.0803, swav 0.0000 LR: 4.265e-02 Score 99.003 Data time: 0.2185, Forward time: 2.2610, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 4.6930 [2020-11-08 09:24:29,431][root][INFO] - ===> Epoch[3062](3062/1): Loss -0.8865, Sem 0.0256, dir -0.9930, norm 0.0810, swav 0.0000 LR: 4.263e-02 Score 98.998 Data time: 0.2223, Forward time: 2.2610, Backward time: 2.4201, DDP time: 0.0050, Total iter time: 5.3563 [2020-11-08 09:24:34,783][root][INFO] - ===> Epoch[3063](3063/1): Loss -0.8927, Sem 0.0246, dir -0.9933, norm 0.0760, swav 0.0000 LR: 4.261e-02 Score 99.049 Data time: 0.2970, Forward time: 2.2611, Backward time: 2.4201, DDP time: 0.0050, Total iter time: 5.2276 [2020-11-08 09:24:39,709][root][INFO] - ===> Epoch[3064](3064/1): Loss -0.8932, Sem 0.0241, dir -0.9927, norm 0.0753, swav 0.0000 LR: 4.259e-02 Score 99.055 Data time: 0.2315, Forward time: 2.2611, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 4.7920 [2020-11-08 09:24:45,170][root][INFO] - ===> Epoch[3065](3065/1): Loss -0.8878, Sem 0.0261, dir -0.9926, norm 0.0787, swav 0.0000 LR: 4.257e-02 Score 98.982 Data time: 0.2290, Forward time: 2.2612, Backward time: 2.4201, DDP time: 0.0050, Total iter time: 5.3463 [2020-11-08 09:24:49,872][root][INFO] - ===> Epoch[3066](3066/1): Loss -0.8871, Sem 0.0262, dir -0.9926, norm 0.0792, swav 0.0000 LR: 4.255e-02 Score 98.979 Data time: 0.2188, Forward time: 2.2612, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 4.6012 [2020-11-08 09:24:54,664][root][INFO] - ===> Epoch[3067](3067/1): Loss -0.8873, Sem 0.0254, dir -0.9924, norm 0.0796, swav 0.0000 LR: 4.253e-02 Score 99.010 Data time: 0.2219, Forward time: 2.2612, Backward time: 2.4199, DDP time: 0.0050, Total iter time: 4.6807 [2020-11-08 09:24:59,481][root][INFO] - ===> Epoch[3068](3068/1): Loss -0.8794, Sem 0.0270, dir -0.9920, norm 0.0856, swav 0.0000 LR: 4.251e-02 Score 98.965 Data time: 0.2365, Forward time: 2.2612, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 4.6877 [2020-11-08 09:25:05,182][root][INFO] - ===> Epoch[3069](3069/1): Loss -0.8840, Sem 0.0264, dir -0.9920, norm 0.0816, swav 0.0000 LR: 4.249e-02 Score 98.966 Data time: 0.2124, Forward time: 2.2613, Backward time: 2.4199, DDP time: 0.0050, Total iter time: 5.5769 [2020-11-08 09:25:09,762][root][INFO] - ===> Epoch[3070](3070/1): Loss -0.8875, Sem 0.0264, dir -0.9923, norm 0.0784, swav 0.0000 LR: 4.247e-02 Score 98.976 Data time: 0.2059, Forward time: 2.2612, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 4.4612 [2020-11-08 09:25:14,779][root][INFO] - ===> Epoch[3071](3071/1): Loss -0.8845, Sem 0.0269, dir -0.9922, norm 0.0808, swav 0.0000 LR: 4.245e-02 Score 98.951 Data time: 0.2442, Forward time: 2.2613, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 4.9194 [2020-11-08 09:25:19,535][root][INFO] - ===> Epoch[3072](3072/1): Loss -0.8891, Sem 0.0257, dir -0.9926, norm 0.0779, swav 0.0000 LR: 4.243e-02 Score 99.004 Data time: 0.2116, Forward time: 2.2613, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 4.6290 [2020-11-08 09:25:24,253][root][INFO] - ===> Epoch[3073](3073/1): Loss -0.8799, Sem 0.0257, dir -0.9914, norm 0.0858, swav 0.0000 LR: 4.241e-02 Score 99.006 Data time: 0.1880, Forward time: 2.2612, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 4.5940 [2020-11-08 09:25:29,322][root][INFO] - ===> Epoch[3074](3074/1): Loss -0.8936, Sem 0.0241, dir -0.9933, norm 0.0757, swav 0.0000 LR: 4.239e-02 Score 99.056 Data time: 0.2317, Forward time: 2.2613, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 4.9561 [2020-11-08 09:25:34,673][root][INFO] - ===> Epoch[3075](3075/1): Loss -0.8986, Sem 0.0243, dir -0.9934, norm 0.0705, swav 0.0000 LR: 4.237e-02 Score 99.053 Data time: 0.2063, Forward time: 2.2612, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 5.2222 [2020-11-08 09:25:39,697][root][INFO] - ===> Epoch[3076](3076/1): Loss -0.8911, Sem 0.0239, dir -0.9926, norm 0.0777, swav 0.0000 LR: 4.235e-02 Score 99.076 Data time: 0.1879, Forward time: 2.2611, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 4.9170 [2020-11-08 09:25:44,888][root][INFO] - ===> Epoch[3077](3077/1): Loss -0.8741, Sem 0.0255, dir -0.9905, norm 0.0909, swav 0.0000 LR: 4.233e-02 Score 99.005 Data time: 0.2108, Forward time: 2.2611, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 5.0772 [2020-11-08 09:25:49,419][root][INFO] - ===> Epoch[3078](3078/1): Loss -0.8933, Sem 0.0254, dir -0.9923, norm 0.0736, swav 0.0000 LR: 4.231e-02 Score 99.024 Data time: 0.1988, Forward time: 2.2611, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.3977 [2020-11-08 09:25:54,360][root][INFO] - ===> Epoch[3079](3079/1): Loss -0.8896, Sem 0.0264, dir -0.9932, norm 0.0773, swav 0.0000 LR: 4.229e-02 Score 98.968 Data time: 0.2633, Forward time: 2.2611, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.8246 [2020-11-08 09:25:59,060][root][INFO] - ===> Epoch[3080](3080/1): Loss -0.8728, Sem 0.0245, dir -0.9914, norm 0.0941, swav 0.0000 LR: 4.227e-02 Score 99.049 Data time: 0.1935, Forward time: 2.2610, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 4.5721 [2020-11-08 09:26:04,311][root][INFO] - ===> Epoch[3081](3081/1): Loss -0.8912, Sem 0.0254, dir -0.9924, norm 0.0758, swav 0.0000 LR: 4.225e-02 Score 99.008 Data time: 0.2301, Forward time: 2.2610, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 5.1291 [2020-11-08 09:26:09,446][root][INFO] - ===> Epoch[3082](3082/1): Loss -0.8892, Sem 0.0265, dir -0.9928, norm 0.0771, swav 0.0000 LR: 4.223e-02 Score 98.969 Data time: 0.2302, Forward time: 2.2609, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 5.0095 [2020-11-08 09:26:14,555][root][INFO] - ===> Epoch[3083](3083/1): Loss -0.8835, Sem 0.0235, dir -0.9909, norm 0.0838, swav 0.0000 LR: 4.221e-02 Score 99.086 Data time: 0.2245, Forward time: 2.2609, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 4.9818 [2020-11-08 09:26:19,580][root][INFO] - ===> Epoch[3084](3084/1): Loss -0.8966, Sem 0.0242, dir -0.9931, norm 0.0723, swav 0.0000 LR: 4.219e-02 Score 99.056 Data time: 0.2361, Forward time: 2.2610, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.8900 [2020-11-08 09:26:24,857][root][INFO] - ===> Epoch[3085](3085/1): Loss -0.8842, Sem 0.0246, dir -0.9919, norm 0.0831, swav 0.0000 LR: 4.217e-02 Score 99.045 Data time: 0.2206, Forward time: 2.2610, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 5.1362 [2020-11-08 09:26:29,559][root][INFO] - ===> Epoch[3086](3086/1): Loss -0.8912, Sem 0.0227, dir -0.9933, norm 0.0794, swav 0.0000 LR: 4.215e-02 Score 99.102 Data time: 0.2084, Forward time: 2.2609, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.5800 [2020-11-08 09:26:34,581][root][INFO] - ===> Epoch[3087](3087/1): Loss -0.8837, Sem 0.0260, dir -0.9923, norm 0.0826, swav 0.0000 LR: 4.213e-02 Score 98.986 Data time: 0.2175, Forward time: 2.2609, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.9065 [2020-11-08 09:26:39,689][root][INFO] - ===> Epoch[3088](3088/1): Loss -0.8812, Sem 0.0247, dir -0.9919, norm 0.0861, swav 0.0000 LR: 4.211e-02 Score 99.034 Data time: 0.2324, Forward time: 2.2610, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.9840 [2020-11-08 09:26:44,728][root][INFO] - ===> Epoch[3089](3089/1): Loss -0.8871, Sem 0.0255, dir -0.9927, norm 0.0801, swav 0.0000 LR: 4.209e-02 Score 99.035 Data time: 0.2096, Forward time: 2.2609, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.9123 [2020-11-08 09:26:50,323][root][INFO] - ===> Epoch[3090](3090/1): Loss -0.8852, Sem 0.0245, dir -0.9922, norm 0.0825, swav 0.0000 LR: 4.207e-02 Score 99.043 Data time: 0.2761, Forward time: 2.2611, Backward time: 2.4196, DDP time: 0.0050, Total iter time: 5.4624 [2020-11-08 09:26:55,036][root][INFO] - ===> Epoch[3091](3091/1): Loss -0.8795, Sem 0.0251, dir -0.9917, norm 0.0871, swav 0.0000 LR: 4.205e-02 Score 99.022 Data time: 0.2114, Forward time: 2.2611, Backward time: 2.4195, DDP time: 0.0050, Total iter time: 4.5776 [2020-11-08 09:27:00,031][root][INFO] - ===> Epoch[3092](3092/1): Loss -0.8993, Sem 0.0234, dir -0.9936, norm 0.0709, swav 0.0000 LR: 4.203e-02 Score 99.092 Data time: 0.2715, Forward time: 2.2612, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 4.8688 [2020-11-08 09:27:04,946][root][INFO] - ===> Epoch[3093](3093/1): Loss -0.8896, Sem 0.0260, dir -0.9941, norm 0.0785, swav 0.0000 LR: 4.201e-02 Score 98.981 Data time: 0.2480, Forward time: 2.2613, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 4.7854 [2020-11-08 09:27:09,682][root][INFO] - ===> Epoch[3094](3094/1): Loss -0.8835, Sem 0.0258, dir -0.9917, norm 0.0824, swav 0.0000 LR: 4.199e-02 Score 98.990 Data time: 0.2171, Forward time: 2.2613, Backward time: 2.4191, DDP time: 0.0050, Total iter time: 4.6059 [2020-11-08 09:27:14,206][root][INFO] - ===> Epoch[3095](3095/1): Loss -0.8909, Sem 0.0247, dir -0.9930, norm 0.0773, swav 0.0000 LR: 4.197e-02 Score 99.038 Data time: 0.2237, Forward time: 2.2613, Backward time: 2.4190, DDP time: 0.0050, Total iter time: 4.3954 [2020-11-08 09:27:19,350][root][INFO] - ===> Epoch[3096](3096/1): Loss -0.8866, Sem 0.0247, dir -0.9915, norm 0.0802, swav 0.0000 LR: 4.195e-02 Score 99.040 Data time: 0.2608, Forward time: 2.2614, Backward time: 2.4189, DDP time: 0.0050, Total iter time: 5.0260 [2020-11-08 09:27:24,715][root][INFO] - ===> Epoch[3097](3097/1): Loss -0.8830, Sem 0.0260, dir -0.9919, norm 0.0828, swav 0.0000 LR: 4.193e-02 Score 98.994 Data time: 0.2279, Forward time: 2.2614, Backward time: 2.4190, DDP time: 0.0050, Total iter time: 5.2296 [2020-11-08 09:27:30,372][root][INFO] - ===> Epoch[3098](3098/1): Loss -0.8884, Sem 0.0248, dir -0.9918, norm 0.0786, swav 0.0000 LR: 4.191e-02 Score 99.052 Data time: 0.2300, Forward time: 2.2615, Backward time: 2.4191, DDP time: 0.0050, Total iter time: 5.5315 [2020-11-08 09:27:35,184][root][INFO] - ===> Epoch[3099](3099/1): Loss -0.8817, Sem 0.0254, dir -0.9914, norm 0.0842, swav 0.0000 LR: 4.189e-02 Score 99.010 Data time: 0.1815, Forward time: 2.2614, Backward time: 2.4191, DDP time: 0.0050, Total iter time: 4.6817 [2020-11-08 09:27:39,808][root][INFO] - ===> Epoch[3100](3100/1): Loss -0.8916, Sem 0.0250, dir -0.9930, norm 0.0765, swav 0.0000 LR: 4.187e-02 Score 99.038 Data time: 0.1809, Forward time: 2.2613, Backward time: 2.4191, DDP time: 0.0050, Total iter time: 4.5321 [2020-11-08 09:27:45,224][root][INFO] - ===> Epoch[3101](3101/1): Loss -0.8945, Sem 0.0237, dir -0.9937, norm 0.0756, swav 0.0000 LR: 4.185e-02 Score 99.093 Data time: 0.1732, Forward time: 2.2611, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 5.3315 [2020-11-08 09:27:50,346][root][INFO] - ===> Epoch[3102](3102/1): Loss -0.8757, Sem 0.0252, dir -0.9914, norm 0.0906, swav 0.0000 LR: 4.183e-02 Score 99.032 Data time: 0.2124, Forward time: 2.2611, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 5.0303 [2020-11-08 09:27:54,948][root][INFO] - ===> Epoch[3103](3103/1): Loss -0.8951, Sem 0.0254, dir -0.9935, norm 0.0730, swav 0.0000 LR: 4.181e-02 Score 99.005 Data time: 0.2314, Forward time: 2.2610, Backward time: 2.4193, DDP time: 0.0050, Total iter time: 4.4959 [2020-11-08 09:28:00,065][root][INFO] - ===> Epoch[3104](3104/1): Loss -0.8845, Sem 0.0247, dir -0.9918, norm 0.0826, swav 0.0000 LR: 4.179e-02 Score 99.040 Data time: 0.2580, Forward time: 2.2611, Backward time: 2.4192, DDP time: 0.0050, Total iter time: 5.0058 [2020-11-08 09:28:05,704][root][INFO] - ===> Epoch[3105](3105/1): Loss -0.8780, Sem 0.0250, dir -0.9914, norm 0.0884, swav 0.0000 LR: 4.177e-02 Score 99.035 Data time: 0.2019, Forward time: 2.2611, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 5.5083 [2020-11-08 09:28:10,570][root][INFO] - ===> Epoch[3106](3106/1): Loss -0.8940, Sem 0.0247, dir -0.9930, norm 0.0743, swav 0.0000 LR: 4.175e-02 Score 99.030 Data time: 0.2321, Forward time: 2.2611, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 4.7327 [2020-11-08 09:28:15,505][root][INFO] - ===> Epoch[3107](3107/1): Loss -0.8749, Sem 0.0247, dir -0.9910, norm 0.0914, swav 0.0000 LR: 4.173e-02 Score 99.045 Data time: 0.2046, Forward time: 2.2610, Backward time: 2.4194, DDP time: 0.0050, Total iter time: 4.8393 [2020-11-08 09:28:21,039][root][INFO] - ===> Epoch[3108](3108/1): Loss -0.8906, Sem 0.0254, dir -0.9926, norm 0.0767, swav 0.0000 LR: 4.171e-02 Score 99.020 Data time: 0.1837, Forward time: 2.2609, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 5.4217 [2020-11-08 09:28:26,045][root][INFO] - ===> Epoch[3109](3109/1): Loss -0.8909, Sem 0.0252, dir -0.9923, norm 0.0762, swav 0.0000 LR: 4.169e-02 Score 99.016 Data time: 0.2135, Forward time: 2.2609, Backward time: 2.4197, DDP time: 0.0050, Total iter time: 4.9235 [2020-11-08 09:28:31,329][root][INFO] - ===> Epoch[3110](3110/1): Loss -0.8827, Sem 0.0249, dir -0.9918, norm 0.0843, swav 0.0000 LR: 4.167e-02 Score 99.031 Data time: 0.2129, Forward time: 2.2608, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 5.1647 [2020-11-08 09:28:36,217][root][INFO] - ===> Epoch[3111](3111/1): Loss -0.8878, Sem 0.0253, dir -0.9922, norm 0.0791, swav 0.0000 LR: 4.165e-02 Score 99.027 Data time: 0.2067, Forward time: 2.2608, Backward time: 2.4198, DDP time: 0.0050, Total iter time: 4.7742 [2020-11-08 09:28:41,179][root][INFO] - ===> Epoch[3112](3112/1): Loss -0.8980, Sem 0.0239, dir -0.9933, norm 0.0714, swav 0.0000 LR: 4.163e-02 Score 99.065 Data time: 0.1915, Forward time: 2.2607, Backward time: 2.4199, DDP time: 0.0050, Total iter time: 4.8463 [2020-11-08 09:28:46,116][root][INFO] - ===> Epoch[3113](3113/1): Loss -0.8958, Sem 0.0244, dir -0.9930, norm 0.0727, swav 0.0000 LR: 4.162e-02 Score 99.047 Data time: 0.1805, Forward time: 2.2606, Backward time: 2.4200, DDP time: 0.0050, Total iter time: 4.8256 [2020-11-08 09:28:51,928][root][INFO] - ===> Epoch[3114](3114/1): Loss -0.8912, Sem 0.0259, dir -0.9927, norm 0.0756, swav 0.0000 LR: 4.160e-02 Score 98.993 Data time: 0.1830, Forward time: 2.2604, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 5.7056 [2020-11-08 09:28:57,257][root][INFO] - ===> Epoch[3115](3115/1): Loss -0.8895, Sem 0.0252, dir -0.9919, norm 0.0771, swav 0.0000 LR: 4.158e-02 Score 99.023 Data time: 0.2152, Forward time: 2.2604, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 5.2173 [2020-11-08 09:29:02,393][root][INFO] - ===> Epoch[3116](3116/1): Loss -0.8927, Sem 0.0243, dir -0.9932, norm 0.0761, swav 0.0000 LR: 4.156e-02 Score 99.057 Data time: 0.2282, Forward time: 2.2604, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 5.0088 [2020-11-08 09:29:07,669][root][INFO] - ===> Epoch[3117](3117/1): Loss -0.8913, Sem 0.0250, dir -0.9925, norm 0.0762, swav 0.0000 LR: 4.154e-02 Score 99.028 Data time: 0.2217, Forward time: 2.2604, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 5.1441 [2020-11-08 09:29:12,646][root][INFO] - ===> Epoch[3118](3118/1): Loss -0.8809, Sem 0.0259, dir -0.9915, norm 0.0847, swav 0.0000 LR: 4.152e-02 Score 98.993 Data time: 0.2565, Forward time: 2.2605, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.8261 [2020-11-08 09:29:17,446][root][INFO] - ===> Epoch[3119](3119/1): Loss -0.8893, Sem 0.0247, dir -0.9927, norm 0.0787, swav 0.0000 LR: 4.150e-02 Score 99.051 Data time: 0.2376, Forward time: 2.2605, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 4.6633 [2020-11-08 09:29:22,299][root][INFO] - ===> Epoch[3120](3120/1): Loss -0.8917, Sem 0.0253, dir -0.9932, norm 0.0762, swav 0.0000 LR: 4.148e-02 Score 99.013 Data time: 0.2028, Forward time: 2.2605, Backward time: 2.4202, DDP time: 0.0050, Total iter time: 4.7203 [2020-11-08 09:29:26,935][root][INFO] - ===> Epoch[3121](3121/1): Loss -0.8813, Sem 0.0254, dir -0.9916, norm 0.0849, swav 0.0000 LR: 4.146e-02 Score 99.016 Data time: 0.1994, Forward time: 2.2604, Backward time: 2.4201, DDP time: 0.0050, Total iter time: 4.5065 [2020-11-08 09:29:32,393][root][INFO] - ===> Epoch[3122](3122/1): Loss -0.8946, Sem 0.0238, dir -0.9923, norm 0.0739, swav 0.0000 LR: 4.144e-02 Score 99.085 Data time: 0.2074, Forward time: 2.2604, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 5.3473 [2020-11-08 09:29:37,036][root][INFO] - ===> Epoch[3123](3123/1): Loss -0.8886, Sem 0.0241, dir -0.9928, norm 0.0800, swav 0.0000 LR: 4.142e-02 Score 99.063 Data time: 0.2078, Forward time: 2.2603, Backward time: 2.4202, DDP time: 0.0050, Total iter time: 4.5323 [2020-11-08 09:29:42,199][root][INFO] - ===> Epoch[3124](3124/1): Loss -0.8903, Sem 0.0236, dir -0.9928, norm 0.0788, swav 0.0000 LR: 4.140e-02 Score 99.078 Data time: 0.2429, Forward time: 2.2603, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 5.0523 [2020-11-08 09:29:47,314][root][INFO] - ===> Epoch[3125](3125/1): Loss -0.8915, Sem 0.0256, dir -0.9930, norm 0.0759, swav 0.0000 LR: 4.138e-02 Score 99.016 Data time: 0.1909, Forward time: 2.2602, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.9791 [2020-11-08 09:29:52,417][root][INFO] - ===> Epoch[3126](3126/1): Loss -0.8837, Sem 0.0263, dir -0.9920, norm 0.0820, swav 0.0000 LR: 4.136e-02 Score 98.978 Data time: 0.2088, Forward time: 2.2602, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.9735 [2020-11-08 09:29:57,788][root][INFO] - ===> Epoch[3127](3127/1): Loss -0.8889, Sem 0.0258, dir -0.9928, norm 0.0781, swav 0.0000 LR: 4.134e-02 Score 98.992 Data time: 0.1863, Forward time: 2.2601, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.2494 [2020-11-08 09:30:03,142][root][INFO] - ===> Epoch[3128](3128/1): Loss -0.8924, Sem 0.0234, dir -0.9922, norm 0.0764, swav 0.0000 LR: 4.132e-02 Score 99.089 Data time: 0.2658, Forward time: 2.2602, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.2283 [2020-11-08 09:30:08,410][root][INFO] - ===> Epoch[3129](3129/1): Loss -0.8978, Sem 0.0247, dir -0.9937, norm 0.0713, swav 0.0000 LR: 4.130e-02 Score 99.041 Data time: 0.1881, Forward time: 2.2602, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 5.1305 [2020-11-08 09:30:13,209][root][INFO] - ===> Epoch[3130](3130/1): Loss -0.8934, Sem 0.0247, dir -0.9930, norm 0.0749, swav 0.0000 LR: 4.128e-02 Score 99.036 Data time: 0.2114, Forward time: 2.2601, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.6883 [2020-11-08 09:30:18,268][root][INFO] - ===> Epoch[3131](3131/1): Loss -0.8898, Sem 0.0252, dir -0.9930, norm 0.0780, swav 0.0000 LR: 4.126e-02 Score 99.023 Data time: 0.2652, Forward time: 2.2602, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 4.9418 [2020-11-08 09:30:23,120][root][INFO] - ===> Epoch[3132](3132/1): Loss -0.8921, Sem 0.0256, dir -0.9925, norm 0.0748, swav 0.0000 LR: 4.124e-02 Score 99.015 Data time: 0.2384, Forward time: 2.2603, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.7253 [2020-11-08 09:30:27,969][root][INFO] - ===> Epoch[3133](3133/1): Loss -0.8981, Sem 0.0240, dir -0.9935, norm 0.0713, swav 0.0000 LR: 4.122e-02 Score 99.063 Data time: 0.2319, Forward time: 2.2604, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 4.7174 [2020-11-08 09:30:33,145][root][INFO] - ===> Epoch[3134](3134/1): Loss -0.8810, Sem 0.0270, dir -0.9922, norm 0.0841, swav 0.0000 LR: 4.120e-02 Score 98.964 Data time: 0.2067, Forward time: 2.2604, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 5.0485 [2020-11-08 09:30:38,308][root][INFO] - ===> Epoch[3135](3135/1): Loss -0.8946, Sem 0.0252, dir -0.9929, norm 0.0730, swav 0.0000 LR: 4.118e-02 Score 99.017 Data time: 0.2086, Forward time: 2.2604, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 5.0316 [2020-11-08 09:30:43,460][root][INFO] - ===> Epoch[3136](3136/1): Loss -0.8980, Sem 0.0247, dir -0.9935, norm 0.0709, swav 0.0000 LR: 4.116e-02 Score 99.044 Data time: 0.1696, Forward time: 2.2602, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 5.0450 [2020-11-08 09:30:48,614][root][INFO] - ===> Epoch[3137](3137/1): Loss -0.8915, Sem 0.0267, dir -0.9935, norm 0.0753, swav 0.0000 LR: 4.114e-02 Score 98.980 Data time: 0.2660, Forward time: 2.2603, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 5.0379 [2020-11-08 09:30:53,584][root][INFO] - ===> Epoch[3138](3138/1): Loss -0.8893, Sem 0.0246, dir -0.9925, norm 0.0786, swav 0.0000 LR: 4.112e-02 Score 99.040 Data time: 0.1943, Forward time: 2.2603, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 4.8476 [2020-11-08 09:30:58,765][root][INFO] - ===> Epoch[3139](3139/1): Loss -0.8944, Sem 0.0266, dir -0.9938, norm 0.0728, swav 0.0000 LR: 4.110e-02 Score 98.965 Data time: 0.2109, Forward time: 2.2602, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 5.0765 [2020-11-08 09:31:03,831][root][INFO] - ===> Epoch[3140](3140/1): Loss -0.8974, Sem 0.0249, dir -0.9932, norm 0.0708, swav 0.0000 LR: 4.108e-02 Score 99.037 Data time: 0.2126, Forward time: 2.2602, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.9238 [2020-11-08 09:31:09,200][root][INFO] - ===> Epoch[3141](3141/1): Loss -0.8851, Sem 0.0259, dir -0.9917, norm 0.0807, swav 0.0000 LR: 4.106e-02 Score 99.000 Data time: 0.1982, Forward time: 2.2601, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 5.2524 [2020-11-08 09:31:14,339][root][INFO] - ===> Epoch[3142](3142/1): Loss -0.8902, Sem 0.0260, dir -0.9928, norm 0.0767, swav 0.0000 LR: 4.104e-02 Score 99.007 Data time: 0.1835, Forward time: 2.2600, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.0168 [2020-11-08 09:31:18,831][root][INFO] - ===> Epoch[3143](3143/1): Loss -0.8941, Sem 0.0250, dir -0.9931, norm 0.0739, swav 0.0000 LR: 4.102e-02 Score 99.033 Data time: 0.2032, Forward time: 2.2599, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.4199 [2020-11-08 09:31:24,182][root][INFO] - ===> Epoch[3144](3144/1): Loss -0.8907, Sem 0.0246, dir -0.9933, norm 0.0780, swav 0.0000 LR: 4.100e-02 Score 99.034 Data time: 0.2731, Forward time: 2.2601, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 5.2237 [2020-11-08 09:31:29,194][root][INFO] - ===> Epoch[3145](3145/1): Loss -0.8929, Sem 0.0249, dir -0.9933, norm 0.0756, swav 0.0000 LR: 4.098e-02 Score 99.033 Data time: 0.2238, Forward time: 2.2601, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.8751 [2020-11-08 09:31:34,147][root][INFO] - ===> Epoch[3146](3146/1): Loss -0.8939, Sem 0.0254, dir -0.9935, norm 0.0743, swav 0.0000 LR: 4.096e-02 Score 99.014 Data time: 0.1904, Forward time: 2.2600, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.8128 [2020-11-08 09:31:38,707][root][INFO] - ===> Epoch[3147](3147/1): Loss -0.8968, Sem 0.0246, dir -0.9926, norm 0.0713, swav 0.0000 LR: 4.094e-02 Score 99.045 Data time: 0.1912, Forward time: 2.2599, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.4458 [2020-11-08 09:31:43,960][root][INFO] - ===> Epoch[3148](3148/1): Loss -0.8906, Sem 0.0230, dir -0.9928, norm 0.0792, swav 0.0000 LR: 4.092e-02 Score 99.099 Data time: 0.2451, Forward time: 2.2600, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.1456 [2020-11-08 09:31:48,945][root][INFO] - ===> Epoch[3149](3149/1): Loss -0.8928, Sem 0.0250, dir -0.9932, norm 0.0753, swav 0.0000 LR: 4.090e-02 Score 99.029 Data time: 0.2193, Forward time: 2.2600, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.8518 [2020-11-08 09:31:54,493][root][INFO] - ===> Epoch[3150](3150/1): Loss -0.8880, Sem 0.0251, dir -0.9914, norm 0.0783, swav 0.0000 LR: 4.088e-02 Score 99.022 Data time: 0.1831, Forward time: 2.2599, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 5.4196 [2020-11-08 09:31:59,644][root][INFO] - ===> Epoch[3151](3151/1): Loss -0.8900, Sem 0.0232, dir -0.9936, norm 0.0804, swav 0.0000 LR: 4.086e-02 Score 99.088 Data time: 0.2378, Forward time: 2.2600, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 5.0477 [2020-11-08 09:32:04,503][root][INFO] - ===> Epoch[3152](3152/1): Loss -0.8860, Sem 0.0254, dir -0.9919, norm 0.0805, swav 0.0000 LR: 4.084e-02 Score 99.003 Data time: 0.2059, Forward time: 2.2600, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.7295 [2020-11-08 09:32:09,106][root][INFO] - ===> Epoch[3153](3153/1): Loss -0.8902, Sem 0.0237, dir -0.9931, norm 0.0792, swav 0.0000 LR: 4.082e-02 Score 99.073 Data time: 0.2092, Forward time: 2.2599, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.4651 [2020-11-08 09:32:14,795][root][INFO] - ===> Epoch[3154](3154/1): Loss -0.8867, Sem 0.0242, dir -0.9921, norm 0.0812, swav 0.0000 LR: 4.080e-02 Score 99.063 Data time: 0.2401, Forward time: 2.2599, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 5.5780 [2020-11-08 09:32:20,168][root][INFO] - ===> Epoch[3155](3155/1): Loss -0.8832, Sem 0.0259, dir -0.9922, norm 0.0831, swav 0.0000 LR: 4.078e-02 Score 98.993 Data time: 0.2089, Forward time: 2.2599, Backward time: 2.4210, DDP time: 0.0050, Total iter time: 5.2570 [2020-11-08 09:32:25,855][root][INFO] - ===> Epoch[3156](3156/1): Loss -0.8895, Sem 0.0239, dir -0.9919, norm 0.0784, swav 0.0000 LR: 4.076e-02 Score 99.066 Data time: 0.2316, Forward time: 2.2599, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 5.6014 [2020-11-08 09:32:31,445][root][INFO] - ===> Epoch[3157](3157/1): Loss -0.8962, Sem 0.0240, dir -0.9931, norm 0.0729, swav 0.0000 LR: 4.074e-02 Score 99.069 Data time: 0.2396, Forward time: 2.2600, Backward time: 2.4212, DDP time: 0.0050, Total iter time: 5.4679 [2020-11-08 09:32:36,107][root][INFO] - ===> Epoch[3158](3158/1): Loss -0.8911, Sem 0.0252, dir -0.9927, norm 0.0764, swav 0.0000 LR: 4.072e-02 Score 99.021 Data time: 0.2456, Forward time: 2.2600, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 4.5559 [2020-11-08 09:32:40,914][root][INFO] - ===> Epoch[3159](3159/1): Loss -0.8806, Sem 0.0255, dir -0.9921, norm 0.0860, swav 0.0000 LR: 4.070e-02 Score 99.010 Data time: 0.2440, Forward time: 2.2601, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 4.6953 [2020-11-08 09:32:45,555][root][INFO] - ===> Epoch[3160](3160/1): Loss -0.9020, Sem 0.0234, dir -0.9937, norm 0.0683, swav 0.0000 LR: 4.068e-02 Score 99.072 Data time: 0.2412, Forward time: 2.2601, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.5157 [2020-11-08 09:32:50,467][root][INFO] - ===> Epoch[3161](3161/1): Loss -0.8942, Sem 0.0238, dir -0.9931, norm 0.0751, swav 0.0000 LR: 4.066e-02 Score 99.073 Data time: 0.2403, Forward time: 2.2602, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.7993 [2020-11-08 09:32:55,341][root][INFO] - ===> Epoch[3162](3162/1): Loss -0.8814, Sem 0.0252, dir -0.9914, norm 0.0848, swav 0.0000 LR: 4.064e-02 Score 99.020 Data time: 0.2132, Forward time: 2.2602, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.7497 [2020-11-08 09:33:00,275][root][INFO] - ===> Epoch[3163](3163/1): Loss -0.8970, Sem 0.0252, dir -0.9938, norm 0.0715, swav 0.0000 LR: 4.062e-02 Score 99.019 Data time: 0.2373, Forward time: 2.2602, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 4.8132 [2020-11-08 09:33:05,451][root][INFO] - ===> Epoch[3164](3164/1): Loss -0.8883, Sem 0.0250, dir -0.9919, norm 0.0786, swav 0.0000 LR: 4.060e-02 Score 99.022 Data time: 0.2006, Forward time: 2.2602, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 5.0408 [2020-11-08 09:33:10,791][root][INFO] - ===> Epoch[3165](3165/1): Loss -0.8837, Sem 0.0241, dir -0.9928, norm 0.0850, swav 0.0000 LR: 4.058e-02 Score 99.064 Data time: 0.2782, Forward time: 2.2604, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 5.2247 [2020-11-08 09:33:15,654][root][INFO] - ===> Epoch[3166](3166/1): Loss -0.8994, Sem 0.0245, dir -0.9935, norm 0.0696, swav 0.0000 LR: 4.056e-02 Score 99.050 Data time: 0.2106, Forward time: 2.2604, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.7340 [2020-11-08 09:33:20,925][root][INFO] - ===> Epoch[3167](3167/1): Loss -0.8924, Sem 0.0248, dir -0.9933, norm 0.0761, swav 0.0000 LR: 4.054e-02 Score 99.025 Data time: 0.2349, Forward time: 2.2605, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 5.1480 [2020-11-08 09:33:25,624][root][INFO] - ===> Epoch[3168](3168/1): Loss -0.8767, Sem 0.0264, dir -0.9904, norm 0.0874, swav 0.0000 LR: 4.052e-02 Score 98.987 Data time: 0.2244, Forward time: 2.2604, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 4.5745 [2020-11-08 09:33:30,517][root][INFO] - ===> Epoch[3169](3169/1): Loss -0.8964, Sem 0.0243, dir -0.9931, norm 0.0723, swav 0.0000 LR: 4.050e-02 Score 99.065 Data time: 0.1997, Forward time: 2.2604, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 4.7723 [2020-11-08 09:33:35,150][root][INFO] - ===> Epoch[3170](3170/1): Loss -0.8893, Sem 0.0242, dir -0.9918, norm 0.0782, swav 0.0000 LR: 4.048e-02 Score 99.063 Data time: 0.1702, Forward time: 2.2601, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.5126 [2020-11-08 09:33:40,019][root][INFO] - ===> Epoch[3171](3171/1): Loss -0.8819, Sem 0.0244, dir -0.9923, norm 0.0860, swav 0.0000 LR: 4.046e-02 Score 99.054 Data time: 0.2063, Forward time: 2.2601, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.7877 [2020-11-08 09:33:44,924][root][INFO] - ===> Epoch[3172](3172/1): Loss -0.8980, Sem 0.0258, dir -0.9936, norm 0.0698, swav 0.0000 LR: 4.044e-02 Score 99.005 Data time: 0.2605, Forward time: 2.2601, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 4.7622 [2020-11-08 09:33:49,863][root][INFO] - ===> Epoch[3173](3173/1): Loss -0.8959, Sem 0.0238, dir -0.9930, norm 0.0733, swav 0.0000 LR: 4.042e-02 Score 99.087 Data time: 0.1792, Forward time: 2.2600, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.8153 [2020-11-08 09:33:54,978][root][INFO] - ===> Epoch[3174](3174/1): Loss -0.8814, Sem 0.0258, dir -0.9915, norm 0.0842, swav 0.0000 LR: 4.040e-02 Score 98.993 Data time: 0.2257, Forward time: 2.2600, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.9930 [2020-11-08 09:33:59,811][root][INFO] - ===> Epoch[3175](3175/1): Loss -0.8975, Sem 0.0245, dir -0.9935, norm 0.0715, swav 0.0000 LR: 4.038e-02 Score 99.059 Data time: 0.2569, Forward time: 2.2601, Backward time: 2.4202, DDP time: 0.0050, Total iter time: 4.6999 [2020-11-08 09:34:05,376][root][INFO] - ===> Epoch[3176](3176/1): Loss -0.8855, Sem 0.0245, dir -0.9921, norm 0.0820, swav 0.0000 LR: 4.036e-02 Score 99.048 Data time: 0.2607, Forward time: 2.2603, Backward time: 2.4202, DDP time: 0.0050, Total iter time: 5.4109 [2020-11-08 09:34:10,290][root][INFO] - ===> Epoch[3177](3177/1): Loss -0.8820, Sem 0.0249, dir -0.9920, norm 0.0851, swav 0.0000 LR: 4.034e-02 Score 99.025 Data time: 0.2132, Forward time: 2.2602, Backward time: 2.4202, DDP time: 0.0050, Total iter time: 4.7779 [2020-11-08 09:34:15,666][root][INFO] - ===> Epoch[3178](3178/1): Loss -0.8858, Sem 0.0244, dir -0.9925, norm 0.0822, swav 0.0000 LR: 4.032e-02 Score 99.045 Data time: 0.3140, Forward time: 2.2603, Backward time: 2.4201, DDP time: 0.0050, Total iter time: 5.2557 [2020-11-08 09:34:20,797][root][INFO] - ===> Epoch[3179](3179/1): Loss -0.8895, Sem 0.0250, dir -0.9925, norm 0.0780, swav 0.0000 LR: 4.030e-02 Score 99.021 Data time: 0.1885, Forward time: 2.2602, Backward time: 2.4202, DDP time: 0.0050, Total iter time: 4.9889 [2020-11-08 09:34:25,788][root][INFO] - ===> Epoch[3180](3180/1): Loss -0.8889, Sem 0.0247, dir -0.9921, norm 0.0786, swav 0.0000 LR: 4.028e-02 Score 99.042 Data time: 0.1991, Forward time: 2.2602, Backward time: 2.4202, DDP time: 0.0050, Total iter time: 4.8654 [2020-11-08 09:34:30,695][root][INFO] - ===> Epoch[3181](3181/1): Loss -0.8968, Sem 0.0244, dir -0.9939, norm 0.0728, swav 0.0000 LR: 4.026e-02 Score 99.046 Data time: 0.2360, Forward time: 2.2603, Backward time: 2.4201, DDP time: 0.0050, Total iter time: 4.7765 [2020-11-08 09:34:36,365][root][INFO] - ===> Epoch[3182](3182/1): Loss -0.8971, Sem 0.0237, dir -0.9936, norm 0.0728, swav 0.0000 LR: 4.024e-02 Score 99.076 Data time: 0.1770, Forward time: 2.2601, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 5.5468 [2020-11-08 09:34:41,095][root][INFO] - ===> Epoch[3183](3183/1): Loss -0.8989, Sem 0.0247, dir -0.9937, norm 0.0700, swav 0.0000 LR: 4.022e-02 Score 99.039 Data time: 0.2204, Forward time: 2.2602, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 4.6474 [2020-11-08 09:34:46,664][root][INFO] - ===> Epoch[3184](3184/1): Loss -0.8890, Sem 0.0251, dir -0.9923, norm 0.0782, swav 0.0000 LR: 4.020e-02 Score 99.023 Data time: 0.2395, Forward time: 2.2603, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 5.4515 [2020-11-08 09:34:51,696][root][INFO] - ===> Epoch[3185](3185/1): Loss -0.8924, Sem 0.0247, dir -0.9930, norm 0.0759, swav 0.0000 LR: 4.018e-02 Score 99.044 Data time: 0.2158, Forward time: 2.2602, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.9055 [2020-11-08 09:34:56,781][root][INFO] - ===> Epoch[3186](3186/1): Loss -0.8925, Sem 0.0246, dir -0.9933, norm 0.0762, swav 0.0000 LR: 4.016e-02 Score 99.042 Data time: 0.2183, Forward time: 2.2602, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.9599 [2020-11-08 09:35:01,742][root][INFO] - ===> Epoch[3187](3187/1): Loss -0.8901, Sem 0.0240, dir -0.9929, norm 0.0789, swav 0.0000 LR: 4.014e-02 Score 99.059 Data time: 0.2411, Forward time: 2.2603, Backward time: 2.4203, DDP time: 0.0050, Total iter time: 4.8608 [2020-11-08 09:35:07,371][root][INFO] - ===> Epoch[3188](3188/1): Loss -0.8844, Sem 0.0250, dir -0.9914, norm 0.0821, swav 0.0000 LR: 4.012e-02 Score 99.037 Data time: 0.2289, Forward time: 2.2603, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 5.5015 [2020-11-08 09:35:12,255][root][INFO] - ===> Epoch[3189](3189/1): Loss -0.8970, Sem 0.0235, dir -0.9928, norm 0.0723, swav 0.0000 LR: 4.010e-02 Score 99.097 Data time: 0.2028, Forward time: 2.2603, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.7617 [2020-11-08 09:35:17,076][root][INFO] - ===> Epoch[3190](3190/1): Loss -0.8870, Sem 0.0246, dir -0.9927, norm 0.0811, swav 0.0000 LR: 4.008e-02 Score 99.047 Data time: 0.1930, Forward time: 2.2602, Backward time: 2.4204, DDP time: 0.0050, Total iter time: 4.7152 [2020-11-08 09:35:22,307][root][INFO] - ===> Epoch[3191](3191/1): Loss -0.8896, Sem 0.0251, dir -0.9933, norm 0.0786, swav 0.0000 LR: 4.006e-02 Score 99.019 Data time: 0.1895, Forward time: 2.2601, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.1522 [2020-11-08 09:35:27,489][root][INFO] - ===> Epoch[3192](3192/1): Loss -0.8889, Sem 0.0244, dir -0.9925, norm 0.0792, swav 0.0000 LR: 4.004e-02 Score 99.053 Data time: 0.2381, Forward time: 2.2602, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.0579 [2020-11-08 09:35:32,320][root][INFO] - ===> Epoch[3193](3193/1): Loss -0.8820, Sem 0.0249, dir -0.9918, norm 0.0849, swav 0.0000 LR: 4.002e-02 Score 99.026 Data time: 0.2099, Forward time: 2.2601, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 4.7044 [2020-11-08 09:35:37,427][root][INFO] - ===> Epoch[3194](3194/1): Loss -0.8881, Sem 0.0255, dir -0.9932, norm 0.0796, swav 0.0000 LR: 4.000e-02 Score 98.996 Data time: 0.2201, Forward time: 2.2602, Backward time: 2.4205, DDP time: 0.0050, Total iter time: 4.9946 [2020-11-08 09:35:42,998][root][INFO] - ===> Epoch[3195](3195/1): Loss -0.8907, Sem 0.0245, dir -0.9924, norm 0.0772, swav 0.0000 LR: 3.998e-02 Score 99.055 Data time: 0.2442, Forward time: 2.2602, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.4336 [2020-11-08 09:35:48,282][root][INFO] - ===> Epoch[3196](3196/1): Loss -0.8827, Sem 0.0229, dir -0.9911, norm 0.0855, swav 0.0000 LR: 3.996e-02 Score 99.113 Data time: 0.2492, Forward time: 2.2603, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.1412 [2020-11-08 09:35:53,640][root][INFO] - ===> Epoch[3197](3197/1): Loss -0.8929, Sem 0.0262, dir -0.9923, norm 0.0732, swav 0.0000 LR: 3.994e-02 Score 98.989 Data time: 0.1846, Forward time: 2.2602, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 5.2276 [2020-11-08 09:35:59,225][root][INFO] - ===> Epoch[3198](3198/1): Loss -0.8825, Sem 0.0244, dir -0.9913, norm 0.0843, swav 0.0000 LR: 3.993e-02 Score 99.050 Data time: 0.2014, Forward time: 2.2601, Backward time: 2.4210, DDP time: 0.0050, Total iter time: 5.4942 [2020-11-08 09:36:04,526][root][INFO] - ===> Epoch[3199](3199/1): Loss -0.8860, Sem 0.0243, dir -0.9914, norm 0.0811, swav 0.0000 LR: 3.991e-02 Score 99.056 Data time: 0.2615, Forward time: 2.2603, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.1946 [2020-11-08 09:36:09,432][root][INFO] - ===> Epoch[3200](3200/1): Loss -0.8906, Sem 0.0248, dir -0.9922, norm 0.0768, swav 0.0000 LR: 3.989e-02 Score 99.037 Data time: 0.2223, Forward time: 2.2603, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.7659 [2020-11-08 09:36:15,031][root][INFO] - ===> Epoch[3201](3201/1): Loss -0.8804, Sem 0.0259, dir -0.9916, norm 0.0854, swav 0.0000 LR: 3.987e-02 Score 98.998 Data time: 0.1925, Forward time: 2.2602, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 5.4953 [2020-11-08 09:36:20,205][root][INFO] - ===> Epoch[3202](3202/1): Loss -0.8952, Sem 0.0231, dir -0.9933, norm 0.0751, swav 0.0000 LR: 3.985e-02 Score 99.102 Data time: 0.2217, Forward time: 2.2602, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 5.1001 [2020-11-08 09:36:25,899][root][INFO] - ===> Epoch[3203](3203/1): Loss -0.8884, Sem 0.0235, dir -0.9922, norm 0.0803, swav 0.0000 LR: 3.983e-02 Score 99.093 Data time: 0.2302, Forward time: 2.2603, Backward time: 2.4212, DDP time: 0.0050, Total iter time: 5.5753 [2020-11-08 09:36:30,549][root][INFO] - ===> Epoch[3204](3204/1): Loss -0.8776, Sem 0.0251, dir -0.9903, norm 0.0876, swav 0.0000 LR: 3.981e-02 Score 99.030 Data time: 0.1783, Forward time: 2.2602, Backward time: 2.4212, DDP time: 0.0050, Total iter time: 4.5388 [2020-11-08 09:36:35,540][root][INFO] - ===> Epoch[3205](3205/1): Loss -0.8961, Sem 0.0247, dir -0.9935, norm 0.0727, swav 0.0000 LR: 3.979e-02 Score 99.042 Data time: 0.1982, Forward time: 2.2601, Backward time: 2.4213, DDP time: 0.0050, Total iter time: 4.9055 [2020-11-08 09:36:41,012][root][INFO] - ===> Epoch[3206](3206/1): Loss -0.8862, Sem 0.0239, dir -0.9923, norm 0.0823, swav 0.0000 LR: 3.977e-02 Score 99.062 Data time: 0.2015, Forward time: 2.2601, Backward time: 2.4215, DDP time: 0.0050, Total iter time: 5.3544 [2020-11-08 09:36:46,238][root][INFO] - ===> Epoch[3207](3207/1): Loss -0.8840, Sem 0.0248, dir -0.9915, norm 0.0826, swav 0.0000 LR: 3.975e-02 Score 99.036 Data time: 0.1895, Forward time: 2.2600, Backward time: 2.4216, DDP time: 0.0050, Total iter time: 5.1306 [2020-11-08 09:36:51,561][root][INFO] - ===> Epoch[3208](3208/1): Loss -0.8980, Sem 0.0247, dir -0.9936, norm 0.0709, swav 0.0000 LR: 3.973e-02 Score 99.039 Data time: 0.2433, Forward time: 2.2600, Backward time: 2.4217, DDP time: 0.0050, Total iter time: 5.2197 [2020-11-08 09:36:56,574][root][INFO] - ===> Epoch[3209](3209/1): Loss -0.8892, Sem 0.0251, dir -0.9922, norm 0.0779, swav 0.0000 LR: 3.971e-02 Score 99.033 Data time: 0.1999, Forward time: 2.2600, Backward time: 2.4217, DDP time: 0.0050, Total iter time: 4.8750 [2020-11-08 09:37:01,411][root][INFO] - ===> Epoch[3210](3210/1): Loss -0.8886, Sem 0.0240, dir -0.9925, norm 0.0799, swav 0.0000 LR: 3.969e-02 Score 99.059 Data time: 0.2149, Forward time: 2.2600, Backward time: 2.4216, DDP time: 0.0050, Total iter time: 4.7139 [2020-11-08 09:37:06,374][root][INFO] - ===> Epoch[3211](3211/1): Loss -0.8989, Sem 0.0241, dir -0.9941, norm 0.0711, swav 0.0000 LR: 3.967e-02 Score 99.058 Data time: 0.2355, Forward time: 2.2600, Backward time: 2.4215, DDP time: 0.0050, Total iter time: 4.8303 [2020-11-08 09:37:11,262][root][INFO] - ===> Epoch[3212](3212/1): Loss -0.8986, Sem 0.0239, dir -0.9928, norm 0.0703, swav 0.0000 LR: 3.965e-02 Score 99.074 Data time: 0.2224, Forward time: 2.2600, Backward time: 2.4214, DDP time: 0.0050, Total iter time: 4.7507 [2020-11-08 09:37:16,490][root][INFO] - ===> Epoch[3213](3213/1): Loss -0.8909, Sem 0.0237, dir -0.9930, norm 0.0783, swav 0.0000 LR: 3.963e-02 Score 99.082 Data time: 0.2763, Forward time: 2.2602, Backward time: 2.4214, DDP time: 0.0050, Total iter time: 5.1063 [2020-11-08 09:37:21,226][root][INFO] - ===> Epoch[3214](3214/1): Loss -0.8882, Sem 0.0248, dir -0.9929, norm 0.0799, swav 0.0000 LR: 3.961e-02 Score 99.033 Data time: 0.2355, Forward time: 2.2602, Backward time: 2.4212, DDP time: 0.0050, Total iter time: 4.6092 [2020-11-08 09:37:25,825][root][INFO] - ===> Epoch[3215](3215/1): Loss -0.8965, Sem 0.0236, dir -0.9934, norm 0.0733, swav 0.0000 LR: 3.959e-02 Score 99.071 Data time: 0.2120, Forward time: 2.2603, Backward time: 2.4210, DDP time: 0.0050, Total iter time: 4.4682 [2020-11-08 09:37:30,426][root][INFO] - ===> Epoch[3216](3216/1): Loss -0.8925, Sem 0.0250, dir -0.9928, norm 0.0754, swav 0.0000 LR: 3.957e-02 Score 99.028 Data time: 0.1961, Forward time: 2.2602, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 4.4888 [2020-11-08 09:37:35,030][root][INFO] - ===> Epoch[3217](3217/1): Loss -0.8959, Sem 0.0261, dir -0.9935, norm 0.0714, swav 0.0000 LR: 3.955e-02 Score 98.983 Data time: 0.1790, Forward time: 2.2601, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 4.4779 [2020-11-08 09:37:39,904][root][INFO] - ===> Epoch[3218](3218/1): Loss -0.8975, Sem 0.0230, dir -0.9940, norm 0.0736, swav 0.0000 LR: 3.953e-02 Score 99.094 Data time: 0.2231, Forward time: 2.2601, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.7587 [2020-11-08 09:37:44,807][root][INFO] - ===> Epoch[3219](3219/1): Loss -0.8968, Sem 0.0244, dir -0.9934, norm 0.0723, swav 0.0000 LR: 3.951e-02 Score 99.061 Data time: 0.1912, Forward time: 2.2601, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.7701 [2020-11-08 09:37:49,759][root][INFO] - ===> Epoch[3220](3220/1): Loss -0.9011, Sem 0.0248, dir -0.9938, norm 0.0679, swav 0.0000 LR: 3.949e-02 Score 99.022 Data time: 0.1990, Forward time: 2.2600, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 4.8368 [2020-11-08 09:37:54,884][root][INFO] - ===> Epoch[3221](3221/1): Loss -0.8995, Sem 0.0234, dir -0.9936, norm 0.0707, swav 0.0000 LR: 3.947e-02 Score 99.082 Data time: 0.2091, Forward time: 2.2600, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.0134 [2020-11-08 09:38:00,524][root][INFO] - ===> Epoch[3222](3222/1): Loss -0.9020, Sem 0.0248, dir -0.9935, norm 0.0667, swav 0.0000 LR: 3.945e-02 Score 99.039 Data time: 0.1930, Forward time: 2.2599, Backward time: 2.4212, DDP time: 0.0050, Total iter time: 5.4999 [2020-11-08 09:38:05,242][root][INFO] - ===> Epoch[3223](3223/1): Loss -0.8998, Sem 0.0233, dir -0.9935, norm 0.0705, swav 0.0000 LR: 3.943e-02 Score 99.078 Data time: 0.2215, Forward time: 2.2599, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 4.6056 [2020-11-08 09:38:10,933][root][INFO] - ===> Epoch[3224](3224/1): Loss -0.8987, Sem 0.0252, dir -0.9932, norm 0.0694, swav 0.0000 LR: 3.941e-02 Score 99.025 Data time: 0.1796, Forward time: 2.2598, Backward time: 2.4214, DDP time: 0.0050, Total iter time: 5.5605 [2020-11-08 09:38:16,395][root][INFO] - ===> Epoch[3225](3225/1): Loss -0.9032, Sem 0.0237, dir -0.9941, norm 0.0672, swav 0.0000 LR: 3.939e-02 Score 99.078 Data time: 0.2337, Forward time: 2.2598, Backward time: 2.4215, DDP time: 0.0050, Total iter time: 5.3513 [2020-11-08 09:38:21,698][root][INFO] - ===> Epoch[3226](3226/1): Loss -0.9028, Sem 0.0230, dir -0.9933, norm 0.0675, swav 0.0000 LR: 3.937e-02 Score 99.100 Data time: 0.2054, Forward time: 2.2598, Backward time: 2.4216, DDP time: 0.0050, Total iter time: 5.1772 [2020-11-08 09:38:26,501][root][INFO] - ===> Epoch[3227](3227/1): Loss -0.8993, Sem 0.0246, dir -0.9943, norm 0.0704, swav 0.0000 LR: 3.935e-02 Score 99.045 Data time: 0.2253, Forward time: 2.2598, Backward time: 2.4215, DDP time: 0.0050, Total iter time: 4.6775 [2020-11-08 09:38:32,023][root][INFO] - ===> Epoch[3228](3228/1): Loss -0.9046, Sem 0.0230, dir -0.9942, norm 0.0665, swav 0.0000 LR: 3.933e-02 Score 99.099 Data time: 0.2505, Forward time: 2.2599, Backward time: 2.4215, DDP time: 0.0050, Total iter time: 5.3988 [2020-11-08 09:38:37,475][root][INFO] - ===> Epoch[3229](3229/1): Loss -0.8997, Sem 0.0237, dir -0.9939, norm 0.0705, swav 0.0000 LR: 3.931e-02 Score 99.074 Data time: 0.2244, Forward time: 2.2599, Backward time: 2.4216, DDP time: 0.0050, Total iter time: 5.3165 [2020-11-08 09:38:42,546][root][INFO] - ===> Epoch[3230](3230/1): Loss -0.9069, Sem 0.0230, dir -0.9944, norm 0.0644, swav 0.0000 LR: 3.929e-02 Score 99.089 Data time: 0.2196, Forward time: 2.2599, Backward time: 2.4216, DDP time: 0.0050, Total iter time: 4.9546 [2020-11-08 09:38:47,457][root][INFO] - ===> Epoch[3231](3231/1): Loss -0.8981, Sem 0.0245, dir -0.9935, norm 0.0709, swav 0.0000 LR: 3.927e-02 Score 99.040 Data time: 0.2156, Forward time: 2.2599, Backward time: 2.4215, DDP time: 0.0050, Total iter time: 4.7944 [2020-11-08 09:38:51,995][root][INFO] - ===> Epoch[3232](3232/1): Loss -0.8906, Sem 0.0253, dir -0.9934, norm 0.0775, swav 0.0000 LR: 3.925e-02 Score 99.021 Data time: 0.2212, Forward time: 2.2599, Backward time: 2.4214, DDP time: 0.0050, Total iter time: 4.4273 [2020-11-08 09:38:57,048][root][INFO] - ===> Epoch[3233](3233/1): Loss -0.8981, Sem 0.0238, dir -0.9939, norm 0.0720, swav 0.0000 LR: 3.923e-02 Score 99.068 Data time: 0.2364, Forward time: 2.2600, Backward time: 2.4213, DDP time: 0.0050, Total iter time: 4.9334 [2020-11-08 09:39:01,517][root][INFO] - ===> Epoch[3234](3234/1): Loss -0.8978, Sem 0.0247, dir -0.9931, norm 0.0706, swav 0.0000 LR: 3.921e-02 Score 99.045 Data time: 0.2004, Forward time: 2.2599, Backward time: 2.4212, DDP time: 0.0050, Total iter time: 4.3354 [2020-11-08 09:39:06,716][root][INFO] - ===> Epoch[3235](3235/1): Loss -0.9014, Sem 0.0235, dir -0.9941, norm 0.0692, swav 0.0000 LR: 3.919e-02 Score 99.084 Data time: 0.2699, Forward time: 2.2600, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 5.1220 [2020-11-08 09:39:11,702][root][INFO] - ===> Epoch[3236](3236/1): Loss -0.8944, Sem 0.0257, dir -0.9929, norm 0.0728, swav 0.0000 LR: 3.917e-02 Score 99.007 Data time: 0.2275, Forward time: 2.2601, Backward time: 2.4210, DDP time: 0.0050, Total iter time: 4.8787 [2020-11-08 09:39:16,565][root][INFO] - ===> Epoch[3237](3237/1): Loss -0.8915, Sem 0.0252, dir -0.9922, norm 0.0755, swav 0.0000 LR: 3.915e-02 Score 99.038 Data time: 0.2082, Forward time: 2.2601, Backward time: 2.4210, DDP time: 0.0050, Total iter time: 4.7446 [2020-11-08 09:39:21,712][root][INFO] - ===> Epoch[3238](3238/1): Loss -0.8965, Sem 0.0244, dir -0.9935, norm 0.0725, swav 0.0000 LR: 3.913e-02 Score 99.052 Data time: 0.2707, Forward time: 2.2602, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.0363 [2020-11-08 09:39:27,225][root][INFO] - ===> Epoch[3239](3239/1): Loss -0.8977, Sem 0.0240, dir -0.9932, norm 0.0714, swav 0.0000 LR: 3.911e-02 Score 99.069 Data time: 0.2208, Forward time: 2.2602, Backward time: 2.4210, DDP time: 0.0050, Total iter time: 5.3605 [2020-11-08 09:39:31,753][root][INFO] - ===> Epoch[3240](3240/1): Loss -0.8944, Sem 0.0239, dir -0.9931, norm 0.0748, swav 0.0000 LR: 3.909e-02 Score 99.061 Data time: 0.2408, Forward time: 2.2602, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.4088 [2020-11-08 09:39:36,600][root][INFO] - ===> Epoch[3241](3241/1): Loss -0.8926, Sem 0.0245, dir -0.9921, norm 0.0749, swav 0.0000 LR: 3.907e-02 Score 99.044 Data time: 0.2152, Forward time: 2.2602, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.7218 [2020-11-08 09:39:41,531][root][INFO] - ===> Epoch[3242](3242/1): Loss -0.8993, Sem 0.0238, dir -0.9938, norm 0.0707, swav 0.0000 LR: 3.905e-02 Score 99.076 Data time: 0.2362, Forward time: 2.2603, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.8174 [2020-11-08 09:39:46,600][root][INFO] - ===> Epoch[3243](3243/1): Loss -0.8909, Sem 0.0252, dir -0.9926, norm 0.0766, swav 0.0000 LR: 3.903e-02 Score 99.013 Data time: 0.1863, Forward time: 2.2602, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.9242 [2020-11-08 09:39:51,658][root][INFO] - ===> Epoch[3244](3244/1): Loss -0.8895, Sem 0.0243, dir -0.9923, norm 0.0785, swav 0.0000 LR: 3.901e-02 Score 99.055 Data time: 0.2007, Forward time: 2.2601, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 4.9370 [2020-11-08 09:39:56,264][root][INFO] - ===> Epoch[3245](3245/1): Loss -0.8889, Sem 0.0244, dir -0.9925, norm 0.0792, swav 0.0000 LR: 3.899e-02 Score 99.047 Data time: 0.1885, Forward time: 2.2600, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.4889 [2020-11-08 09:40:01,017][root][INFO] - ===> Epoch[3246](3246/1): Loss -0.8962, Sem 0.0233, dir -0.9930, norm 0.0735, swav 0.0000 LR: 3.897e-02 Score 99.092 Data time: 0.2024, Forward time: 2.2600, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.6150 [2020-11-08 09:40:06,169][root][INFO] - ===> Epoch[3247](3247/1): Loss -0.8968, Sem 0.0239, dir -0.9934, norm 0.0726, swav 0.0000 LR: 3.895e-02 Score 99.069 Data time: 0.1798, Forward time: 2.2599, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.0129 [2020-11-08 09:40:11,302][root][INFO] - ===> Epoch[3248](3248/1): Loss -0.9020, Sem 0.0231, dir -0.9939, norm 0.0689, swav 0.0000 LR: 3.893e-02 Score 99.101 Data time: 0.2379, Forward time: 2.2598, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.0219 [2020-11-08 09:40:16,610][root][INFO] - ===> Epoch[3249](3249/1): Loss -0.8928, Sem 0.0242, dir -0.9922, norm 0.0753, swav 0.0000 LR: 3.891e-02 Score 99.064 Data time: 0.2533, Forward time: 2.2600, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 5.1820 [2020-11-08 09:40:22,473][root][INFO] - ===> Epoch[3250](3250/1): Loss -0.8957, Sem 0.0234, dir -0.9928, norm 0.0737, swav 0.0000 LR: 3.889e-02 Score 99.085 Data time: 0.2082, Forward time: 2.2599, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 5.7133 [2020-11-08 09:40:28,393][root][INFO] - ===> Epoch[3251](3251/1): Loss -0.8959, Sem 0.0244, dir -0.9930, norm 0.0727, swav 0.0000 LR: 3.887e-02 Score 99.052 Data time: 0.3011, Forward time: 2.2602, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 5.7828 [2020-11-08 09:40:32,789][root][INFO] - ===> Epoch[3252](3252/1): Loss -0.8970, Sem 0.0249, dir -0.9932, norm 0.0713, swav 0.0000 LR: 3.885e-02 Score 99.034 Data time: 0.2129, Forward time: 2.2602, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 4.2500 [2020-11-08 09:40:37,765][root][INFO] - ===> Epoch[3253](3253/1): Loss -0.8993, Sem 0.0235, dir -0.9940, norm 0.0712, swav 0.0000 LR: 3.883e-02 Score 99.079 Data time: 0.2052, Forward time: 2.2601, Backward time: 2.4210, DDP time: 0.0050, Total iter time: 4.8633 [2020-11-08 09:40:43,268][root][INFO] - ===> Epoch[3254](3254/1): Loss -0.8979, Sem 0.0233, dir -0.9933, norm 0.0721, swav 0.0000 LR: 3.881e-02 Score 99.086 Data time: 0.2816, Forward time: 2.2603, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.3707 [2020-11-08 09:40:48,181][root][INFO] - ===> Epoch[3255](3255/1): Loss -0.8958, Sem 0.0251, dir -0.9938, norm 0.0729, swav 0.0000 LR: 3.879e-02 Score 99.026 Data time: 0.2273, Forward time: 2.2603, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.7814 [2020-11-08 09:40:53,650][root][INFO] - ===> Epoch[3256](3256/1): Loss -0.8939, Sem 0.0254, dir -0.9935, norm 0.0742, swav 0.0000 LR: 3.877e-02 Score 99.010 Data time: 0.2425, Forward time: 2.2604, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.3358 [2020-11-08 09:40:58,598][root][INFO] - ===> Epoch[3257](3257/1): Loss -0.8918, Sem 0.0251, dir -0.9930, norm 0.0761, swav 0.0000 LR: 3.875e-02 Score 99.024 Data time: 0.2253, Forward time: 2.2604, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.8181 [2020-11-08 09:41:03,479][root][INFO] - ===> Epoch[3258](3258/1): Loss -0.9045, Sem 0.0241, dir -0.9939, norm 0.0653, swav 0.0000 LR: 3.873e-02 Score 99.055 Data time: 0.2364, Forward time: 2.2604, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.7342 [2020-11-08 09:41:08,182][root][INFO] - ===> Epoch[3259](3259/1): Loss -0.8987, Sem 0.0242, dir -0.9932, norm 0.0703, swav 0.0000 LR: 3.871e-02 Score 99.069 Data time: 0.2097, Forward time: 2.2603, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.5867 [2020-11-08 09:41:13,181][root][INFO] - ===> Epoch[3260](3260/1): Loss -0.8892, Sem 0.0262, dir -0.9927, norm 0.0773, swav 0.0000 LR: 3.869e-02 Score 99.000 Data time: 0.2140, Forward time: 2.2603, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.8676 [2020-11-08 09:41:18,639][root][INFO] - ===> Epoch[3261](3261/1): Loss -0.9056, Sem 0.0231, dir -0.9942, norm 0.0656, swav 0.0000 LR: 3.867e-02 Score 99.084 Data time: 0.2029, Forward time: 2.2602, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.3425 [2020-11-08 09:41:23,882][root][INFO] - ===> Epoch[3262](3262/1): Loss -0.8955, Sem 0.0240, dir -0.9928, norm 0.0733, swav 0.0000 LR: 3.865e-02 Score 99.063 Data time: 0.2477, Forward time: 2.2603, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.1252 [2020-11-08 09:41:29,011][root][INFO] - ===> Epoch[3263](3263/1): Loss -0.8928, Sem 0.0247, dir -0.9928, norm 0.0753, swav 0.0000 LR: 3.863e-02 Score 99.041 Data time: 0.2306, Forward time: 2.2602, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.0110 [2020-11-08 09:41:34,106][root][INFO] - ===> Epoch[3264](3264/1): Loss -0.9006, Sem 0.0235, dir -0.9935, norm 0.0695, swav 0.0000 LR: 3.861e-02 Score 99.075 Data time: 0.2335, Forward time: 2.2603, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 4.9500 [2020-11-08 09:41:39,215][root][INFO] - ===> Epoch[3265](3265/1): Loss -0.8999, Sem 0.0235, dir -0.9933, norm 0.0699, swav 0.0000 LR: 3.859e-02 Score 99.083 Data time: 0.1867, Forward time: 2.2602, Backward time: 2.4210, DDP time: 0.0050, Total iter time: 4.9796 [2020-11-08 09:41:44,242][root][INFO] - ===> Epoch[3266](3266/1): Loss -0.8961, Sem 0.0236, dir -0.9934, norm 0.0737, swav 0.0000 LR: 3.857e-02 Score 99.075 Data time: 0.2302, Forward time: 2.2602, Backward time: 2.4210, DDP time: 0.0050, Total iter time: 4.9292 [2020-11-08 09:41:49,416][root][INFO] - ===> Epoch[3267](3267/1): Loss -0.8977, Sem 0.0259, dir -0.9936, norm 0.0700, swav 0.0000 LR: 3.855e-02 Score 98.992 Data time: 0.2503, Forward time: 2.2603, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.0596 [2020-11-08 09:41:54,671][root][INFO] - ===> Epoch[3268](3268/1): Loss -0.8932, Sem 0.0242, dir -0.9929, norm 0.0754, swav 0.0000 LR: 3.853e-02 Score 99.060 Data time: 0.2144, Forward time: 2.2603, Backward time: 2.4210, DDP time: 0.0050, Total iter time: 5.1381 [2020-11-08 09:41:59,628][root][INFO] - ===> Epoch[3269](3269/1): Loss -0.8937, Sem 0.0242, dir -0.9929, norm 0.0750, swav 0.0000 LR: 3.851e-02 Score 99.055 Data time: 0.2238, Forward time: 2.2603, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 4.8472 [2020-11-08 09:42:04,265][root][INFO] - ===> Epoch[3270](3270/1): Loss -0.9020, Sem 0.0236, dir -0.9938, norm 0.0682, swav 0.0000 LR: 3.849e-02 Score 99.076 Data time: 0.1909, Forward time: 2.2603, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.5148 [2020-11-08 09:42:08,984][root][INFO] - ===> Epoch[3271](3271/1): Loss -0.8883, Sem 0.0253, dir -0.9929, norm 0.0792, swav 0.0000 LR: 3.847e-02 Score 99.016 Data time: 0.2002, Forward time: 2.2602, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.6209 [2020-11-08 09:42:13,786][root][INFO] - ===> Epoch[3272](3272/1): Loss -0.8946, Sem 0.0244, dir -0.9926, norm 0.0737, swav 0.0000 LR: 3.845e-02 Score 99.056 Data time: 0.2006, Forward time: 2.2602, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.6855 [2020-11-08 09:42:18,648][root][INFO] - ===> Epoch[3273](3273/1): Loss -0.8975, Sem 0.0253, dir -0.9933, norm 0.0705, swav 0.0000 LR: 3.843e-02 Score 99.028 Data time: 0.1823, Forward time: 2.2601, Backward time: 2.4208, DDP time: 0.0050, Total iter time: 4.7667 [2020-11-08 09:42:24,211][root][INFO] - ===> Epoch[3274](3274/1): Loss -0.8954, Sem 0.0242, dir -0.9931, norm 0.0735, swav 0.0000 LR: 3.841e-02 Score 99.070 Data time: 0.1802, Forward time: 2.2600, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 5.4568 [2020-11-08 09:42:29,366][root][INFO] - ===> Epoch[3275](3275/1): Loss -0.8963, Sem 0.0250, dir -0.9940, norm 0.0728, swav 0.0000 LR: 3.839e-02 Score 99.039 Data time: 0.2056, Forward time: 2.2600, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 5.0957 [2020-11-08 09:42:34,311][root][INFO] - ===> Epoch[3276](3276/1): Loss -0.8945, Sem 0.0257, dir -0.9932, norm 0.0731, swav 0.0000 LR: 3.837e-02 Score 99.004 Data time: 0.2197, Forward time: 2.2599, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 4.8149 [2020-11-08 09:42:39,280][root][INFO] - ===> Epoch[3277](3277/1): Loss -0.8943, Sem 0.0243, dir -0.9930, norm 0.0743, swav 0.0000 LR: 3.835e-02 Score 99.049 Data time: 0.2246, Forward time: 2.2600, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 4.8614 [2020-11-08 09:42:44,749][root][INFO] - ===> Epoch[3278](3278/1): Loss -0.9013, Sem 0.0249, dir -0.9943, norm 0.0680, swav 0.0000 LR: 3.833e-02 Score 99.027 Data time: 0.1799, Forward time: 2.2598, Backward time: 2.4213, DDP time: 0.0050, Total iter time: 5.3328 [2020-11-08 09:42:49,945][root][INFO] - ===> Epoch[3279](3279/1): Loss -0.9066, Sem 0.0217, dir -0.9935, norm 0.0653, swav 0.0000 LR: 3.831e-02 Score 99.161 Data time: 0.1776, Forward time: 2.2598, Backward time: 2.4214, DDP time: 0.0050, Total iter time: 5.1153 [2020-11-08 09:42:55,051][root][INFO] - ===> Epoch[3280](3280/1): Loss -0.8902, Sem 0.0241, dir -0.9923, norm 0.0779, swav 0.0000 LR: 3.829e-02 Score 99.063 Data time: 0.1759, Forward time: 2.2596, Backward time: 2.4216, DDP time: 0.0050, Total iter time: 5.0147 [2020-11-08 09:43:00,059][root][INFO] - ===> Epoch[3281](3281/1): Loss -0.9049, Sem 0.0238, dir -0.9941, norm 0.0654, swav 0.0000 LR: 3.827e-02 Score 99.065 Data time: 0.2436, Forward time: 2.2597, Backward time: 2.4215, DDP time: 0.0050, Total iter time: 4.9077 [2020-11-08 09:43:05,063][root][INFO] - ===> Epoch[3282](3282/1): Loss -0.8975, Sem 0.0243, dir -0.9935, norm 0.0717, swav 0.0000 LR: 3.825e-02 Score 99.050 Data time: 0.2365, Forward time: 2.2597, Backward time: 2.4214, DDP time: 0.0050, Total iter time: 4.8730 [2020-11-08 09:43:10,109][root][INFO] - ===> Epoch[3283](3283/1): Loss -0.8888, Sem 0.0255, dir -0.9926, norm 0.0784, swav 0.0000 LR: 3.823e-02 Score 99.009 Data time: 0.2156, Forward time: 2.2597, Backward time: 2.4215, DDP time: 0.0050, Total iter time: 4.9295 [2020-11-08 09:43:15,030][root][INFO] - ===> Epoch[3284](3284/1): Loss -0.8992, Sem 0.0254, dir -0.9933, norm 0.0687, swav 0.0000 LR: 3.821e-02 Score 99.020 Data time: 0.2427, Forward time: 2.2598, Backward time: 2.4214, DDP time: 0.0050, Total iter time: 4.8105 [2020-11-08 09:43:20,019][root][INFO] - ===> Epoch[3285](3285/1): Loss -0.8993, Sem 0.0248, dir -0.9932, norm 0.0692, swav 0.0000 LR: 3.819e-02 Score 99.034 Data time: 0.1888, Forward time: 2.2597, Backward time: 2.4214, DDP time: 0.0050, Total iter time: 4.8612 [2020-11-08 09:43:25,006][root][INFO] - ===> Epoch[3286](3286/1): Loss -0.8952, Sem 0.0230, dir -0.9930, norm 0.0748, swav 0.0000 LR: 3.817e-02 Score 99.092 Data time: 0.1946, Forward time: 2.2596, Backward time: 2.4215, DDP time: 0.0050, Total iter time: 4.8672 [2020-11-08 09:43:30,081][root][INFO] - ===> Epoch[3287](3287/1): Loss -0.8955, Sem 0.0253, dir -0.9930, norm 0.0722, swav 0.0000 LR: 3.815e-02 Score 99.014 Data time: 0.2529, Forward time: 2.2597, Backward time: 2.4214, DDP time: 0.0050, Total iter time: 4.9769 [2020-11-08 09:43:35,052][root][INFO] - ===> Epoch[3288](3288/1): Loss -0.8932, Sem 0.0252, dir -0.9930, norm 0.0745, swav 0.0000 LR: 3.813e-02 Score 99.013 Data time: 0.2439, Forward time: 2.2598, Backward time: 2.4213, DDP time: 0.0050, Total iter time: 4.8356 [2020-11-08 09:43:39,645][root][INFO] - ===> Epoch[3289](3289/1): Loss -0.8902, Sem 0.0260, dir -0.9927, norm 0.0765, swav 0.0000 LR: 3.811e-02 Score 98.990 Data time: 0.2251, Forward time: 2.2598, Backward time: 2.4212, DDP time: 0.0050, Total iter time: 4.4557 [2020-11-08 09:43:44,655][root][INFO] - ===> Epoch[3290](3290/1): Loss -0.8945, Sem 0.0241, dir -0.9930, norm 0.0743, swav 0.0000 LR: 3.809e-02 Score 99.061 Data time: 0.2136, Forward time: 2.2598, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 4.8857 [2020-11-08 09:43:49,815][root][INFO] - ===> Epoch[3291](3291/1): Loss -0.8996, Sem 0.0239, dir -0.9936, norm 0.0701, swav 0.0000 LR: 3.807e-02 Score 99.064 Data time: 0.2016, Forward time: 2.2597, Backward time: 2.4213, DDP time: 0.0050, Total iter time: 5.0387 [2020-11-08 09:43:55,134][root][INFO] - ===> Epoch[3292](3292/1): Loss -0.8999, Sem 0.0241, dir -0.9937, norm 0.0698, swav 0.0000 LR: 3.805e-02 Score 99.055 Data time: 0.2717, Forward time: 2.2598, Backward time: 2.4212, DDP time: 0.0050, Total iter time: 5.2258 [2020-11-08 09:44:00,312][root][INFO] - ===> Epoch[3293](3293/1): Loss -0.8962, Sem 0.0250, dir -0.9930, norm 0.0718, swav 0.0000 LR: 3.803e-02 Score 99.034 Data time: 0.2477, Forward time: 2.2599, Backward time: 2.4211, DDP time: 0.0050, Total iter time: 5.0453 [2020-11-08 09:44:04,943][root][INFO] - ===> Epoch[3294](3294/1): Loss -0.8921, Sem 0.0243, dir -0.9936, norm 0.0772, swav 0.0000 LR: 3.801e-02 Score 99.045 Data time: 0.2088, Forward time: 2.2599, Backward time: 2.4210, DDP time: 0.0050, Total iter time: 4.5197 [2020-11-08 09:44:10,038][root][INFO] - ===> Epoch[3295](3295/1): Loss -0.8975, Sem 0.0246, dir -0.9935, norm 0.0713, swav 0.0000 LR: 3.799e-02 Score 99.036 Data time: 0.2282, Forward time: 2.2600, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 4.9751 [2020-11-08 09:44:14,837][root][INFO] - ===> Epoch[3296](3296/1): Loss -0.8930, Sem 0.0245, dir -0.9929, norm 0.0753, swav 0.0000 LR: 3.797e-02 Score 99.037 Data time: 0.2244, Forward time: 2.2599, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 4.6686 [2020-11-08 09:44:20,274][root][INFO] - ===> Epoch[3297](3297/1): Loss -0.8987, Sem 0.0234, dir -0.9936, norm 0.0715, swav 0.0000 LR: 3.795e-02 Score 99.091 Data time: 0.2713, Forward time: 2.2601, Backward time: 2.4209, DDP time: 0.0050, Total iter time: 5.3175 [2020-11-08 09:44:24,800][root][INFO] - ===> Epoch[3298](3298/1): Loss -0.8980, Sem 0.0246, dir -0.9931, norm 0.0705, swav 0.0000 LR: 3.793e-02 Score 99.047 Data time: 0.2241, Forward time: 2.2601, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 4.3959 [2020-11-08 09:44:29,698][root][INFO] - ===> Epoch[3299](3299/1): Loss -0.8865, Sem 0.0249, dir -0.9929, norm 0.0816, swav 0.0000 LR: 3.791e-02 Score 99.026 Data time: 0.2228, Forward time: 2.2601, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 4.7741 [2020-11-08 09:44:34,885][root][INFO] - ===> Epoch[3300](3300/1): Loss -0.8929, Sem 0.0245, dir -0.9928, norm 0.0754, swav 0.0000 LR: 3.789e-02 Score 99.049 Data time: 0.2458, Forward time: 2.2602, Backward time: 2.4206, DDP time: 0.0050, Total iter time: 5.0713 [2020-11-08 09:44:40,454][root][INFO] - ===> Epoch[3301](3301/1): Loss -0.8964, Sem 0.0242, dir -0.9931, norm 0.0725, swav 0.0000 LR: 3.787e-02 Score 99.065 Data time: 0.2206, Forward time: 2.2602, Backward time: 2.4207, DDP time: 0.0050, Total iter time: 5.4451 [2020-11-08 09:44:45,400][root][INFO] - ===> Epoch[3302](3302/1): Loss -0.8946, Sem 0.0240, dir -0.9926, norm 0.0740, swav 0.0000 LR: 3.785e-02 Score 99.065 Data time: 0.1905, Forward time: 2.2601, Backward time: 2.4207, DDP time: 0.0051, Total iter time: 4.8204 [2020-11-08 09:44:50,229][root][INFO] - ===> Epoch[3303](3303/1): Loss -0.8859, Sem 0.0256, dir -0.9926, norm 0.0811, swav 0.0000 LR: 3.783e-02 Score 99.007 Data time: 0.2055, Forward time: 2.2600, Backward time: 2.4208, DDP time: 0.0051, Total iter time: 4.7381 [2020-11-08 09:44:55,327][root][INFO] - ===> Epoch[3304](3304/1): Loss -0.8974, Sem 0.0235, dir -0.9935, norm 0.0726, swav 0.0000 LR: 3.781e-02 Score 99.084 Data time: 0.2175, Forward time: 2.2600, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 4.9761 [2020-11-08 09:45:00,722][root][INFO] - ===> Epoch[3305](3305/1): Loss -0.8888, Sem 0.0238, dir -0.9923, norm 0.0797, swav 0.0000 LR: 3.779e-02 Score 99.079 Data time: 0.2035, Forward time: 2.2599, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 5.2743 [2020-11-08 09:45:06,652][root][INFO] - ===> Epoch[3306](3306/1): Loss -0.8952, Sem 0.0249, dir -0.9936, norm 0.0736, swav 0.0000 LR: 3.777e-02 Score 99.023 Data time: 0.2180, Forward time: 2.2599, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 5.8106 [2020-11-08 09:45:11,827][root][INFO] - ===> Epoch[3307](3307/1): Loss -0.8875, Sem 0.0267, dir -0.9924, norm 0.0783, swav 0.0000 LR: 3.775e-02 Score 99.001 Data time: 0.1943, Forward time: 2.2598, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.0457 [2020-11-08 09:45:16,707][root][INFO] - ===> Epoch[3308](3308/1): Loss -0.8921, Sem 0.0247, dir -0.9930, norm 0.0761, swav 0.0000 LR: 3.773e-02 Score 99.038 Data time: 0.2130, Forward time: 2.2598, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 4.7709 [2020-11-08 09:45:21,962][root][INFO] - ===> Epoch[3309](3309/1): Loss -0.9036, Sem 0.0236, dir -0.9939, norm 0.0667, swav 0.0000 LR: 3.771e-02 Score 99.089 Data time: 0.2673, Forward time: 2.2599, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.1523 [2020-11-08 09:45:27,674][root][INFO] - ===> Epoch[3310](3310/1): Loss -0.8871, Sem 0.0252, dir -0.9922, norm 0.0799, swav 0.0000 LR: 3.769e-02 Score 99.018 Data time: 0.2946, Forward time: 2.2601, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 5.5829 [2020-11-08 09:45:32,532][root][INFO] - ===> Epoch[3311](3311/1): Loss -0.8931, Sem 0.0240, dir -0.9927, norm 0.0755, swav 0.0000 LR: 3.767e-02 Score 99.066 Data time: 0.2454, Forward time: 2.2601, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.7410 [2020-11-08 09:45:37,709][root][INFO] - ===> Epoch[3312](3312/1): Loss -0.9023, Sem 0.0249, dir -0.9935, norm 0.0663, swav 0.0000 LR: 3.765e-02 Score 99.031 Data time: 0.2026, Forward time: 2.2600, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.0599 [2020-11-08 09:45:42,914][root][INFO] - ===> Epoch[3313](3313/1): Loss -0.8940, Sem 0.0249, dir -0.9928, norm 0.0739, swav 0.0000 LR: 3.763e-02 Score 99.029 Data time: 0.2686, Forward time: 2.2602, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 5.1172 [2020-11-08 09:45:48,660][root][INFO] - ===> Epoch[3314](3314/1): Loss -0.8926, Sem 0.0250, dir -0.9930, norm 0.0754, swav 0.0000 LR: 3.761e-02 Score 99.018 Data time: 0.2818, Forward time: 2.2604, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 5.6109 [2020-11-08 09:45:53,360][root][INFO] - ===> Epoch[3315](3315/1): Loss -0.9041, Sem 0.0229, dir -0.9937, norm 0.0668, swav 0.0000 LR: 3.759e-02 Score 99.114 Data time: 0.2106, Forward time: 2.2604, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.5697 [2020-11-08 09:45:58,797][root][INFO] - ===> Epoch[3316](3316/1): Loss -0.9004, Sem 0.0238, dir -0.9936, norm 0.0694, swav 0.0000 LR: 3.757e-02 Score 99.062 Data time: 0.2255, Forward time: 2.2604, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 5.3105 [2020-11-08 09:46:04,251][root][INFO] - ===> Epoch[3317](3317/1): Loss -0.8983, Sem 0.0248, dir -0.9932, norm 0.0701, swav 0.0000 LR: 3.755e-02 Score 99.032 Data time: 0.2031, Forward time: 2.2604, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.3320 [2020-11-08 09:46:08,818][root][INFO] - ===> Epoch[3318](3318/1): Loss -0.9016, Sem 0.0243, dir -0.9939, norm 0.0680, swav 0.0000 LR: 3.753e-02 Score 99.049 Data time: 0.2165, Forward time: 2.2604, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.4741 [2020-11-08 09:46:13,820][root][INFO] - ===> Epoch[3319](3319/1): Loss -0.8999, Sem 0.0241, dir -0.9935, norm 0.0694, swav 0.0000 LR: 3.751e-02 Score 99.059 Data time: 0.2345, Forward time: 2.2604, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.8771 [2020-11-08 09:46:19,590][root][INFO] - ===> Epoch[3320](3320/1): Loss -0.9011, Sem 0.0255, dir -0.9935, norm 0.0669, swav 0.0000 LR: 3.749e-02 Score 99.007 Data time: 0.2381, Forward time: 2.2604, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.6444 [2020-11-08 09:46:24,786][root][INFO] - ===> Epoch[3321](3321/1): Loss -0.8998, Sem 0.0236, dir -0.9933, norm 0.0699, swav 0.0000 LR: 3.747e-02 Score 99.080 Data time: 0.2538, Forward time: 2.2606, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 5.0818 [2020-11-08 09:46:29,703][root][INFO] - ===> Epoch[3322](3322/1): Loss -0.8976, Sem 0.0243, dir -0.9932, norm 0.0714, swav 0.0000 LR: 3.745e-02 Score 99.047 Data time: 0.2321, Forward time: 2.2606, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.7835 [2020-11-08 09:46:35,321][root][INFO] - ===> Epoch[3323](3323/1): Loss -0.8977, Sem 0.0243, dir -0.9930, norm 0.0711, swav 0.0000 LR: 3.742e-02 Score 99.061 Data time: 0.2347, Forward time: 2.2606, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 5.4951 [2020-11-08 09:46:40,393][root][INFO] - ===> Epoch[3324](3324/1): Loss -0.9021, Sem 0.0246, dir -0.9936, norm 0.0669, swav 0.0000 LR: 3.740e-02 Score 99.037 Data time: 0.1989, Forward time: 2.2605, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 4.9276 [2020-11-08 09:46:45,189][root][INFO] - ===> Epoch[3325](3325/1): Loss -0.9011, Sem 0.0236, dir -0.9934, norm 0.0687, swav 0.0000 LR: 3.738e-02 Score 99.070 Data time: 0.2038, Forward time: 2.2605, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 4.6943 [2020-11-08 09:46:50,075][root][INFO] - ===> Epoch[3326](3326/1): Loss -0.8993, Sem 0.0243, dir -0.9943, norm 0.0706, swav 0.0000 LR: 3.736e-02 Score 99.047 Data time: 0.2337, Forward time: 2.2605, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.7539 [2020-11-08 09:46:54,787][root][INFO] - ===> Epoch[3327](3327/1): Loss -0.9047, Sem 0.0242, dir -0.9941, norm 0.0652, swav 0.0000 LR: 3.734e-02 Score 99.049 Data time: 0.2048, Forward time: 2.2605, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.5880 [2020-11-08 09:46:59,632][root][INFO] - ===> Epoch[3328](3328/1): Loss -0.8991, Sem 0.0255, dir -0.9935, norm 0.0689, swav 0.0000 LR: 3.732e-02 Score 99.002 Data time: 0.2012, Forward time: 2.2604, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.7220 [2020-11-08 09:47:05,326][root][INFO] - ===> Epoch[3329](3329/1): Loss -0.8999, Sem 0.0245, dir -0.9932, norm 0.0688, swav 0.0000 LR: 3.730e-02 Score 99.051 Data time: 0.2184, Forward time: 2.2604, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.5750 [2020-11-08 09:47:10,853][root][INFO] - ===> Epoch[3330](3330/1): Loss -0.9020, Sem 0.0244, dir -0.9936, norm 0.0672, swav 0.0000 LR: 3.728e-02 Score 99.057 Data time: 0.2777, Forward time: 2.2606, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.4198 [2020-11-08 09:47:16,185][root][INFO] - ===> Epoch[3331](3331/1): Loss -0.9002, Sem 0.0230, dir -0.9938, norm 0.0706, swav 0.0000 LR: 3.726e-02 Score 99.096 Data time: 0.2234, Forward time: 2.2606, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.2088 [2020-11-08 09:47:21,287][root][INFO] - ===> Epoch[3332](3332/1): Loss -0.9025, Sem 0.0241, dir -0.9940, norm 0.0673, swav 0.0000 LR: 3.724e-02 Score 99.051 Data time: 0.2690, Forward time: 2.2606, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 4.9627 [2020-11-08 09:47:26,362][root][INFO] - ===> Epoch[3333](3333/1): Loss -0.9011, Sem 0.0245, dir -0.9939, norm 0.0682, swav 0.0000 LR: 3.722e-02 Score 99.045 Data time: 0.2374, Forward time: 2.2607, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.9493 [2020-11-08 09:47:31,771][root][INFO] - ===> Epoch[3334](3334/1): Loss -0.8965, Sem 0.0256, dir -0.9927, norm 0.0706, swav 0.0000 LR: 3.720e-02 Score 99.001 Data time: 0.2624, Forward time: 2.2607, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.2605 [2020-11-08 09:47:37,294][root][INFO] - ===> Epoch[3335](3335/1): Loss -0.9027, Sem 0.0238, dir -0.9943, norm 0.0678, swav 0.0000 LR: 3.718e-02 Score 99.061 Data time: 0.1948, Forward time: 2.2606, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 5.4019 [2020-11-08 09:47:42,165][root][INFO] - ===> Epoch[3336](3336/1): Loss -0.9042, Sem 0.0249, dir -0.9936, norm 0.0645, swav 0.0000 LR: 3.716e-02 Score 99.032 Data time: 0.2562, Forward time: 2.2607, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.7540 [2020-11-08 09:47:47,331][root][INFO] - ===> Epoch[3337](3337/1): Loss -0.8946, Sem 0.0250, dir -0.9941, norm 0.0745, swav 0.0000 LR: 3.714e-02 Score 99.026 Data time: 0.2480, Forward time: 2.2608, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.0418 [2020-11-08 09:47:52,462][root][INFO] - ===> Epoch[3338](3338/1): Loss -0.8993, Sem 0.0233, dir -0.9931, norm 0.0705, swav 0.0000 LR: 3.712e-02 Score 99.101 Data time: 0.2219, Forward time: 2.2608, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 4.9896 [2020-11-08 09:47:57,422][root][INFO] - ===> Epoch[3339](3339/1): Loss -0.8987, Sem 0.0250, dir -0.9934, norm 0.0697, swav 0.0000 LR: 3.710e-02 Score 99.035 Data time: 0.2035, Forward time: 2.2608, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 4.8229 [2020-11-08 09:48:02,233][root][INFO] - ===> Epoch[3340](3340/1): Loss -0.9020, Sem 0.0247, dir -0.9940, norm 0.0673, swav 0.0000 LR: 3.708e-02 Score 99.034 Data time: 0.2258, Forward time: 2.2608, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.7010 [2020-11-08 09:48:07,074][root][INFO] - ===> Epoch[3341](3341/1): Loss -0.9038, Sem 0.0238, dir -0.9939, norm 0.0664, swav 0.0000 LR: 3.706e-02 Score 99.072 Data time: 0.1934, Forward time: 2.2607, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.7133 [2020-11-08 09:48:12,127][root][INFO] - ===> Epoch[3342](3342/1): Loss -0.8981, Sem 0.0247, dir -0.9935, norm 0.0707, swav 0.0000 LR: 3.704e-02 Score 99.025 Data time: 0.2304, Forward time: 2.2608, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.9538 [2020-11-08 09:48:17,332][root][INFO] - ===> Epoch[3343](3343/1): Loss -0.8965, Sem 0.0245, dir -0.9937, norm 0.0727, swav 0.0000 LR: 3.702e-02 Score 99.036 Data time: 0.1924, Forward time: 2.2607, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.0700 [2020-11-08 09:48:22,133][root][INFO] - ===> Epoch[3344](3344/1): Loss -0.9055, Sem 0.0228, dir -0.9938, norm 0.0655, swav 0.0000 LR: 3.700e-02 Score 99.102 Data time: 0.2148, Forward time: 2.2607, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.7099 [2020-11-08 09:48:26,849][root][INFO] - ===> Epoch[3345](3345/1): Loss -0.8971, Sem 0.0242, dir -0.9931, norm 0.0718, swav 0.0000 LR: 3.698e-02 Score 99.056 Data time: 0.2015, Forward time: 2.2606, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.5842 [2020-11-08 09:48:31,859][root][INFO] - ===> Epoch[3346](3346/1): Loss -0.8979, Sem 0.0233, dir -0.9933, norm 0.0720, swav 0.0000 LR: 3.696e-02 Score 99.092 Data time: 0.2183, Forward time: 2.2607, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.9121 [2020-11-08 09:48:36,852][root][INFO] - ===> Epoch[3347](3347/1): Loss -0.9042, Sem 0.0240, dir -0.9939, norm 0.0657, swav 0.0000 LR: 3.694e-02 Score 99.066 Data time: 0.2170, Forward time: 2.2607, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.8654 [2020-11-08 09:48:41,732][root][INFO] - ===> Epoch[3348](3348/1): Loss -0.9058, Sem 0.0219, dir -0.9941, norm 0.0664, swav 0.0000 LR: 3.692e-02 Score 99.144 Data time: 0.2571, Forward time: 2.2606, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.7635 [2020-11-08 09:48:47,194][root][INFO] - ===> Epoch[3349](3349/1): Loss -0.8926, Sem 0.0262, dir -0.9933, norm 0.0745, swav 0.0000 LR: 3.690e-02 Score 98.982 Data time: 0.1907, Forward time: 2.2606, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.3362 [2020-11-08 09:48:52,993][root][INFO] - ===> Epoch[3350](3350/1): Loss -0.9010, Sem 0.0249, dir -0.9938, norm 0.0679, swav 0.0000 LR: 3.688e-02 Score 99.025 Data time: 0.1890, Forward time: 2.2605, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 5.7001 [2020-11-08 09:48:57,688][root][INFO] - ===> Epoch[3351](3351/1): Loss -0.8990, Sem 0.0237, dir -0.9935, norm 0.0708, swav 0.0000 LR: 3.686e-02 Score 99.068 Data time: 0.2131, Forward time: 2.2604, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 4.6087 [2020-11-08 09:49:02,874][root][INFO] - ===> Epoch[3352](3352/1): Loss -0.8964, Sem 0.0253, dir -0.9934, norm 0.0716, swav 0.0000 LR: 3.684e-02 Score 99.006 Data time: 0.2577, Forward time: 2.2605, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 5.0621 [2020-11-08 09:49:07,709][root][INFO] - ===> Epoch[3353](3353/1): Loss -0.8984, Sem 0.0241, dir -0.9934, norm 0.0708, swav 0.0000 LR: 3.682e-02 Score 99.055 Data time: 0.2005, Forward time: 2.2605, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.7162 [2020-11-08 09:49:12,758][root][INFO] - ===> Epoch[3354](3354/1): Loss -0.8910, Sem 0.0249, dir -0.9927, norm 0.0769, swav 0.0000 LR: 3.680e-02 Score 99.034 Data time: 0.2292, Forward time: 2.2605, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.9298 [2020-11-08 09:49:18,240][root][INFO] - ===> Epoch[3355](3355/1): Loss -0.9009, Sem 0.0228, dir -0.9933, norm 0.0696, swav 0.0000 LR: 3.678e-02 Score 99.104 Data time: 0.2862, Forward time: 2.2606, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 5.3496 [2020-11-08 09:49:23,301][root][INFO] - ===> Epoch[3356](3356/1): Loss -0.8990, Sem 0.0242, dir -0.9933, norm 0.0701, swav 0.0000 LR: 3.676e-02 Score 99.054 Data time: 0.2313, Forward time: 2.2607, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 4.9280 [2020-11-08 09:49:28,751][root][INFO] - ===> Epoch[3357](3357/1): Loss -0.8988, Sem 0.0246, dir -0.9933, norm 0.0699, swav 0.0000 LR: 3.674e-02 Score 99.043 Data time: 0.1970, Forward time: 2.2606, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 5.3316 [2020-11-08 09:49:34,082][root][INFO] - ===> Epoch[3358](3358/1): Loss -0.8977, Sem 0.0247, dir -0.9926, norm 0.0702, swav 0.0000 LR: 3.672e-02 Score 99.036 Data time: 0.1832, Forward time: 2.2605, Backward time: 2.4217, DDP time: 0.0051, Total iter time: 5.2075 [2020-11-08 09:49:38,931][root][INFO] - ===> Epoch[3359](3359/1): Loss -0.8930, Sem 0.0250, dir -0.9922, norm 0.0742, swav 0.0000 LR: 3.670e-02 Score 99.033 Data time: 0.2191, Forward time: 2.2605, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 4.7414 [2020-11-08 09:49:44,048][root][INFO] - ===> Epoch[3360](3360/1): Loss -0.9008, Sem 0.0235, dir -0.9939, norm 0.0696, swav 0.0000 LR: 3.668e-02 Score 99.084 Data time: 0.2597, Forward time: 2.2606, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 4.9859 [2020-11-08 09:49:48,936][root][INFO] - ===> Epoch[3361](3361/1): Loss -0.8962, Sem 0.0245, dir -0.9930, norm 0.0723, swav 0.0000 LR: 3.666e-02 Score 99.046 Data time: 0.1986, Forward time: 2.2605, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 4.7592 [2020-11-08 09:49:54,026][root][INFO] - ===> Epoch[3362](3362/1): Loss -0.8900, Sem 0.0230, dir -0.9928, norm 0.0798, swav 0.0000 LR: 3.664e-02 Score 99.097 Data time: 0.2501, Forward time: 2.2606, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 4.9715 [2020-11-08 09:49:59,083][root][INFO] - ===> Epoch[3363](3363/1): Loss -0.8951, Sem 0.0258, dir -0.9928, norm 0.0719, swav 0.0000 LR: 3.662e-02 Score 99.006 Data time: 0.2769, Forward time: 2.2607, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.9022 [2020-11-08 09:50:04,196][root][INFO] - ===> Epoch[3364](3364/1): Loss -0.8977, Sem 0.0241, dir -0.9933, norm 0.0716, swav 0.0000 LR: 3.660e-02 Score 99.060 Data time: 0.1990, Forward time: 2.2606, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.9845 [2020-11-08 09:50:08,616][root][INFO] - ===> Epoch[3365](3365/1): Loss -0.8931, Sem 0.0250, dir -0.9922, norm 0.0741, swav 0.0000 LR: 3.658e-02 Score 99.024 Data time: 0.1965, Forward time: 2.2605, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 4.2868 [2020-11-08 09:50:13,255][root][INFO] - ===> Epoch[3366](3366/1): Loss -0.8945, Sem 0.0243, dir -0.9927, norm 0.0739, swav 0.0000 LR: 3.656e-02 Score 99.048 Data time: 0.2101, Forward time: 2.2605, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.5184 [2020-11-08 09:50:18,265][root][INFO] - ===> Epoch[3367](3367/1): Loss -0.9019, Sem 0.0237, dir -0.9939, norm 0.0683, swav 0.0000 LR: 3.654e-02 Score 99.079 Data time: 0.1917, Forward time: 2.2605, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.8856 [2020-11-08 09:50:22,961][root][INFO] - ===> Epoch[3368](3368/1): Loss -0.8958, Sem 0.0258, dir -0.9934, norm 0.0719, swav 0.0000 LR: 3.652e-02 Score 98.989 Data time: 0.2152, Forward time: 2.2604, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.5590 [2020-11-08 09:50:27,934][root][INFO] - ===> Epoch[3369](3369/1): Loss -0.9002, Sem 0.0230, dir -0.9932, norm 0.0700, swav 0.0000 LR: 3.650e-02 Score 99.114 Data time: 0.2077, Forward time: 2.2603, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.8646 [2020-11-08 09:50:32,887][root][INFO] - ===> Epoch[3370](3370/1): Loss -0.9073, Sem 0.0229, dir -0.9947, norm 0.0645, swav 0.0000 LR: 3.648e-02 Score 99.096 Data time: 0.2403, Forward time: 2.2604, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.8323 [2020-11-08 09:50:37,971][root][INFO] - ===> Epoch[3371](3371/1): Loss -0.8948, Sem 0.0253, dir -0.9926, norm 0.0725, swav 0.0000 LR: 3.646e-02 Score 99.017 Data time: 0.2596, Forward time: 2.2604, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.9474 [2020-11-08 09:50:43,161][root][INFO] - ===> Epoch[3372](3372/1): Loss -0.8966, Sem 0.0234, dir -0.9926, norm 0.0726, swav 0.0000 LR: 3.644e-02 Score 99.092 Data time: 0.2537, Forward time: 2.2605, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 5.0701 [2020-11-08 09:50:48,163][root][INFO] - ===> Epoch[3373](3373/1): Loss -0.9056, Sem 0.0238, dir -0.9943, norm 0.0648, swav 0.0000 LR: 3.642e-02 Score 99.060 Data time: 0.2364, Forward time: 2.2606, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 4.8743 [2020-11-08 09:50:53,140][root][INFO] - ===> Epoch[3374](3374/1): Loss -0.8965, Sem 0.0254, dir -0.9933, norm 0.0714, swav 0.0000 LR: 3.640e-02 Score 99.005 Data time: 0.2167, Forward time: 2.2606, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 4.8435 [2020-11-08 09:50:58,476][root][INFO] - ===> Epoch[3375](3375/1): Loss -0.8934, Sem 0.0229, dir -0.9932, norm 0.0769, swav 0.0000 LR: 3.638e-02 Score 99.097 Data time: 0.2161, Forward time: 2.2606, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 5.2257 [2020-11-08 09:51:03,957][root][INFO] - ===> Epoch[3376](3376/1): Loss -0.9032, Sem 0.0234, dir -0.9942, norm 0.0677, swav 0.0000 LR: 3.636e-02 Score 99.085 Data time: 0.2192, Forward time: 2.2606, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 5.3508 [2020-11-08 09:51:08,999][root][INFO] - ===> Epoch[3377](3377/1): Loss -0.8893, Sem 0.0258, dir -0.9927, norm 0.0776, swav 0.0000 LR: 3.634e-02 Score 98.999 Data time: 0.1994, Forward time: 2.2605, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.9351 [2020-11-08 09:51:14,342][root][INFO] - ===> Epoch[3378](3378/1): Loss -0.8944, Sem 0.0242, dir -0.9927, norm 0.0741, swav 0.0000 LR: 3.632e-02 Score 99.054 Data time: 0.1798, Forward time: 2.2604, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 5.2408 [2020-11-08 09:51:19,518][root][INFO] - ===> Epoch[3379](3379/1): Loss -0.8999, Sem 0.0248, dir -0.9942, norm 0.0695, swav 0.0000 LR: 3.630e-02 Score 99.031 Data time: 0.2242, Forward time: 2.2603, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 5.0824 [2020-11-08 09:51:25,007][root][INFO] - ===> Epoch[3380](3380/1): Loss -0.8930, Sem 0.0250, dir -0.9927, norm 0.0747, swav 0.0000 LR: 3.628e-02 Score 99.022 Data time: 0.2679, Forward time: 2.2605, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 5.3589 [2020-11-08 09:51:30,561][root][INFO] - ===> Epoch[3381](3381/1): Loss -0.8978, Sem 0.0236, dir -0.9938, norm 0.0724, swav 0.0000 LR: 3.626e-02 Score 99.075 Data time: 0.2086, Forward time: 2.2605, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 5.4287 [2020-11-08 09:51:35,553][root][INFO] - ===> Epoch[3382](3382/1): Loss -0.8990, Sem 0.0235, dir -0.9933, norm 0.0708, swav 0.0000 LR: 3.624e-02 Score 99.083 Data time: 0.2486, Forward time: 2.2606, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.8796 [2020-11-08 09:51:40,563][root][INFO] - ===> Epoch[3383](3383/1): Loss -0.8859, Sem 0.0255, dir -0.9925, norm 0.0811, swav 0.0000 LR: 3.622e-02 Score 99.007 Data time: 0.1727, Forward time: 2.2605, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 4.8847 [2020-11-08 09:51:45,562][root][INFO] - ===> Epoch[3384](3384/1): Loss -0.9010, Sem 0.0243, dir -0.9935, norm 0.0682, swav 0.0000 LR: 3.620e-02 Score 99.049 Data time: 0.2459, Forward time: 2.2605, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 4.8935 [2020-11-08 09:51:50,647][root][INFO] - ===> Epoch[3385](3385/1): Loss -0.8976, Sem 0.0235, dir -0.9930, norm 0.0720, swav 0.0000 LR: 3.618e-02 Score 99.095 Data time: 0.2278, Forward time: 2.2605, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 4.9677 [2020-11-08 09:51:55,544][root][INFO] - ===> Epoch[3386](3386/1): Loss -0.8943, Sem 0.0247, dir -0.9929, norm 0.0739, swav 0.0000 LR: 3.616e-02 Score 99.039 Data time: 0.2213, Forward time: 2.2605, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 4.7657 [2020-11-08 09:52:00,080][root][INFO] - ===> Epoch[3387](3387/1): Loss -0.8979, Sem 0.0249, dir -0.9931, norm 0.0703, swav 0.0000 LR: 3.614e-02 Score 99.032 Data time: 0.2151, Forward time: 2.2605, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.4146 [2020-11-08 09:52:05,133][root][INFO] - ===> Epoch[3388](3388/1): Loss -0.8966, Sem 0.0240, dir -0.9931, norm 0.0725, swav 0.0000 LR: 3.612e-02 Score 99.062 Data time: 0.2594, Forward time: 2.2606, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.9279 [2020-11-08 09:52:10,085][root][INFO] - ===> Epoch[3389](3389/1): Loss -0.8973, Sem 0.0247, dir -0.9931, norm 0.0711, swav 0.0000 LR: 3.610e-02 Score 99.036 Data time: 0.2344, Forward time: 2.2607, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.8274 [2020-11-08 09:52:15,201][root][INFO] - ===> Epoch[3390](3390/1): Loss -0.9014, Sem 0.0243, dir -0.9936, norm 0.0679, swav 0.0000 LR: 3.608e-02 Score 99.048 Data time: 0.2265, Forward time: 2.2607, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.9824 [2020-11-08 09:52:20,095][root][INFO] - ===> Epoch[3391](3391/1): Loss -0.8996, Sem 0.0224, dir -0.9929, norm 0.0708, swav 0.0000 LR: 3.606e-02 Score 99.129 Data time: 0.2159, Forward time: 2.2607, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 4.7853 [2020-11-08 09:52:24,670][root][INFO] - ===> Epoch[3392](3392/1): Loss -0.9005, Sem 0.0246, dir -0.9933, norm 0.0682, swav 0.0000 LR: 3.604e-02 Score 99.053 Data time: 0.2173, Forward time: 2.2607, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 4.4456 [2020-11-08 09:52:29,724][root][INFO] - ===> Epoch[3393](3393/1): Loss -0.8958, Sem 0.0250, dir -0.9931, norm 0.0723, swav 0.0000 LR: 3.602e-02 Score 99.060 Data time: 0.2074, Forward time: 2.2607, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 4.9504 [2020-11-08 09:52:34,906][root][INFO] - ===> Epoch[3394](3394/1): Loss -0.8896, Sem 0.0252, dir -0.9928, norm 0.0779, swav 0.0000 LR: 3.600e-02 Score 99.016 Data time: 0.2585, Forward time: 2.2608, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 5.0686 [2020-11-08 09:52:40,144][root][INFO] - ===> Epoch[3395](3395/1): Loss -0.8959, Sem 0.0254, dir -0.9934, norm 0.0722, swav 0.0000 LR: 3.598e-02 Score 99.010 Data time: 0.2028, Forward time: 2.2608, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 5.1171 [2020-11-08 09:52:45,295][root][INFO] - ===> Epoch[3396](3396/1): Loss -0.8963, Sem 0.0231, dir -0.9937, norm 0.0742, swav 0.0000 LR: 3.596e-02 Score 99.089 Data time: 0.2082, Forward time: 2.2607, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 5.0358 [2020-11-08 09:52:50,534][root][INFO] - ===> Epoch[3397](3397/1): Loss -0.8926, Sem 0.0239, dir -0.9925, norm 0.0761, swav 0.0000 LR: 3.594e-02 Score 99.071 Data time: 0.1799, Forward time: 2.2606, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 5.1436 [2020-11-08 09:52:55,467][root][INFO] - ===> Epoch[3398](3398/1): Loss -0.9035, Sem 0.0241, dir -0.9940, norm 0.0664, swav 0.0000 LR: 3.592e-02 Score 99.055 Data time: 0.2174, Forward time: 2.2606, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.8253 [2020-11-08 09:53:00,017][root][INFO] - ===> Epoch[3399](3399/1): Loss -0.8909, Sem 0.0236, dir -0.9921, norm 0.0777, swav 0.0000 LR: 3.590e-02 Score 99.082 Data time: 0.2268, Forward time: 2.2606, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 4.4311 [2020-11-08 09:53:05,084][root][INFO] - ===> Epoch[3400](3400/1): Loss -0.9005, Sem 0.0243, dir -0.9936, norm 0.0689, swav 0.0000 LR: 3.588e-02 Score 99.047 Data time: 0.2478, Forward time: 2.2607, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 4.9350 [2020-11-08 09:53:09,845][root][INFO] - ===> Epoch[3401](3401/1): Loss -0.9049, Sem 0.0231, dir -0.9942, norm 0.0662, swav 0.0000 LR: 3.586e-02 Score 99.096 Data time: 0.2115, Forward time: 2.2607, Backward time: 2.4208, DDP time: 0.0051, Total iter time: 4.6388 [2020-11-08 09:53:14,901][root][INFO] - ===> Epoch[3402](3402/1): Loss -0.8975, Sem 0.0242, dir -0.9932, norm 0.0715, swav 0.0000 LR: 3.584e-02 Score 99.042 Data time: 0.2574, Forward time: 2.2608, Backward time: 2.4207, DDP time: 0.0051, Total iter time: 4.9322 [2020-11-08 09:53:20,422][root][INFO] - ===> Epoch[3403](3403/1): Loss -0.9013, Sem 0.0243, dir -0.9936, norm 0.0680, swav 0.0000 LR: 3.582e-02 Score 99.050 Data time: 0.1981, Forward time: 2.2607, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 5.3882 [2020-11-08 09:53:25,459][root][INFO] - ===> Epoch[3404](3404/1): Loss -0.9067, Sem 0.0235, dir -0.9945, norm 0.0644, swav 0.0000 LR: 3.580e-02 Score 99.081 Data time: 0.2692, Forward time: 2.2608, Backward time: 2.4208, DDP time: 0.0051, Total iter time: 4.9183 [2020-11-08 09:53:30,132][root][INFO] - ===> Epoch[3405](3405/1): Loss -0.8953, Sem 0.0248, dir -0.9932, norm 0.0731, swav 0.0000 LR: 3.577e-02 Score 99.023 Data time: 0.2282, Forward time: 2.2608, Backward time: 2.4207, DDP time: 0.0051, Total iter time: 4.5455 [2020-11-08 09:53:35,152][root][INFO] - ===> Epoch[3406](3406/1): Loss -0.9058, Sem 0.0241, dir -0.9942, norm 0.0643, swav 0.0000 LR: 3.575e-02 Score 99.062 Data time: 0.2211, Forward time: 2.2608, Backward time: 2.4207, DDP time: 0.0051, Total iter time: 4.8972 [2020-11-08 09:53:39,710][root][INFO] - ===> Epoch[3407](3407/1): Loss -0.8961, Sem 0.0242, dir -0.9928, norm 0.0726, swav 0.0000 LR: 3.573e-02 Score 99.065 Data time: 0.2245, Forward time: 2.2608, Backward time: 2.4205, DDP time: 0.0051, Total iter time: 4.4496 [2020-11-08 09:53:44,796][root][INFO] - ===> Epoch[3408](3408/1): Loss -0.9017, Sem 0.0234, dir -0.9936, norm 0.0685, swav 0.0000 LR: 3.571e-02 Score 99.077 Data time: 0.2228, Forward time: 2.2608, Backward time: 2.4205, DDP time: 0.0051, Total iter time: 4.9776 [2020-11-08 09:53:49,349][root][INFO] - ===> Epoch[3409](3409/1): Loss -0.8991, Sem 0.0246, dir -0.9934, norm 0.0697, swav 0.0000 LR: 3.569e-02 Score 99.044 Data time: 0.2208, Forward time: 2.2608, Backward time: 2.4204, DDP time: 0.0051, Total iter time: 4.4384 [2020-11-08 09:53:54,160][root][INFO] - ===> Epoch[3410](3410/1): Loss -0.9013, Sem 0.0237, dir -0.9932, norm 0.0682, swav 0.0000 LR: 3.567e-02 Score 99.090 Data time: 0.1982, Forward time: 2.2608, Backward time: 2.4204, DDP time: 0.0051, Total iter time: 4.6940 [2020-11-08 09:53:58,474][root][INFO] - ===> Epoch[3411](3411/1): Loss -0.9018, Sem 0.0246, dir -0.9934, norm 0.0671, swav 0.0000 LR: 3.565e-02 Score 99.040 Data time: 0.1991, Forward time: 2.2607, Backward time: 2.4202, DDP time: 0.0051, Total iter time: 4.2049 [2020-11-08 09:54:04,491][root][INFO] - ===> Epoch[3412](3412/1): Loss -0.8965, Sem 0.0245, dir -0.9935, norm 0.0725, swav 0.0000 LR: 3.563e-02 Score 99.040 Data time: 0.1835, Forward time: 2.2606, Backward time: 2.4206, DDP time: 0.0051, Total iter time: 5.8957 [2020-11-08 09:54:09,498][root][INFO] - ===> Epoch[3413](3413/1): Loss -0.8999, Sem 0.0242, dir -0.9929, norm 0.0689, swav 0.0000 LR: 3.561e-02 Score 99.065 Data time: 0.1901, Forward time: 2.2606, Backward time: 2.4206, DDP time: 0.0051, Total iter time: 4.9083 [2020-11-08 09:54:14,925][root][INFO] - ===> Epoch[3414](3414/1): Loss -0.8948, Sem 0.0273, dir -0.9929, norm 0.0708, swav 0.0000 LR: 3.559e-02 Score 98.953 Data time: 0.1955, Forward time: 2.2605, Backward time: 2.4208, DDP time: 0.0051, Total iter time: 5.3108 [2020-11-08 09:54:20,505][root][INFO] - ===> Epoch[3415](3415/1): Loss -0.9008, Sem 0.0248, dir -0.9934, norm 0.0679, swav 0.0000 LR: 3.557e-02 Score 99.031 Data time: 0.2731, Forward time: 2.2606, Backward time: 2.4208, DDP time: 0.0051, Total iter time: 5.4699 [2020-11-08 09:54:25,524][root][INFO] - ===> Epoch[3416](3416/1): Loss -0.8994, Sem 0.0244, dir -0.9940, norm 0.0702, swav 0.0000 LR: 3.555e-02 Score 99.046 Data time: 0.1999, Forward time: 2.2606, Backward time: 2.4208, DDP time: 0.0051, Total iter time: 4.8966 [2020-11-08 09:54:30,586][root][INFO] - ===> Epoch[3417](3417/1): Loss -0.9016, Sem 0.0235, dir -0.9936, norm 0.0685, swav 0.0000 LR: 3.553e-02 Score 99.086 Data time: 0.1716, Forward time: 2.2605, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 4.9503 [2020-11-08 09:54:35,898][root][INFO] - ===> Epoch[3418](3418/1): Loss -0.8979, Sem 0.0243, dir -0.9932, norm 0.0710, swav 0.0000 LR: 3.551e-02 Score 99.053 Data time: 0.2094, Forward time: 2.2603, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 5.1965 [2020-11-08 09:54:40,865][root][INFO] - ===> Epoch[3419](3419/1): Loss -0.9021, Sem 0.0238, dir -0.9936, norm 0.0676, swav 0.0000 LR: 3.549e-02 Score 99.073 Data time: 0.2319, Forward time: 2.2603, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.8679 [2020-11-08 09:54:45,900][root][INFO] - ===> Epoch[3420](3420/1): Loss -0.8995, Sem 0.0246, dir -0.9928, norm 0.0687, swav 0.0000 LR: 3.547e-02 Score 99.049 Data time: 0.2172, Forward time: 2.2602, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.9130 [2020-11-08 09:54:51,471][root][INFO] - ===> Epoch[3421](3421/1): Loss -0.8949, Sem 0.0242, dir -0.9935, norm 0.0745, swav 0.0000 LR: 3.545e-02 Score 99.057 Data time: 0.2384, Forward time: 2.2603, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.4404 [2020-11-08 09:54:56,478][root][INFO] - ===> Epoch[3422](3422/1): Loss -0.9017, Sem 0.0254, dir -0.9935, norm 0.0665, swav 0.0000 LR: 3.543e-02 Score 99.025 Data time: 0.2002, Forward time: 2.2603, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 4.8690 [2020-11-08 09:55:01,664][root][INFO] - ===> Epoch[3423](3423/1): Loss -0.8980, Sem 0.0252, dir -0.9937, norm 0.0705, swav 0.0000 LR: 3.541e-02 Score 99.025 Data time: 0.2456, Forward time: 2.2603, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.0668 [2020-11-08 09:55:07,045][root][INFO] - ===> Epoch[3424](3424/1): Loss -0.9047, Sem 0.0217, dir -0.9935, norm 0.0670, swav 0.0000 LR: 3.539e-02 Score 99.147 Data time: 0.2746, Forward time: 2.2605, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 5.2480 [2020-11-08 09:55:12,731][root][INFO] - ===> Epoch[3425](3425/1): Loss -0.9020, Sem 0.0239, dir -0.9942, norm 0.0683, swav 0.0000 LR: 3.537e-02 Score 99.059 Data time: 0.1912, Forward time: 2.2604, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 5.5255 [2020-11-08 09:55:17,948][root][INFO] - ===> Epoch[3426](3426/1): Loss -0.9081, Sem 0.0227, dir -0.9942, norm 0.0634, swav 0.0000 LR: 3.535e-02 Score 99.111 Data time: 0.2726, Forward time: 2.2605, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 5.1086 [2020-11-08 09:55:23,278][root][INFO] - ===> Epoch[3427](3427/1): Loss -0.8997, Sem 0.0245, dir -0.9937, norm 0.0694, swav 0.0000 LR: 3.533e-02 Score 99.046 Data time: 0.2266, Forward time: 2.2605, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 5.1986 [2020-11-08 09:55:28,240][root][INFO] - ===> Epoch[3428](3428/1): Loss -0.8962, Sem 0.0242, dir -0.9926, norm 0.0722, swav 0.0000 LR: 3.531e-02 Score 99.054 Data time: 0.2843, Forward time: 2.2606, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 4.8092 [2020-11-08 09:55:33,320][root][INFO] - ===> Epoch[3429](3429/1): Loss -0.9012, Sem 0.0235, dir -0.9937, norm 0.0690, swav 0.0000 LR: 3.529e-02 Score 99.076 Data time: 0.1830, Forward time: 2.2605, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.9526 [2020-11-08 09:55:38,366][root][INFO] - ===> Epoch[3430](3430/1): Loss -0.9005, Sem 0.0248, dir -0.9936, norm 0.0684, swav 0.0000 LR: 3.527e-02 Score 99.028 Data time: 0.2050, Forward time: 2.2605, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.9257 [2020-11-08 09:55:43,944][root][INFO] - ===> Epoch[3431](3431/1): Loss -0.9058, Sem 0.0237, dir -0.9941, norm 0.0647, swav 0.0000 LR: 3.525e-02 Score 99.078 Data time: 0.2330, Forward time: 2.2604, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 5.4410 [2020-11-08 09:55:49,006][root][INFO] - ===> Epoch[3432](3432/1): Loss -0.9006, Sem 0.0244, dir -0.9929, norm 0.0679, swav 0.0000 LR: 3.523e-02 Score 99.059 Data time: 0.2252, Forward time: 2.2604, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 4.9458 [2020-11-08 09:55:53,857][root][INFO] - ===> Epoch[3433](3433/1): Loss -0.8995, Sem 0.0238, dir -0.9933, norm 0.0700, swav 0.0000 LR: 3.521e-02 Score 99.077 Data time: 0.2086, Forward time: 2.2604, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 4.7302 [2020-11-08 09:55:58,657][root][INFO] - ===> Epoch[3434](3434/1): Loss -0.9018, Sem 0.0237, dir -0.9931, norm 0.0676, swav 0.0000 LR: 3.519e-02 Score 99.081 Data time: 0.2482, Forward time: 2.2604, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.6772 [2020-11-08 09:56:03,546][root][INFO] - ===> Epoch[3435](3435/1): Loss -0.9009, Sem 0.0255, dir -0.9938, norm 0.0674, swav 0.0000 LR: 3.517e-02 Score 99.001 Data time: 0.2393, Forward time: 2.2605, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 4.7729 [2020-11-08 09:56:08,216][root][INFO] - ===> Epoch[3436](3436/1): Loss -0.8962, Sem 0.0239, dir -0.9929, norm 0.0729, swav 0.0000 LR: 3.515e-02 Score 99.068 Data time: 0.2090, Forward time: 2.2605, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.5298 [2020-11-08 09:56:13,266][root][INFO] - ===> Epoch[3437](3437/1): Loss -0.9003, Sem 0.0237, dir -0.9934, norm 0.0694, swav 0.0000 LR: 3.513e-02 Score 99.073 Data time: 0.2516, Forward time: 2.2606, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.9379 [2020-11-08 09:56:18,245][root][INFO] - ===> Epoch[3438](3438/1): Loss -0.8964, Sem 0.0234, dir -0.9934, norm 0.0736, swav 0.0000 LR: 3.511e-02 Score 99.078 Data time: 0.2263, Forward time: 2.2606, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.8444 [2020-11-08 09:56:23,168][root][INFO] - ===> Epoch[3439](3439/1): Loss -0.8944, Sem 0.0231, dir -0.9930, norm 0.0755, swav 0.0000 LR: 3.509e-02 Score 99.084 Data time: 0.2059, Forward time: 2.2605, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.8061 [2020-11-08 09:56:28,183][root][INFO] - ===> Epoch[3440](3440/1): Loss -0.9004, Sem 0.0236, dir -0.9936, norm 0.0696, swav 0.0000 LR: 3.507e-02 Score 99.073 Data time: 0.2618, Forward time: 2.2606, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 4.9023 [2020-11-08 09:56:33,757][root][INFO] - ===> Epoch[3441](3441/1): Loss -0.9010, Sem 0.0230, dir -0.9938, norm 0.0698, swav 0.0000 LR: 3.505e-02 Score 99.095 Data time: 0.2525, Forward time: 2.2607, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 5.4349 [2020-11-08 09:56:38,678][root][INFO] - ===> Epoch[3442](3442/1): Loss -0.8996, Sem 0.0229, dir -0.9936, norm 0.0711, swav 0.0000 LR: 3.503e-02 Score 99.108 Data time: 0.2176, Forward time: 2.2607, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 4.7941 [2020-11-08 09:56:44,186][root][INFO] - ===> Epoch[3443](3443/1): Loss -0.9056, Sem 0.0232, dir -0.9945, norm 0.0657, swav 0.0000 LR: 3.501e-02 Score 99.091 Data time: 0.2113, Forward time: 2.2606, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 5.3912 [2020-11-08 09:56:49,755][root][INFO] - ===> Epoch[3444](3444/1): Loss -0.9050, Sem 0.0219, dir -0.9937, norm 0.0668, swav 0.0000 LR: 3.499e-02 Score 99.134 Data time: 0.2741, Forward time: 2.2607, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 5.4770 [2020-11-08 09:56:54,525][root][INFO] - ===> Epoch[3445](3445/1): Loss -0.8960, Sem 0.0230, dir -0.9934, norm 0.0744, swav 0.0000 LR: 3.497e-02 Score 99.102 Data time: 0.2059, Forward time: 2.2607, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.6470 [2020-11-08 09:56:59,368][root][INFO] - ===> Epoch[3446](3446/1): Loss -0.9008, Sem 0.0238, dir -0.9929, norm 0.0683, swav 0.0000 LR: 3.495e-02 Score 99.075 Data time: 0.1917, Forward time: 2.2606, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.7352 [2020-11-08 09:57:05,217][root][INFO] - ===> Epoch[3447](3447/1): Loss -0.8943, Sem 0.0247, dir -0.9930, norm 0.0740, swav 0.0000 LR: 3.493e-02 Score 99.038 Data time: 0.1967, Forward time: 2.2605, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 5.7861 [2020-11-08 09:57:10,373][root][INFO] - ===> Epoch[3448](3448/1): Loss -0.8948, Sem 0.0242, dir -0.9921, norm 0.0732, swav 0.0000 LR: 3.491e-02 Score 99.068 Data time: 0.2032, Forward time: 2.2605, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 5.0450 [2020-11-08 09:57:15,730][root][INFO] - ===> Epoch[3449](3449/1): Loss -0.9001, Sem 0.0249, dir -0.9937, norm 0.0688, swav 0.0000 LR: 3.489e-02 Score 99.033 Data time: 0.2714, Forward time: 2.2605, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 5.2327 [2020-11-08 09:57:20,608][root][INFO] - ===> Epoch[3450](3450/1): Loss -0.9051, Sem 0.0246, dir -0.9943, norm 0.0645, swav 0.0000 LR: 3.487e-02 Score 99.031 Data time: 0.2628, Forward time: 2.2606, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 4.7626 [2020-11-08 09:57:26,119][root][INFO] - ===> Epoch[3451](3451/1): Loss -0.9007, Sem 0.0228, dir -0.9938, norm 0.0702, swav 0.0000 LR: 3.485e-02 Score 99.099 Data time: 0.2815, Forward time: 2.2608, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 5.3817 [2020-11-08 09:57:30,691][root][INFO] - ===> Epoch[3452](3452/1): Loss -0.9016, Sem 0.0253, dir -0.9938, norm 0.0670, swav 0.0000 LR: 3.483e-02 Score 99.016 Data time: 0.2086, Forward time: 2.2608, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 4.4457 [2020-11-08 09:57:35,846][root][INFO] - ===> Epoch[3453](3453/1): Loss -0.8967, Sem 0.0252, dir -0.9934, norm 0.0714, swav 0.0000 LR: 3.481e-02 Score 99.022 Data time: 0.1914, Forward time: 2.2607, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 5.0461 [2020-11-08 09:57:41,279][root][INFO] - ===> Epoch[3454](3454/1): Loss -0.8956, Sem 0.0241, dir -0.9925, norm 0.0728, swav 0.0000 LR: 3.478e-02 Score 99.062 Data time: 0.1892, Forward time: 2.2606, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 5.3229 [2020-11-08 09:57:46,134][root][INFO] - ===> Epoch[3455](3455/1): Loss -0.8989, Sem 0.0240, dir -0.9932, norm 0.0702, swav 0.0000 LR: 3.476e-02 Score 99.070 Data time: 0.1883, Forward time: 2.2606, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 4.7630 [2020-11-08 09:57:51,081][root][INFO] - ===> Epoch[3456](3456/1): Loss -0.8987, Sem 0.0235, dir -0.9934, norm 0.0712, swav 0.0000 LR: 3.474e-02 Score 99.072 Data time: 0.2100, Forward time: 2.2605, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 4.8579 [2020-11-08 09:57:56,119][root][INFO] - ===> Epoch[3457](3457/1): Loss -0.9046, Sem 0.0219, dir -0.9940, norm 0.0675, swav 0.0000 LR: 3.472e-02 Score 99.143 Data time: 0.2412, Forward time: 2.2606, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 4.9189 [2020-11-08 09:58:00,943][root][INFO] - ===> Epoch[3458](3458/1): Loss -0.8962, Sem 0.0245, dir -0.9931, norm 0.0723, swav 0.0000 LR: 3.470e-02 Score 99.047 Data time: 0.2380, Forward time: 2.2606, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.6895 [2020-11-08 09:58:05,682][root][INFO] - ===> Epoch[3459](3459/1): Loss -0.8997, Sem 0.0242, dir -0.9925, norm 0.0685, swav 0.0000 LR: 3.468e-02 Score 99.063 Data time: 0.1954, Forward time: 2.2606, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.6123 [2020-11-08 09:58:10,507][root][INFO] - ===> Epoch[3460](3460/1): Loss -0.8967, Sem 0.0244, dir -0.9934, norm 0.0723, swav 0.0000 LR: 3.466e-02 Score 99.049 Data time: 0.2307, Forward time: 2.2606, Backward time: 2.4213, DDP time: 0.0051, Total iter time: 4.7048 [2020-11-08 09:58:15,887][root][INFO] - ===> Epoch[3461](3461/1): Loss -0.9004, Sem 0.0243, dir -0.9939, norm 0.0691, swav 0.0000 LR: 3.464e-02 Score 99.048 Data time: 0.2242, Forward time: 2.2606, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 5.2582 [2020-11-08 09:58:20,972][root][INFO] - ===> Epoch[3462](3462/1): Loss -0.9022, Sem 0.0235, dir -0.9935, norm 0.0679, swav 0.0000 LR: 3.462e-02 Score 99.074 Data time: 0.1626, Forward time: 2.2604, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 4.9615 [2020-11-08 09:58:25,962][root][INFO] - ===> Epoch[3463](3463/1): Loss -0.9008, Sem 0.0241, dir -0.9939, norm 0.0690, swav 0.0000 LR: 3.460e-02 Score 99.057 Data time: 0.2048, Forward time: 2.2604, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 4.9115 [2020-11-08 09:58:30,786][root][INFO] - ===> Epoch[3464](3464/1): Loss -0.9029, Sem 0.0228, dir -0.9937, norm 0.0681, swav 0.0000 LR: 3.458e-02 Score 99.110 Data time: 0.2504, Forward time: 2.2604, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.7080 [2020-11-08 09:58:35,676][root][INFO] - ===> Epoch[3465](3465/1): Loss -0.8971, Sem 0.0242, dir -0.9938, norm 0.0724, swav 0.0000 LR: 3.456e-02 Score 99.049 Data time: 0.2146, Forward time: 2.2604, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.7496 [2020-11-08 09:58:41,349][root][INFO] - ===> Epoch[3466](3466/1): Loss -0.9021, Sem 0.0245, dir -0.9937, norm 0.0671, swav 0.0000 LR: 3.454e-02 Score 99.038 Data time: 0.2350, Forward time: 2.2605, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 5.5445 [2020-11-08 09:58:46,700][root][INFO] - ===> Epoch[3467](3467/1): Loss -0.9069, Sem 0.0232, dir -0.9940, norm 0.0639, swav 0.0000 LR: 3.452e-02 Score 99.089 Data time: 0.1962, Forward time: 2.2604, Backward time: 2.4217, DDP time: 0.0051, Total iter time: 5.2114 [2020-11-08 09:58:51,690][root][INFO] - ===> Epoch[3468](3468/1): Loss -0.9062, Sem 0.0237, dir -0.9940, norm 0.0641, swav 0.0000 LR: 3.450e-02 Score 99.071 Data time: 0.2372, Forward time: 2.2604, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 4.8735 [2020-11-08 09:58:56,972][root][INFO] - ===> Epoch[3469](3469/1): Loss -0.8985, Sem 0.0249, dir -0.9937, norm 0.0702, swav 0.0000 LR: 3.448e-02 Score 99.029 Data time: 0.1924, Forward time: 2.2604, Backward time: 2.4217, DDP time: 0.0051, Total iter time: 5.1521 [2020-11-08 09:59:01,509][root][INFO] - ===> Epoch[3470](3470/1): Loss -0.9067, Sem 0.0232, dir -0.9942, norm 0.0642, swav 0.0000 LR: 3.446e-02 Score 99.090 Data time: 0.1905, Forward time: 2.2602, Backward time: 2.4217, DDP time: 0.0051, Total iter time: 4.4116 [2020-11-08 09:59:06,381][root][INFO] - ===> Epoch[3471](3471/1): Loss -0.9004, Sem 0.0250, dir -0.9935, norm 0.0681, swav 0.0000 LR: 3.444e-02 Score 99.032 Data time: 0.2693, Forward time: 2.2603, Backward time: 2.4216, DDP time: 0.0051, Total iter time: 4.7980 [2020-11-08 09:59:11,508][root][INFO] - ===> Epoch[3472](3472/1): Loss -0.8961, Sem 0.0244, dir -0.9934, norm 0.0728, swav 0.0000 LR: 3.442e-02 Score 99.039 Data time: 0.2488, Forward time: 2.2604, Backward time: 2.4215, DDP time: 0.0051, Total iter time: 5.0026 [2020-11-08 09:59:16,527][root][INFO] - ===> Epoch[3473](3473/1): Loss -0.9020, Sem 0.0236, dir -0.9932, norm 0.0676, swav 0.0000 LR: 3.440e-02 Score 99.071 Data time: 0.2342, Forward time: 2.2605, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.8892 [2020-11-08 09:59:21,331][root][INFO] - ===> Epoch[3474](3474/1): Loss -0.8946, Sem 0.0236, dir -0.9924, norm 0.0741, swav 0.0000 LR: 3.438e-02 Score 99.078 Data time: 0.2174, Forward time: 2.2604, Backward time: 2.4214, DDP time: 0.0051, Total iter time: 4.6665 [2020-11-08 09:59:26,243][root][INFO] - ===> Epoch[3475](3475/1): Loss -0.9047, Sem 0.0243, dir -0.9947, norm 0.0657, swav 0.0000 LR: 3.436e-02 Score 99.050 Data time: 0.2261, Forward time: 2.2605, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.7806 [2020-11-08 09:59:31,120][root][INFO] - ===> Epoch[3476](3476/1): Loss -0.8993, Sem 0.0253, dir -0.9937, norm 0.0691, swav 0.0000 LR: 3.434e-02 Score 99.007 Data time: 0.2189, Forward time: 2.2605, Backward time: 2.4212, DDP time: 0.0051, Total iter time: 4.7389 [2020-11-08 09:59:36,075][root][INFO] - ===> Epoch[3477](3477/1): Loss -0.8990, Sem 0.0239, dir -0.9937, norm 0.0709, swav 0.0000 LR: 3.432e-02 Score 99.062 Data time: 0.2505, Forward time: 2.2606, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.8426 [2020-11-08 09:59:40,808][root][INFO] - ===> Epoch[3478](3478/1): Loss -0.8955, Sem 0.0256, dir -0.9935, norm 0.0724, swav 0.0000 LR: 3.430e-02 Score 99.011 Data time: 0.1764, Forward time: 2.2605, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.5989 [2020-11-08 09:59:45,547][root][INFO] - ===> Epoch[3479](3479/1): Loss -0.8963, Sem 0.0248, dir -0.9936, norm 0.0725, swav 0.0000 LR: 3.428e-02 Score 99.038 Data time: 0.2107, Forward time: 2.2606, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 4.6514 [2020-11-08 09:59:50,133][root][INFO] - ===> Epoch[3480](3480/1): Loss -0.9046, Sem 0.0238, dir -0.9941, norm 0.0657, swav 0.0000 LR: 3.426e-02 Score 99.060 Data time: 0.1993, Forward time: 2.2605, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 4.4641 [2020-11-08 09:59:55,619][root][INFO] - ===> Epoch[3481](3481/1): Loss -0.8928, Sem 0.0229, dir -0.9932, norm 0.0775, swav 0.0000 LR: 3.424e-02 Score 99.105 Data time: 0.2055, Forward time: 2.2605, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 5.3773 [2020-11-08 10:00:00,685][root][INFO] - ===> Epoch[3482](3482/1): Loss -0.9016, Sem 0.0245, dir -0.9941, norm 0.0679, swav 0.0000 LR: 3.422e-02 Score 99.036 Data time: 0.2013, Forward time: 2.2604, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.9518 [2020-11-08 10:00:06,044][root][INFO] - ===> Epoch[3483](3483/1): Loss -0.8983, Sem 0.0233, dir -0.9938, norm 0.0721, swav 0.0000 LR: 3.420e-02 Score 99.088 Data time: 0.2140, Forward time: 2.2604, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 5.2453 [2020-11-08 10:00:10,951][root][INFO] - ===> Epoch[3484](3484/1): Loss -0.9002, Sem 0.0242, dir -0.9939, norm 0.0696, swav 0.0000 LR: 3.418e-02 Score 99.067 Data time: 0.2302, Forward time: 2.2605, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 4.7696 [2020-11-08 10:00:15,673][root][INFO] - ===> Epoch[3485](3485/1): Loss -0.9013, Sem 0.0243, dir -0.9936, norm 0.0680, swav 0.0000 LR: 3.416e-02 Score 99.060 Data time: 0.1937, Forward time: 2.2604, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 4.5817 [2020-11-08 10:00:20,249][root][INFO] - ===> Epoch[3486](3486/1): Loss -0.8996, Sem 0.0243, dir -0.9940, norm 0.0702, swav 0.0000 LR: 3.414e-02 Score 99.052 Data time: 0.2241, Forward time: 2.2604, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 4.4676 [2020-11-08 10:00:25,099][root][INFO] - ===> Epoch[3487](3487/1): Loss -0.9061, Sem 0.0243, dir -0.9948, norm 0.0643, swav 0.0000 LR: 3.412e-02 Score 99.045 Data time: 0.2117, Forward time: 2.2604, Backward time: 2.4208, DDP time: 0.0051, Total iter time: 4.7359 [2020-11-08 10:00:30,452][root][INFO] - ===> Epoch[3488](3488/1): Loss -0.9019, Sem 0.0225, dir -0.9940, norm 0.0696, swav 0.0000 LR: 3.410e-02 Score 99.120 Data time: 0.1968, Forward time: 2.2604, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 5.2436 [2020-11-08 10:00:35,655][root][INFO] - ===> Epoch[3489](3489/1): Loss -0.8984, Sem 0.0245, dir -0.9936, norm 0.0707, swav 0.0000 LR: 3.408e-02 Score 99.040 Data time: 0.1956, Forward time: 2.2603, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 5.1096 [2020-11-08 10:00:40,213][root][INFO] - ===> Epoch[3490](3490/1): Loss -0.8973, Sem 0.0253, dir -0.9937, norm 0.0712, swav 0.0000 LR: 3.406e-02 Score 99.016 Data time: 0.2356, Forward time: 2.2603, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 4.4449 [2020-11-08 10:00:44,997][root][INFO] - ===> Epoch[3491](3491/1): Loss -0.9031, Sem 0.0240, dir -0.9939, norm 0.0668, swav 0.0000 LR: 3.404e-02 Score 99.063 Data time: 0.1572, Forward time: 2.2602, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 4.6664 [2020-11-08 10:00:49,612][root][INFO] - ===> Epoch[3492](3492/1): Loss -0.8994, Sem 0.0243, dir -0.9935, norm 0.0698, swav 0.0000 LR: 3.401e-02 Score 99.053 Data time: 0.2079, Forward time: 2.2602, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 4.5191 [2020-11-08 10:00:54,027][root][INFO] - ===> Epoch[3493](3493/1): Loss -0.8934, Sem 0.0251, dir -0.9938, norm 0.0754, swav 0.0000 LR: 3.399e-02 Score 99.018 Data time: 0.1784, Forward time: 2.2601, Backward time: 2.4208, DDP time: 0.0051, Total iter time: 4.2983 [2020-11-08 10:00:59,191][root][INFO] - ===> Epoch[3494](3494/1): Loss -0.9023, Sem 0.0236, dir -0.9940, norm 0.0681, swav 0.0000 LR: 3.397e-02 Score 99.072 Data time: 0.1965, Forward time: 2.2600, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 5.0524 [2020-11-08 10:01:03,772][root][INFO] - ===> Epoch[3495](3495/1): Loss -0.8897, Sem 0.0247, dir -0.9924, norm 0.0780, swav 0.0000 LR: 3.395e-02 Score 99.039 Data time: 0.2015, Forward time: 2.2599, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 4.4444 [2020-11-08 10:01:08,541][root][INFO] - ===> Epoch[3496](3496/1): Loss -0.9008, Sem 0.0250, dir -0.9935, norm 0.0677, swav 0.0000 LR: 3.393e-02 Score 99.020 Data time: 0.2429, Forward time: 2.2600, Backward time: 2.4207, DDP time: 0.0051, Total iter time: 4.6714 [2020-11-08 10:01:14,108][root][INFO] - ===> Epoch[3497](3497/1): Loss -0.9077, Sem 0.0226, dir -0.9941, norm 0.0638, swav 0.0000 LR: 3.391e-02 Score 99.111 Data time: 0.2541, Forward time: 2.2601, Backward time: 2.4208, DDP time: 0.0051, Total iter time: 5.4251 [2020-11-08 10:01:19,264][root][INFO] - ===> Epoch[3498](3498/1): Loss -0.8978, Sem 0.0243, dir -0.9938, norm 0.0717, swav 0.0000 LR: 3.389e-02 Score 99.047 Data time: 0.2473, Forward time: 2.2602, Backward time: 2.4207, DDP time: 0.0051, Total iter time: 5.0221 [2020-11-08 10:01:24,641][root][INFO] - ===> Epoch[3499](3499/1): Loss -0.8956, Sem 0.0245, dir -0.9935, norm 0.0733, swav 0.0000 LR: 3.387e-02 Score 99.036 Data time: 0.1599, Forward time: 2.2600, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 5.2334 [2020-11-08 10:01:30,177][root][INFO] - ===> Epoch[3500](3500/1): Loss -0.8906, Sem 0.0254, dir -0.9927, norm 0.0766, swav 0.0000 LR: 3.385e-02 Score 99.022 Data time: 0.1871, Forward time: 2.2599, Backward time: 2.4211, DDP time: 0.0051, Total iter time: 5.4343 [2020-11-08 10:01:30,917][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 10:01:31,154][root][INFO] - ===> Start testing [2020-11-08 10:02:58,459][root][INFO] - 101/312: Data time: 0.0063, Iter time: 0.2054 Loss 1.851 (AVG: 2.382) Score 77.067 (AVG: 73.220) mIOU 27.675 mAP 39.613 mAcc 37.714 IOU: 69.310 93.454 15.673 46.791 59.545 36.224 41.021 29.656 5.720 33.894 12.969 13.112 25.797 40.614 13.483 0.000 0.000 8.365 0.000 7.865 mAP: 71.687 93.905 20.841 54.825 70.276 74.701 52.529 42.899 17.388 37.482 33.850 26.486 37.635 47.590 25.587 8.572 8.980 33.399 11.030 22.607 mAcc: 89.163 98.361 23.697 51.211 75.288 47.380 66.480 44.098 6.144 50.880 25.115 28.867 48.119 49.866 29.442 0.000 0.000 10.407 0.000 9.763 [2020-11-08 10:04:31,677][root][INFO] - 201/312: Data time: 0.0085, Iter time: 0.1283 Loss 5.319 (AVG: 2.376) Score 62.489 (AVG: 73.700) mIOU 29.297 mAP 40.456 mAcc 40.004 IOU: 69.080 93.968 19.718 42.949 62.311 40.201 44.848 29.264 4.738 40.516 14.343 19.017 27.500 37.661 18.965 0.000 0.000 12.088 0.000 8.766 mAP: 70.585 94.633 24.681 49.695 68.508 70.098 54.220 42.393 15.201 41.780 36.065 31.414 38.135 46.826 36.687 8.866 8.014 36.077 9.671 25.564 mAcc: 90.086 98.541 27.295 51.512 77.353 54.538 69.592 42.583 5.101 57.348 28.272 38.536 45.676 50.461 37.277 0.000 0.000 15.279 0.000 10.639 [2020-11-08 10:06:02,455][root][INFO] - 301/312: Data time: 0.0056, Iter time: 0.2161 Loss 3.163 (AVG: 2.509) Score 67.082 (AVG: 72.736) mIOU 28.792 mAP 39.668 mAcc 39.470 IOU: 68.308 93.533 20.898 44.921 61.715 42.192 42.082 29.320 5.273 37.336 15.701 20.124 27.156 32.751 15.162 0.000 0.000 10.655 0.000 8.706 mAP: 70.053 94.250 26.859 51.149 67.166 65.101 52.852 41.674 15.281 43.129 33.505 31.539 40.117 40.215 33.489 8.724 8.057 33.180 10.523 26.503 mAcc: 90.220 98.486 28.523 53.371 77.613 54.807 68.983 43.277 5.727 52.665 31.072 39.650 43.939 43.830 33.238 0.000 0.000 13.687 0.000 10.322 [2020-11-08 10:06:12,834][root][INFO] - 312/312: Data time: 0.0037, Iter time: 0.3328 Loss 3.614 (AVG: 2.529) Score 61.258 (AVG: 72.730) mIOU 29.015 mAP 39.858 mAcc 39.700 IOU: 68.307 93.445 20.393 46.379 61.872 42.723 42.302 29.635 5.113 37.879 15.590 19.869 28.006 34.442 14.626 0.000 0.000 11.150 0.000 8.568 mAP: 69.864 94.324 26.832 52.140 67.324 65.358 53.581 42.196 15.351 43.748 33.354 32.004 40.215 41.354 32.849 8.581 7.966 33.486 10.519 26.124 mAcc: 90.283 98.458 27.720 54.433 77.938 55.029 69.395 44.046 5.528 53.344 31.373 39.263 44.672 46.017 31.977 0.000 0.000 14.305 0.000 10.231 [2020-11-08 10:06:12,837][root][INFO] - Finished test. Elapsed time: 281.6789 [2020-11-08 10:06:25,809][root][INFO] - [2020-11-08 10:06:25,810][root][INFO] - ################################################################ [2020-11-08 10:06:25,810][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 10:06:25,810][root][INFO] - ################################################################ [2020-11-08 10:06:25,810][root][INFO] - cabinet : 0.009 0.031 0.109 [2020-11-08 10:06:25,810][root][INFO] - bed : 0.181 0.386 0.497 [2020-11-08 10:06:25,810][root][INFO] - chair : 0.436 0.621 0.720 [2020-11-08 10:06:25,810][root][INFO] - sofa : 0.213 0.422 0.572 [2020-11-08 10:06:25,810][root][INFO] - table : 0.103 0.183 0.311 [2020-11-08 10:06:25,811][root][INFO] - door : 0.084 0.170 0.291 [2020-11-08 10:06:25,811][root][INFO] - window : 0.000 0.000 0.014 [2020-11-08 10:06:25,811][root][INFO] - bookshelf : 0.011 0.031 0.157 [2020-11-08 10:06:25,811][root][INFO] - picture : 0.034 0.080 0.166 [2020-11-08 10:06:25,811][root][INFO] - counter : 0.000 0.001 0.047 [2020-11-08 10:06:25,811][root][INFO] - desk : 0.004 0.023 0.279 [2020-11-08 10:06:25,811][root][INFO] - curtain : 0.035 0.094 0.189 [2020-11-08 10:06:25,811][root][INFO] - refrigerator : 0.062 0.130 0.219 [2020-11-08 10:06:25,811][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 10:06:25,811][root][INFO] - toilet : 0.000 0.000 0.000 [2020-11-08 10:06:25,811][root][INFO] - sink : 0.008 0.031 0.110 [2020-11-08 10:06:25,811][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-08 10:06:25,811][root][INFO] - otherfurniture : 0.062 0.092 0.154 [2020-11-08 10:06:25,811][root][INFO] - ---------------------------------------------------------------- [2020-11-08 10:06:25,811][root][INFO] - average : 0.069 0.128 0.213 [2020-11-08 10:06:25,811][root][INFO] - [2020-11-08 10:06:26,086][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 10:06:26,088][root][INFO] - Current best mIoU: 29.305 at iter 2500 [2020-11-08 10:06:30,013][root][INFO] - ===> Epoch[3501](3501/1): Loss -0.8945, Sem 0.0239, dir -0.9932, norm 0.0749, swav 0.0000 LR: 3.383e-02 Score 99.067 Data time: 0.2060, Forward time: 2.2598, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 3.9172 [2020-11-08 10:06:35,349][root][INFO] - ===> Epoch[3502](3502/1): Loss -0.9064, Sem 0.0222, dir -0.9943, norm 0.0657, swav 0.0000 LR: 3.381e-02 Score 99.139 Data time: 0.2737, Forward time: 2.2599, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 5.2140 [2020-11-08 10:06:40,839][root][INFO] - ===> Epoch[3503](3503/1): Loss -0.8974, Sem 0.0250, dir -0.9933, norm 0.0709, swav 0.0000 LR: 3.379e-02 Score 99.023 Data time: 0.2370, Forward time: 2.2600, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 5.3569 [2020-11-08 10:06:45,697][root][INFO] - ===> Epoch[3504](3504/1): Loss -0.8972, Sem 0.0249, dir -0.9931, norm 0.0710, swav 0.0000 LR: 3.377e-02 Score 99.043 Data time: 0.1947, Forward time: 2.2599, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 4.7219 [2020-11-08 10:06:50,823][root][INFO] - ===> Epoch[3505](3505/1): Loss -0.9024, Sem 0.0237, dir -0.9947, norm 0.0686, swav 0.0000 LR: 3.375e-02 Score 99.074 Data time: 0.2130, Forward time: 2.2599, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 5.0305 [2020-11-08 10:06:55,909][root][INFO] - ===> Epoch[3506](3506/1): Loss -0.9014, Sem 0.0237, dir -0.9941, norm 0.0689, swav 0.0000 LR: 3.373e-02 Score 99.091 Data time: 0.2087, Forward time: 2.2599, Backward time: 2.4210, DDP time: 0.0051, Total iter time: 4.9650 [2020-11-08 10:07:00,773][root][INFO] - ===> Epoch[3507](3507/1): Loss -0.9007, Sem 0.0242, dir -0.9938, norm 0.0690, swav 0.0000 LR: 3.371e-02 Score 99.061 Data time: 0.2272, Forward time: 2.2600, Backward time: 2.4209, DDP time: 0.0051, Total iter time: 4.7644 [2020-11-08 10:07:05,408][root][INFO] - ===> Epoch[3508](3508/1): Loss -0.8992, Sem 0.0234, dir -0.9935, norm 0.0709, swav 0.0000 LR: 3.369e-02 Score 99.085 Data time: 0.1934, Forward time: 2.2599, Backward time: 2.4208, DDP time: 0.0051, Total iter time: 4.5023 [2020-11-08 10:07:09,931][root][INFO] - ===> Epoch[3509](3509/1): Loss -0.8957, Sem 0.0241, dir -0.9933, norm 0.0734, swav 0.0000 LR: 3.367e-02 Score 99.061 Data time: 0.2420, Forward time: 2.2599, Backward time: 2.4206, DDP time: 0.0051, Total iter time: 4.4204 [2020-11-08 10:07:15,037][root][INFO] - ===> Epoch[3510](3510/1): Loss -0.9088, Sem 0.0224, dir -0.9945, norm 0.0633, swav 0.0000 LR: 3.365e-02 Score 99.119 Data time: 0.2592, Forward time: 2.2600, Backward time: 2.4205, DDP time: 0.0051, Total iter time: 4.9782 [2020-11-08 10:07:19,604][root][INFO] - ===> Epoch[3511](3511/1): Loss -0.8972, Sem 0.0262, dir -0.9929, norm 0.0695, swav 0.0000 LR: 3.363e-02 Score 98.973 Data time: 0.2119, Forward time: 2.2600, Backward time: 2.4204, DDP time: 0.0051, Total iter time: 4.4387 [2020-11-08 10:07:24,782][root][INFO] - ===> Epoch[3512](3512/1): Loss -0.8923, Sem 0.0245, dir -0.9929, norm 0.0761, swav 0.0000 LR: 3.361e-02 Score 99.047 Data time: 0.2454, Forward time: 2.2601, Backward time: 2.4203, DDP time: 0.0051, Total iter time: 5.0633 [2020-11-08 10:07:29,671][root][INFO] - ===> Epoch[3513](3513/1): Loss -0.9035, Sem 0.0246, dir -0.9939, norm 0.0658, swav 0.0000 LR: 3.359e-02 Score 99.055 Data time: 0.1991, Forward time: 2.2601, Backward time: 2.4203, DDP time: 0.0051, Total iter time: 4.7262 [2020-11-08 10:07:35,109][root][INFO] - ===> Epoch[3514](3514/1): Loss -0.8985, Sem 0.0238, dir -0.9933, norm 0.0709, swav 0.0000 LR: 3.357e-02 Score 99.071 Data time: 0.1989, Forward time: 2.2601, Backward time: 2.4205, DDP time: 0.0051, Total iter time: 5.3125 [2020-11-08 10:07:40,355][root][INFO] - ===> Epoch[3515](3515/1): Loss -0.8964, Sem 0.0255, dir -0.9933, norm 0.0713, swav 0.0000 LR: 3.355e-02 Score 99.001 Data time: 0.1761, Forward time: 2.2600, Backward time: 2.4206, DDP time: 0.0051, Total iter time: 5.1398 [2020-11-08 10:07:45,072][root][INFO] - ===> Epoch[3516](3516/1): Loss -0.9035, Sem 0.0226, dir -0.9937, norm 0.0676, swav 0.0000 LR: 3.353e-02 Score 99.108 Data time: 0.1905, Forward time: 2.2599, Backward time: 2.4206, DDP time: 0.0051, Total iter time: 4.6139 [2020-11-08 10:07:49,802][root][INFO] - ===> Epoch[3517](3517/1): Loss -0.9057, Sem 0.0232, dir -0.9942, norm 0.0653, swav 0.0000 LR: 3.351e-02 Score 99.092 Data time: 0.2332, Forward time: 2.2599, Backward time: 2.4205, DDP time: 0.0051, Total iter time: 4.6208 [2020-11-08 10:07:54,646][root][INFO] - ===> Epoch[3518](3518/1): Loss -0.8973, Sem 0.0249, dir -0.9933, norm 0.0710, swav 0.0000 LR: 3.349e-02 Score 99.035 Data time: 0.2393, Forward time: 2.2600, Backward time: 2.4204, DDP time: 0.0051, Total iter time: 4.7084 [2020-11-08 10:07:59,932][root][INFO] - ===> Epoch[3519](3519/1): Loss -0.9032, Sem 0.0239, dir -0.9946, norm 0.0676, swav 0.0000 LR: 3.347e-02 Score 99.062 Data time: 0.2120, Forward time: 2.2600, Backward time: 2.4204, DDP time: 0.0051, Total iter time: 5.1563 [2020-11-08 10:08:04,637][root][INFO] - ===> Epoch[3520](3520/1): Loss -0.9026, Sem 0.0241, dir -0.9930, norm 0.0662, swav 0.0000 LR: 3.345e-02 Score 99.063 Data time: 0.2293, Forward time: 2.2600, Backward time: 2.4203, DDP time: 0.0051, Total iter time: 4.5536 [2020-11-08 10:08:09,847][root][INFO] - ===> Epoch[3521](3521/1): Loss -0.9027, Sem 0.0242, dir -0.9936, norm 0.0667, swav 0.0000 LR: 3.343e-02 Score 99.065 Data time: 0.2239, Forward time: 2.2601, Backward time: 2.4202, DDP time: 0.0051, Total iter time: 5.0662 [2020-11-08 10:08:14,444][root][INFO] - ===> Epoch[3522](3522/1): Loss -0.8970, Sem 0.0239, dir -0.9929, norm 0.0720, swav 0.0000 LR: 3.341e-02 Score 99.059 Data time: 0.2278, Forward time: 2.2601, Backward time: 2.4201, DDP time: 0.0051, Total iter time: 4.4673 [2020-11-08 10:08:19,575][root][INFO] - ===> Epoch[3523](3523/1): Loss -0.8942, Sem 0.0242, dir -0.9928, norm 0.0744, swav 0.0000 LR: 3.339e-02 Score 99.061 Data time: 0.2289, Forward time: 2.2601, Backward time: 2.4201, DDP time: 0.0051, Total iter time: 4.9881 [2020-11-08 10:08:24,413][root][INFO] - ===> Epoch[3524](3524/1): Loss -0.9004, Sem 0.0240, dir -0.9939, norm 0.0695, swav 0.0000 LR: 3.337e-02 Score 99.058 Data time: 0.2431, Forward time: 2.2601, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 4.6962 [2020-11-08 10:08:29,215][root][INFO] - ===> Epoch[3525](3525/1): Loss -0.8989, Sem 0.0238, dir -0.9935, norm 0.0709, swav 0.0000 LR: 3.334e-02 Score 99.071 Data time: 0.2006, Forward time: 2.2601, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 4.6490 [2020-11-08 10:08:33,589][root][INFO] - ===> Epoch[3526](3526/1): Loss -0.8952, Sem 0.0238, dir -0.9938, norm 0.0747, swav 0.0000 LR: 3.332e-02 Score 99.078 Data time: 0.2039, Forward time: 2.2600, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.2479 [2020-11-08 10:08:38,747][root][INFO] - ===> Epoch[3527](3527/1): Loss -0.9026, Sem 0.0231, dir -0.9938, norm 0.0681, swav 0.0000 LR: 3.330e-02 Score 99.101 Data time: 0.1951, Forward time: 2.2599, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 5.0388 [2020-11-08 10:08:43,707][root][INFO] - ===> Epoch[3528](3528/1): Loss -0.9020, Sem 0.0236, dir -0.9931, norm 0.0675, swav 0.0000 LR: 3.328e-02 Score 99.074 Data time: 0.2237, Forward time: 2.2600, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 4.8530 [2020-11-08 10:08:48,464][root][INFO] - ===> Epoch[3529](3529/1): Loss -0.8999, Sem 0.0241, dir -0.9931, norm 0.0690, swav 0.0000 LR: 3.326e-02 Score 99.061 Data time: 0.2347, Forward time: 2.2600, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.6392 [2020-11-08 10:08:54,048][root][INFO] - ===> Epoch[3530](3530/1): Loss -0.9031, Sem 0.0244, dir -0.9936, norm 0.0660, swav 0.0000 LR: 3.324e-02 Score 99.050 Data time: 0.2092, Forward time: 2.2600, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 5.4661 [2020-11-08 10:08:58,731][root][INFO] - ===> Epoch[3531](3531/1): Loss -0.9035, Sem 0.0228, dir -0.9936, norm 0.0673, swav 0.0000 LR: 3.322e-02 Score 99.107 Data time: 0.2217, Forward time: 2.2600, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.5551 [2020-11-08 10:09:03,511][root][INFO] - ===> Epoch[3532](3532/1): Loss -0.9076, Sem 0.0245, dir -0.9945, norm 0.0625, swav 0.0000 LR: 3.320e-02 Score 99.049 Data time: 0.2118, Forward time: 2.2600, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 4.6573 [2020-11-08 10:09:08,729][root][INFO] - ===> Epoch[3533](3533/1): Loss -0.9027, Sem 0.0236, dir -0.9940, norm 0.0677, swav 0.0000 LR: 3.318e-02 Score 99.081 Data time: 0.2188, Forward time: 2.2600, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 5.0882 [2020-11-08 10:09:13,406][root][INFO] - ===> Epoch[3534](3534/1): Loss -0.9059, Sem 0.0230, dir -0.9938, norm 0.0649, swav 0.0000 LR: 3.316e-02 Score 99.106 Data time: 0.2159, Forward time: 2.2600, Backward time: 2.4196, DDP time: 0.0051, Total iter time: 4.5263 [2020-11-08 10:09:18,290][root][INFO] - ===> Epoch[3535](3535/1): Loss -0.9066, Sem 0.0231, dir -0.9939, norm 0.0641, swav 0.0000 LR: 3.314e-02 Score 99.085 Data time: 0.2109, Forward time: 2.2600, Backward time: 2.4196, DDP time: 0.0051, Total iter time: 4.7381 [2020-11-08 10:09:23,469][root][INFO] - ===> Epoch[3536](3536/1): Loss -0.9103, Sem 0.0214, dir -0.9946, norm 0.0629, swav 0.0000 LR: 3.312e-02 Score 99.152 Data time: 0.2546, Forward time: 2.2601, Backward time: 2.4195, DDP time: 0.0051, Total iter time: 5.0522 [2020-11-08 10:09:28,212][root][INFO] - ===> Epoch[3537](3537/1): Loss -0.9033, Sem 0.0246, dir -0.9938, norm 0.0659, swav 0.0000 LR: 3.310e-02 Score 99.035 Data time: 0.2102, Forward time: 2.2601, Backward time: 2.4194, DDP time: 0.0051, Total iter time: 4.6090 [2020-11-08 10:09:32,972][root][INFO] - ===> Epoch[3538](3538/1): Loss -0.9038, Sem 0.0237, dir -0.9942, norm 0.0667, swav 0.0000 LR: 3.308e-02 Score 99.072 Data time: 0.2111, Forward time: 2.2601, Backward time: 2.4193, DDP time: 0.0051, Total iter time: 4.6492 [2020-11-08 10:09:38,352][root][INFO] - ===> Epoch[3539](3539/1): Loss -0.9027, Sem 0.0241, dir -0.9936, norm 0.0667, swav 0.0000 LR: 3.306e-02 Score 99.057 Data time: 0.2157, Forward time: 2.2601, Backward time: 2.4194, DDP time: 0.0051, Total iter time: 5.2546 [2020-11-08 10:09:43,023][root][INFO] - ===> Epoch[3540](3540/1): Loss -0.9012, Sem 0.0242, dir -0.9936, norm 0.0683, swav 0.0000 LR: 3.304e-02 Score 99.059 Data time: 0.1988, Forward time: 2.2601, Backward time: 2.4194, DDP time: 0.0051, Total iter time: 4.5708 [2020-11-08 10:09:47,502][root][INFO] - ===> Epoch[3541](3541/1): Loss -0.9048, Sem 0.0240, dir -0.9941, norm 0.0653, swav 0.0000 LR: 3.302e-02 Score 99.064 Data time: 0.1955, Forward time: 2.2600, Backward time: 2.4193, DDP time: 0.0051, Total iter time: 4.3656 [2020-11-08 10:09:52,295][root][INFO] - ===> Epoch[3542](3542/1): Loss -0.9027, Sem 0.0233, dir -0.9935, norm 0.0675, swav 0.0000 LR: 3.300e-02 Score 99.092 Data time: 0.1947, Forward time: 2.2599, Backward time: 2.4193, DDP time: 0.0051, Total iter time: 4.6849 [2020-11-08 10:09:57,182][root][INFO] - ===> Epoch[3543](3543/1): Loss -0.9034, Sem 0.0237, dir -0.9935, norm 0.0664, swav 0.0000 LR: 3.298e-02 Score 99.081 Data time: 0.2192, Forward time: 2.2599, Backward time: 2.4193, DDP time: 0.0051, Total iter time: 4.7670 [2020-11-08 10:10:02,570][root][INFO] - ===> Epoch[3544](3544/1): Loss -0.9021, Sem 0.0237, dir -0.9946, norm 0.0689, swav 0.0000 LR: 3.296e-02 Score 99.066 Data time: 0.2386, Forward time: 2.2599, Backward time: 2.4194, DDP time: 0.0051, Total iter time: 5.2869 [2020-11-08 10:10:08,260][root][INFO] - ===> Epoch[3545](3545/1): Loss -0.9006, Sem 0.0239, dir -0.9938, norm 0.0693, swav 0.0000 LR: 3.294e-02 Score 99.063 Data time: 0.2558, Forward time: 2.2599, Backward time: 2.4195, DDP time: 0.0051, Total iter time: 5.5349 [2020-11-08 10:10:13,559][root][INFO] - ===> Epoch[3546](3546/1): Loss -0.9008, Sem 0.0236, dir -0.9931, norm 0.0687, swav 0.0000 LR: 3.292e-02 Score 99.087 Data time: 0.2656, Forward time: 2.2601, Backward time: 2.4194, DDP time: 0.0051, Total iter time: 5.1582 [2020-11-08 10:10:18,467][root][INFO] - ===> Epoch[3547](3547/1): Loss -0.9005, Sem 0.0242, dir -0.9935, norm 0.0688, swav 0.0000 LR: 3.290e-02 Score 99.062 Data time: 0.2393, Forward time: 2.2602, Backward time: 2.4193, DDP time: 0.0051, Total iter time: 4.7685 [2020-11-08 10:10:23,516][root][INFO] - ===> Epoch[3548](3548/1): Loss -0.9074, Sem 0.0225, dir -0.9942, norm 0.0644, swav 0.0000 LR: 3.288e-02 Score 99.124 Data time: 0.2235, Forward time: 2.2602, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 4.9161 [2020-11-08 10:10:28,348][root][INFO] - ===> Epoch[3549](3549/1): Loss -0.9031, Sem 0.0236, dir -0.9938, norm 0.0671, swav 0.0000 LR: 3.286e-02 Score 99.079 Data time: 0.2451, Forward time: 2.2603, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 4.6958 [2020-11-08 10:10:33,597][root][INFO] - ===> Epoch[3550](3550/1): Loss -0.9060, Sem 0.0233, dir -0.9941, norm 0.0648, swav 0.0000 LR: 3.284e-02 Score 99.088 Data time: 0.2180, Forward time: 2.2602, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 5.0954 [2020-11-08 10:10:38,680][root][INFO] - ===> Epoch[3551](3551/1): Loss -0.9078, Sem 0.0238, dir -0.9941, norm 0.0625, swav 0.0000 LR: 3.282e-02 Score 99.059 Data time: 0.2397, Forward time: 2.2603, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 4.9615 [2020-11-08 10:10:44,159][root][INFO] - ===> Epoch[3552](3552/1): Loss -0.9063, Sem 0.0232, dir -0.9941, norm 0.0647, swav 0.0000 LR: 3.280e-02 Score 99.103 Data time: 0.2695, Forward time: 2.2604, Backward time: 2.4190, DDP time: 0.0051, Total iter time: 5.3521 [2020-11-08 10:10:49,245][root][INFO] - ===> Epoch[3553](3553/1): Loss -0.9024, Sem 0.0232, dir -0.9941, norm 0.0685, swav 0.0000 LR: 3.277e-02 Score 99.088 Data time: 0.2020, Forward time: 2.2604, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 4.9485 [2020-11-08 10:10:54,254][root][INFO] - ===> Epoch[3554](3554/1): Loss -0.9067, Sem 0.0226, dir -0.9939, norm 0.0646, swav 0.0000 LR: 3.275e-02 Score 99.104 Data time: 0.2549, Forward time: 2.2605, Backward time: 2.4190, DDP time: 0.0051, Total iter time: 4.8817 [2020-11-08 10:10:59,879][root][INFO] - ===> Epoch[3555](3555/1): Loss -0.9068, Sem 0.0231, dir -0.9941, norm 0.0641, swav 0.0000 LR: 3.273e-02 Score 99.089 Data time: 0.1747, Forward time: 2.2604, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 5.5012 [2020-11-08 10:11:04,634][root][INFO] - ===> Epoch[3556](3556/1): Loss -0.9033, Sem 0.0248, dir -0.9935, norm 0.0654, swav 0.0000 LR: 3.271e-02 Score 99.049 Data time: 0.2399, Forward time: 2.2604, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 4.6418 [2020-11-08 10:11:09,916][root][INFO] - ===> Epoch[3557](3557/1): Loss -0.9068, Sem 0.0236, dir -0.9942, norm 0.0638, swav 0.0000 LR: 3.269e-02 Score 99.087 Data time: 0.2549, Forward time: 2.2605, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 5.1640 [2020-11-08 10:11:15,436][root][INFO] - ===> Epoch[3558](3558/1): Loss -0.9027, Sem 0.0236, dir -0.9943, norm 0.0680, swav 0.0000 LR: 3.267e-02 Score 99.082 Data time: 0.2074, Forward time: 2.2605, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 5.3935 [2020-11-08 10:11:19,992][root][INFO] - ===> Epoch[3559](3559/1): Loss -0.9053, Sem 0.0241, dir -0.9937, norm 0.0643, swav 0.0000 LR: 3.265e-02 Score 99.054 Data time: 0.1982, Forward time: 2.2605, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 4.4340 [2020-11-08 10:11:25,087][root][INFO] - ===> Epoch[3560](3560/1): Loss -0.9060, Sem 0.0232, dir -0.9940, norm 0.0648, swav 0.0000 LR: 3.263e-02 Score 99.092 Data time: 0.2414, Forward time: 2.2605, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 4.9810 [2020-11-08 10:11:30,454][root][INFO] - ===> Epoch[3561](3561/1): Loss -0.9051, Sem 0.0230, dir -0.9943, norm 0.0663, swav 0.0000 LR: 3.261e-02 Score 99.105 Data time: 0.2358, Forward time: 2.2606, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 5.2418 [2020-11-08 10:11:35,362][root][INFO] - ===> Epoch[3562](3562/1): Loss -0.9056, Sem 0.0235, dir -0.9943, norm 0.0652, swav 0.0000 LR: 3.259e-02 Score 99.072 Data time: 0.1749, Forward time: 2.2605, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 4.7612 [2020-11-08 10:11:40,520][root][INFO] - ===> Epoch[3563](3563/1): Loss -0.9077, Sem 0.0228, dir -0.9944, norm 0.0638, swav 0.0000 LR: 3.257e-02 Score 99.099 Data time: 0.2700, Forward time: 2.2605, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 5.0496 [2020-11-08 10:11:45,439][root][INFO] - ===> Epoch[3564](3564/1): Loss -0.9067, Sem 0.0238, dir -0.9944, norm 0.0639, swav 0.0000 LR: 3.255e-02 Score 99.065 Data time: 0.2287, Forward time: 2.2605, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 4.7729 [2020-11-08 10:11:50,700][root][INFO] - ===> Epoch[3565](3565/1): Loss -0.9077, Sem 0.0241, dir -0.9942, norm 0.0624, swav 0.0000 LR: 3.253e-02 Score 99.058 Data time: 0.2437, Forward time: 2.2606, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 5.1399 [2020-11-08 10:11:55,789][root][INFO] - ===> Epoch[3566](3566/1): Loss -0.9048, Sem 0.0235, dir -0.9940, norm 0.0657, swav 0.0000 LR: 3.251e-02 Score 99.082 Data time: 0.2134, Forward time: 2.2606, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 4.9565 [2020-11-08 10:12:01,110][root][INFO] - ===> Epoch[3567](3567/1): Loss -0.9056, Sem 0.0234, dir -0.9942, norm 0.0652, swav 0.0000 LR: 3.249e-02 Score 99.088 Data time: 0.2052, Forward time: 2.2605, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 5.1908 [2020-11-08 10:12:05,838][root][INFO] - ===> Epoch[3568](3568/1): Loss -0.9037, Sem 0.0243, dir -0.9939, norm 0.0659, swav 0.0000 LR: 3.247e-02 Score 99.054 Data time: 0.1965, Forward time: 2.2605, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 4.6300 [2020-11-08 10:12:10,764][root][INFO] - ===> Epoch[3569](3569/1): Loss -0.9072, Sem 0.0229, dir -0.9939, norm 0.0637, swav 0.0000 LR: 3.245e-02 Score 99.104 Data time: 0.2183, Forward time: 2.2605, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 4.8249 [2020-11-08 10:12:16,110][root][INFO] - ===> Epoch[3570](3570/1): Loss -0.9019, Sem 0.0228, dir -0.9932, norm 0.0684, swav 0.0000 LR: 3.243e-02 Score 99.113 Data time: 0.2010, Forward time: 2.2604, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 5.2329 [2020-11-08 10:12:21,219][root][INFO] - ===> Epoch[3571](3571/1): Loss -0.9075, Sem 0.0237, dir -0.9943, norm 0.0631, swav 0.0000 LR: 3.241e-02 Score 99.074 Data time: 0.2105, Forward time: 2.2604, Backward time: 2.4193, DDP time: 0.0051, Total iter time: 4.9869 [2020-11-08 10:12:25,894][root][INFO] - ===> Epoch[3572](3572/1): Loss -0.8992, Sem 0.0229, dir -0.9938, norm 0.0717, swav 0.0000 LR: 3.239e-02 Score 99.104 Data time: 0.2371, Forward time: 2.2604, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 4.5621 [2020-11-08 10:12:30,778][root][INFO] - ===> Epoch[3573](3573/1): Loss -0.9017, Sem 0.0245, dir -0.9937, norm 0.0676, swav 0.0000 LR: 3.237e-02 Score 99.040 Data time: 0.2420, Forward time: 2.2605, Backward time: 2.4190, DDP time: 0.0051, Total iter time: 4.7452 [2020-11-08 10:12:35,857][root][INFO] - ===> Epoch[3574](3574/1): Loss -0.9029, Sem 0.0247, dir -0.9943, norm 0.0667, swav 0.0000 LR: 3.235e-02 Score 99.038 Data time: 0.1750, Forward time: 2.2604, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 4.9407 [2020-11-08 10:12:40,575][root][INFO] - ===> Epoch[3575](3575/1): Loss -0.8980, Sem 0.0244, dir -0.9929, norm 0.0705, swav 0.0000 LR: 3.233e-02 Score 99.052 Data time: 0.1899, Forward time: 2.2602, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 4.6400 [2020-11-08 10:12:45,607][root][INFO] - ===> Epoch[3576](3576/1): Loss -0.9103, Sem 0.0229, dir -0.9945, norm 0.0613, swav 0.0000 LR: 3.231e-02 Score 99.103 Data time: 0.2508, Forward time: 2.2602, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 4.9668 [2020-11-08 10:12:50,550][root][INFO] - ===> Epoch[3577](3577/1): Loss -0.9003, Sem 0.0255, dir -0.9942, norm 0.0684, swav 0.0000 LR: 3.229e-02 Score 99.008 Data time: 0.2171, Forward time: 2.2601, Backward time: 2.4193, DDP time: 0.0051, Total iter time: 4.8100 [2020-11-08 10:12:55,370][root][INFO] - ===> Epoch[3578](3578/1): Loss -0.8972, Sem 0.0246, dir -0.9931, norm 0.0713, swav 0.0000 LR: 3.227e-02 Score 99.050 Data time: 0.1619, Forward time: 2.2600, Backward time: 2.4193, DDP time: 0.0051, Total iter time: 4.7313 [2020-11-08 10:13:00,121][root][INFO] - ===> Epoch[3579](3579/1): Loss -0.9039, Sem 0.0237, dir -0.9940, norm 0.0663, swav 0.0000 LR: 3.224e-02 Score 99.065 Data time: 0.1702, Forward time: 2.2598, Backward time: 2.4194, DDP time: 0.0051, Total iter time: 4.6772 [2020-11-08 10:13:05,239][root][INFO] - ===> Epoch[3580](3580/1): Loss -0.9047, Sem 0.0232, dir -0.9940, norm 0.0660, swav 0.0000 LR: 3.222e-02 Score 99.107 Data time: 0.2238, Forward time: 2.2599, Backward time: 2.4194, DDP time: 0.0051, Total iter time: 5.0714 [2020-11-08 10:13:10,191][root][INFO] - ===> Epoch[3581](3581/1): Loss -0.9023, Sem 0.0233, dir -0.9939, norm 0.0683, swav 0.0000 LR: 3.220e-02 Score 99.090 Data time: 0.2427, Forward time: 2.2599, Backward time: 2.4193, DDP time: 0.0051, Total iter time: 4.8222 [2020-11-08 10:13:15,050][root][INFO] - ===> Epoch[3582](3582/1): Loss -0.9048, Sem 0.0245, dir -0.9937, norm 0.0644, swav 0.0000 LR: 3.218e-02 Score 99.045 Data time: 0.2269, Forward time: 2.2599, Backward time: 2.4193, DDP time: 0.0051, Total iter time: 4.7305 [2020-11-08 10:13:19,969][root][INFO] - ===> Epoch[3583](3583/1): Loss -0.8987, Sem 0.0248, dir -0.9936, norm 0.0701, swav 0.0000 LR: 3.216e-02 Score 99.035 Data time: 0.2355, Forward time: 2.2600, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 4.8006 [2020-11-08 10:13:24,784][root][INFO] - ===> Epoch[3584](3584/1): Loss -0.9043, Sem 0.0255, dir -0.9938, norm 0.0640, swav 0.0000 LR: 3.214e-02 Score 99.027 Data time: 0.2537, Forward time: 2.2600, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 4.6846 [2020-11-08 10:13:29,656][root][INFO] - ===> Epoch[3585](3585/1): Loss -0.9063, Sem 0.0232, dir -0.9940, norm 0.0645, swav 0.0000 LR: 3.212e-02 Score 99.082 Data time: 0.2580, Forward time: 2.2601, Backward time: 2.4189, DDP time: 0.0051, Total iter time: 4.7550 [2020-11-08 10:13:35,321][root][INFO] - ===> Epoch[3586](3586/1): Loss -0.9039, Sem 0.0226, dir -0.9934, norm 0.0669, swav 0.0000 LR: 3.210e-02 Score 99.114 Data time: 0.3149, Forward time: 2.2603, Backward time: 2.4189, DDP time: 0.0051, Total iter time: 5.5396 [2020-11-08 10:13:40,230][root][INFO] - ===> Epoch[3587](3587/1): Loss -0.9041, Sem 0.0230, dir -0.9938, norm 0.0668, swav 0.0000 LR: 3.208e-02 Score 99.098 Data time: 0.2011, Forward time: 2.2603, Backward time: 2.4189, DDP time: 0.0051, Total iter time: 4.7846 [2020-11-08 10:13:45,583][root][INFO] - ===> Epoch[3588](3588/1): Loss -0.9040, Sem 0.0236, dir -0.9937, norm 0.0661, swav 0.0000 LR: 3.206e-02 Score 99.077 Data time: 0.2624, Forward time: 2.2604, Backward time: 2.4188, DDP time: 0.0051, Total iter time: 5.2580 [2020-11-08 10:13:50,504][root][INFO] - ===> Epoch[3589](3589/1): Loss -0.8992, Sem 0.0253, dir -0.9932, norm 0.0688, swav 0.0000 LR: 3.204e-02 Score 99.014 Data time: 0.2216, Forward time: 2.2605, Backward time: 2.4187, DDP time: 0.0051, Total iter time: 4.7912 [2020-11-08 10:13:55,596][root][INFO] - ===> Epoch[3590](3590/1): Loss -0.8995, Sem 0.0244, dir -0.9937, norm 0.0698, swav 0.0000 LR: 3.202e-02 Score 99.045 Data time: 0.1696, Forward time: 2.2603, Backward time: 2.4188, DDP time: 0.0051, Total iter time: 4.9533 [2020-11-08 10:14:00,932][root][INFO] - ===> Epoch[3591](3591/1): Loss -0.9013, Sem 0.0237, dir -0.9934, norm 0.0683, swav 0.0000 LR: 3.200e-02 Score 99.076 Data time: 0.1925, Forward time: 2.2602, Backward time: 2.4190, DDP time: 0.0051, Total iter time: 5.2314 [2020-11-08 10:14:06,240][root][INFO] - ===> Epoch[3592](3592/1): Loss -0.9023, Sem 0.0233, dir -0.9939, norm 0.0683, swav 0.0000 LR: 3.198e-02 Score 99.084 Data time: 0.2371, Forward time: 2.2603, Backward time: 2.4190, DDP time: 0.0051, Total iter time: 5.1957 [2020-11-08 10:14:11,236][root][INFO] - ===> Epoch[3593](3593/1): Loss -0.8985, Sem 0.0236, dir -0.9939, norm 0.0718, swav 0.0000 LR: 3.196e-02 Score 99.082 Data time: 0.2264, Forward time: 2.2603, Backward time: 2.4190, DDP time: 0.0051, Total iter time: 4.8641 [2020-11-08 10:14:16,677][root][INFO] - ===> Epoch[3594](3594/1): Loss -0.9054, Sem 0.0242, dir -0.9944, norm 0.0648, swav 0.0000 LR: 3.194e-02 Score 99.047 Data time: 0.2696, Forward time: 2.2605, Backward time: 2.4189, DDP time: 0.0051, Total iter time: 5.3087 [2020-11-08 10:14:21,263][root][INFO] - ===> Epoch[3595](3595/1): Loss -0.9021, Sem 0.0231, dir -0.9935, norm 0.0683, swav 0.0000 LR: 3.192e-02 Score 99.100 Data time: 0.2091, Forward time: 2.2605, Backward time: 2.4188, DDP time: 0.0051, Total iter time: 4.4604 [2020-11-08 10:14:26,707][root][INFO] - ===> Epoch[3596](3596/1): Loss -0.8979, Sem 0.0251, dir -0.9934, norm 0.0705, swav 0.0000 LR: 3.190e-02 Score 99.048 Data time: 0.2373, Forward time: 2.2605, Backward time: 2.4189, DDP time: 0.0051, Total iter time: 5.3205 [2020-11-08 10:14:32,011][root][INFO] - ===> Epoch[3597](3597/1): Loss -0.9021, Sem 0.0241, dir -0.9935, norm 0.0673, swav 0.0000 LR: 3.188e-02 Score 99.059 Data time: 0.2599, Forward time: 2.2606, Backward time: 2.4188, DDP time: 0.0051, Total iter time: 5.1760 [2020-11-08 10:14:37,216][root][INFO] - ===> Epoch[3598](3598/1): Loss -0.9045, Sem 0.0234, dir -0.9939, norm 0.0660, swav 0.0000 LR: 3.186e-02 Score 99.079 Data time: 0.2306, Forward time: 2.2606, Backward time: 2.4189, DDP time: 0.0051, Total iter time: 5.0749 [2020-11-08 10:14:42,502][root][INFO] - ===> Epoch[3599](3599/1): Loss -0.9021, Sem 0.0240, dir -0.9937, norm 0.0677, swav 0.0000 LR: 3.184e-02 Score 99.065 Data time: 0.2086, Forward time: 2.2606, Backward time: 2.4190, DDP time: 0.0051, Total iter time: 5.1657 [2020-11-08 10:14:47,835][root][INFO] - ===> Epoch[3600](3600/1): Loss -0.9035, Sem 0.0241, dir -0.9935, norm 0.0659, swav 0.0000 LR: 3.182e-02 Score 99.069 Data time: 0.2370, Forward time: 2.2606, Backward time: 2.4190, DDP time: 0.0051, Total iter time: 5.2150 [2020-11-08 10:14:52,618][root][INFO] - ===> Epoch[3601](3601/1): Loss -0.9037, Sem 0.0232, dir -0.9935, norm 0.0666, swav 0.0000 LR: 3.180e-02 Score 99.086 Data time: 0.2332, Forward time: 2.2607, Backward time: 2.4189, DDP time: 0.0051, Total iter time: 4.6486 [2020-11-08 10:14:58,484][root][INFO] - ===> Epoch[3602](3602/1): Loss -0.9034, Sem 0.0246, dir -0.9938, norm 0.0658, swav 0.0000 LR: 3.177e-02 Score 99.035 Data time: 0.2100, Forward time: 2.2606, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 5.7465 [2020-11-08 10:15:03,262][root][INFO] - ===> Epoch[3603](3603/1): Loss -0.9078, Sem 0.0233, dir -0.9941, norm 0.0629, swav 0.0000 LR: 3.175e-02 Score 99.087 Data time: 0.2216, Forward time: 2.2606, Backward time: 2.4190, DDP time: 0.0051, Total iter time: 4.6616 [2020-11-08 10:15:08,769][root][INFO] - ===> Epoch[3604](3604/1): Loss -0.9004, Sem 0.0243, dir -0.9933, norm 0.0686, swav 0.0000 LR: 3.173e-02 Score 99.059 Data time: 0.2316, Forward time: 2.2607, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 5.3921 [2020-11-08 10:15:14,181][root][INFO] - ===> Epoch[3605](3605/1): Loss -0.9019, Sem 0.0246, dir -0.9942, norm 0.0677, swav 0.0000 LR: 3.171e-02 Score 99.040 Data time: 0.2104, Forward time: 2.2606, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 5.2850 [2020-11-08 10:15:19,209][root][INFO] - ===> Epoch[3606](3606/1): Loss -0.9040, Sem 0.0239, dir -0.9938, norm 0.0660, swav 0.0000 LR: 3.169e-02 Score 99.078 Data time: 0.2225, Forward time: 2.2606, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 4.9069 [2020-11-08 10:15:23,921][root][INFO] - ===> Epoch[3607](3607/1): Loss -0.9044, Sem 0.0240, dir -0.9937, norm 0.0653, swav 0.0000 LR: 3.167e-02 Score 99.063 Data time: 0.2034, Forward time: 2.2606, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 4.5854 [2020-11-08 10:15:29,224][root][INFO] - ===> Epoch[3608](3608/1): Loss -0.9029, Sem 0.0244, dir -0.9935, norm 0.0661, swav 0.0000 LR: 3.165e-02 Score 99.066 Data time: 0.2360, Forward time: 2.2607, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 5.1954 [2020-11-08 10:15:33,818][root][INFO] - ===> Epoch[3609](3609/1): Loss -0.9060, Sem 0.0235, dir -0.9935, norm 0.0640, swav 0.0000 LR: 3.163e-02 Score 99.091 Data time: 0.2148, Forward time: 2.2607, Backward time: 2.4190, DDP time: 0.0051, Total iter time: 4.4691 [2020-11-08 10:15:38,527][root][INFO] - ===> Epoch[3610](3610/1): Loss -0.9072, Sem 0.0222, dir -0.9939, norm 0.0645, swav 0.0000 LR: 3.161e-02 Score 99.121 Data time: 0.1939, Forward time: 2.2606, Backward time: 2.4190, DDP time: 0.0051, Total iter time: 4.5842 [2020-11-08 10:15:43,129][root][INFO] - ===> Epoch[3611](3611/1): Loss -0.9007, Sem 0.0245, dir -0.9937, norm 0.0685, swav 0.0000 LR: 3.159e-02 Score 99.040 Data time: 0.2080, Forward time: 2.2605, Backward time: 2.4190, DDP time: 0.0051, Total iter time: 4.4956 [2020-11-08 10:15:48,052][root][INFO] - ===> Epoch[3612](3612/1): Loss -0.9049, Sem 0.0250, dir -0.9937, norm 0.0638, swav 0.0000 LR: 3.157e-02 Score 99.035 Data time: 0.1670, Forward time: 2.2604, Backward time: 2.4191, DDP time: 0.0051, Total iter time: 4.8123 [2020-11-08 10:15:53,714][root][INFO] - ===> Epoch[3613](3613/1): Loss -0.9074, Sem 0.0243, dir -0.9938, norm 0.0621, swav 0.0000 LR: 3.155e-02 Score 99.052 Data time: 0.1980, Forward time: 2.2603, Backward time: 2.4193, DDP time: 0.0051, Total iter time: 5.5603 [2020-11-08 10:15:58,674][root][INFO] - ===> Epoch[3614](3614/1): Loss -0.9032, Sem 0.0243, dir -0.9940, norm 0.0665, swav 0.0000 LR: 3.153e-02 Score 99.042 Data time: 0.2274, Forward time: 2.2603, Backward time: 2.4193, DDP time: 0.0051, Total iter time: 4.8406 [2020-11-08 10:16:03,576][root][INFO] - ===> Epoch[3615](3615/1): Loss -0.9043, Sem 0.0244, dir -0.9938, norm 0.0652, swav 0.0000 LR: 3.151e-02 Score 99.047 Data time: 0.2157, Forward time: 2.2603, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 4.7793 [2020-11-08 10:16:08,434][root][INFO] - ===> Epoch[3616](3616/1): Loss -0.9020, Sem 0.0235, dir -0.9934, norm 0.0678, swav 0.0000 LR: 3.149e-02 Score 99.081 Data time: 0.2111, Forward time: 2.2603, Backward time: 2.4192, DDP time: 0.0051, Total iter time: 4.7252 [2020-11-08 10:16:13,823][root][INFO] - ===> Epoch[3617](3617/1): Loss -0.9030, Sem 0.0238, dir -0.9939, norm 0.0671, swav 0.0000 LR: 3.147e-02 Score 99.064 Data time: 0.1942, Forward time: 2.2602, Backward time: 2.4193, DDP time: 0.0051, Total iter time: 5.2656 [2020-11-08 10:16:19,377][root][INFO] - ===> Epoch[3618](3618/1): Loss -0.9078, Sem 0.0233, dir -0.9934, norm 0.0623, swav 0.0000 LR: 3.145e-02 Score 99.093 Data time: 0.2116, Forward time: 2.2602, Backward time: 2.4195, DDP time: 0.0051, Total iter time: 5.4415 [2020-11-08 10:16:24,231][root][INFO] - ===> Epoch[3619](3619/1): Loss -0.9022, Sem 0.0273, dir -0.9934, norm 0.0639, swav 0.0000 LR: 3.143e-02 Score 98.989 Data time: 0.1204, Forward time: 2.2599, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 4.7319 [2020-11-08 10:16:29,836][root][INFO] - ===> Epoch[3620](3620/1): Loss -0.9055, Sem 0.0225, dir -0.9942, norm 0.0661, swav 0.0000 LR: 3.141e-02 Score 99.120 Data time: 0.2148, Forward time: 2.2599, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 5.5212 [2020-11-08 10:16:35,264][root][INFO] - ===> Epoch[3621](3621/1): Loss -0.9055, Sem 0.0234, dir -0.9937, norm 0.0648, swav 0.0000 LR: 3.139e-02 Score 99.083 Data time: 0.2096, Forward time: 2.2599, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 5.3039 [2020-11-08 10:16:39,903][root][INFO] - ===> Epoch[3622](3622/1): Loss -0.9102, Sem 0.0227, dir -0.9943, norm 0.0614, swav 0.0000 LR: 3.137e-02 Score 99.108 Data time: 0.2259, Forward time: 2.2600, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 4.5169 [2020-11-08 10:16:45,040][root][INFO] - ===> Epoch[3623](3623/1): Loss -0.9013, Sem 0.0249, dir -0.9937, norm 0.0675, swav 0.0000 LR: 3.135e-02 Score 99.035 Data time: 0.2509, Forward time: 2.2601, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.9981 [2020-11-08 10:16:50,220][root][INFO] - ===> Epoch[3624](3624/1): Loss -0.9082, Sem 0.0232, dir -0.9940, norm 0.0626, swav 0.0000 LR: 3.132e-02 Score 99.093 Data time: 0.2143, Forward time: 2.2600, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 5.0468 [2020-11-08 10:16:55,267][root][INFO] - ===> Epoch[3625](3625/1): Loss -0.9041, Sem 0.0238, dir -0.9940, norm 0.0661, swav 0.0000 LR: 3.130e-02 Score 99.073 Data time: 0.2555, Forward time: 2.2601, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 4.9279 [2020-11-08 10:17:00,825][root][INFO] - ===> Epoch[3626](3626/1): Loss -0.9054, Sem 0.0231, dir -0.9935, norm 0.0651, swav 0.0000 LR: 3.128e-02 Score 99.099 Data time: 0.2131, Forward time: 2.2602, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 5.4202 [2020-11-08 10:17:06,332][root][INFO] - ===> Epoch[3627](3627/1): Loss -0.9048, Sem 0.0246, dir -0.9940, norm 0.0646, swav 0.0000 LR: 3.126e-02 Score 99.048 Data time: 0.2135, Forward time: 2.2601, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 5.3883 [2020-11-08 10:17:11,283][root][INFO] - ===> Epoch[3628](3628/1): Loss -0.9061, Sem 0.0239, dir -0.9946, norm 0.0646, swav 0.0000 LR: 3.124e-02 Score 99.063 Data time: 0.2076, Forward time: 2.2601, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 4.8321 [2020-11-08 10:17:16,318][root][INFO] - ===> Epoch[3629](3629/1): Loss -0.9068, Sem 0.0233, dir -0.9941, norm 0.0640, swav 0.0000 LR: 3.122e-02 Score 99.091 Data time: 0.2019, Forward time: 2.2600, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 4.9157 [2020-11-08 10:17:21,329][root][INFO] - ===> Epoch[3630](3630/1): Loss -0.9081, Sem 0.0227, dir -0.9944, norm 0.0636, swav 0.0000 LR: 3.120e-02 Score 99.115 Data time: 0.2359, Forward time: 2.2601, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 4.9097 [2020-11-08 10:17:26,379][root][INFO] - ===> Epoch[3631](3631/1): Loss -0.9039, Sem 0.0240, dir -0.9936, norm 0.0657, swav 0.0000 LR: 3.118e-02 Score 99.055 Data time: 0.2589, Forward time: 2.2602, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 4.9300 [2020-11-08 10:17:31,790][root][INFO] - ===> Epoch[3632](3632/1): Loss -0.9061, Sem 0.0227, dir -0.9942, norm 0.0654, swav 0.0000 LR: 3.116e-02 Score 99.115 Data time: 0.2634, Forward time: 2.2603, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 5.2836 [2020-11-08 10:17:36,739][root][INFO] - ===> Epoch[3633](3633/1): Loss -0.9058, Sem 0.0238, dir -0.9941, norm 0.0645, swav 0.0000 LR: 3.114e-02 Score 99.058 Data time: 0.2322, Forward time: 2.2603, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.8157 [2020-11-08 10:17:41,366][root][INFO] - ===> Epoch[3634](3634/1): Loss -0.9059, Sem 0.0239, dir -0.9944, norm 0.0646, swav 0.0000 LR: 3.112e-02 Score 99.068 Data time: 0.2318, Forward time: 2.2604, Backward time: 2.4196, DDP time: 0.0051, Total iter time: 4.5111 [2020-11-08 10:17:46,603][root][INFO] - ===> Epoch[3635](3635/1): Loss -0.9101, Sem 0.0215, dir -0.9948, norm 0.0632, swav 0.0000 LR: 3.110e-02 Score 99.159 Data time: 0.2052, Forward time: 2.2603, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 5.1238 [2020-11-08 10:17:51,999][root][INFO] - ===> Epoch[3636](3636/1): Loss -0.9000, Sem 0.0243, dir -0.9934, norm 0.0691, swav 0.0000 LR: 3.108e-02 Score 99.066 Data time: 0.2062, Forward time: 2.2603, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 5.2648 [2020-11-08 10:17:56,664][root][INFO] - ===> Epoch[3637](3637/1): Loss -0.9056, Sem 0.0236, dir -0.9942, norm 0.0651, swav 0.0000 LR: 3.106e-02 Score 99.081 Data time: 0.2267, Forward time: 2.2603, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 4.5516 [2020-11-08 10:18:01,826][root][INFO] - ===> Epoch[3638](3638/1): Loss -0.9017, Sem 0.0238, dir -0.9940, norm 0.0685, swav 0.0000 LR: 3.104e-02 Score 99.072 Data time: 0.2479, Forward time: 2.2603, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 5.0356 [2020-11-08 10:18:07,355][root][INFO] - ===> Epoch[3639](3639/1): Loss -0.9040, Sem 0.0241, dir -0.9939, norm 0.0659, swav 0.0000 LR: 3.102e-02 Score 99.063 Data time: 0.1955, Forward time: 2.2603, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 5.3894 [2020-11-08 10:18:12,652][root][INFO] - ===> Epoch[3640](3640/1): Loss -0.9005, Sem 0.0251, dir -0.9936, norm 0.0680, swav 0.0000 LR: 3.100e-02 Score 99.031 Data time: 0.2035, Forward time: 2.2602, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 5.1825 [2020-11-08 10:18:17,818][root][INFO] - ===> Epoch[3641](3641/1): Loss -0.9057, Sem 0.0224, dir -0.9938, norm 0.0656, swav 0.0000 LR: 3.098e-02 Score 99.126 Data time: 0.1693, Forward time: 2.2601, Backward time: 2.4201, DDP time: 0.0051, Total iter time: 5.0480 [2020-11-08 10:18:22,380][root][INFO] - ===> Epoch[3642](3642/1): Loss -0.9053, Sem 0.0240, dir -0.9940, norm 0.0647, swav 0.0000 LR: 3.096e-02 Score 99.072 Data time: 0.2022, Forward time: 2.2601, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 4.4569 [2020-11-08 10:18:27,530][root][INFO] - ===> Epoch[3643](3643/1): Loss -0.9020, Sem 0.0227, dir -0.9935, norm 0.0689, swav 0.0000 LR: 3.094e-02 Score 99.111 Data time: 0.1948, Forward time: 2.2599, Backward time: 2.4202, DDP time: 0.0051, Total iter time: 5.0293 [2020-11-08 10:18:32,592][root][INFO] - ===> Epoch[3644](3644/1): Loss -0.9069, Sem 0.0229, dir -0.9946, norm 0.0648, swav 0.0000 LR: 3.092e-02 Score 99.093 Data time: 0.2079, Forward time: 2.2599, Backward time: 2.4203, DDP time: 0.0051, Total iter time: 5.0010 [2020-11-08 10:18:37,652][root][INFO] - ===> Epoch[3645](3645/1): Loss -0.9111, Sem 0.0224, dir -0.9943, norm 0.0608, swav 0.0000 LR: 3.089e-02 Score 99.121 Data time: 0.2118, Forward time: 2.2599, Backward time: 2.4203, DDP time: 0.0051, Total iter time: 4.9307 [2020-11-08 10:18:42,701][root][INFO] - ===> Epoch[3646](3646/1): Loss -0.9069, Sem 0.0227, dir -0.9943, norm 0.0647, swav 0.0000 LR: 3.087e-02 Score 99.107 Data time: 0.2301, Forward time: 2.2599, Backward time: 2.4202, DDP time: 0.0051, Total iter time: 4.9228 [2020-11-08 10:18:48,133][root][INFO] - ===> Epoch[3647](3647/1): Loss -0.9042, Sem 0.0241, dir -0.9944, norm 0.0662, swav 0.0000 LR: 3.085e-02 Score 99.062 Data time: 0.2087, Forward time: 2.2599, Backward time: 2.4203, DDP time: 0.0051, Total iter time: 5.2881 [2020-11-08 10:18:52,890][root][INFO] - ===> Epoch[3648](3648/1): Loss -0.9066, Sem 0.0245, dir -0.9941, norm 0.0630, swav 0.0000 LR: 3.083e-02 Score 99.040 Data time: 0.1887, Forward time: 2.2598, Backward time: 2.4203, DDP time: 0.0051, Total iter time: 4.6472 [2020-11-08 10:18:57,961][root][INFO] - ===> Epoch[3649](3649/1): Loss -0.9069, Sem 0.0241, dir -0.9943, norm 0.0633, swav 0.0000 LR: 3.081e-02 Score 99.062 Data time: 0.1999, Forward time: 2.2597, Backward time: 2.4204, DDP time: 0.0051, Total iter time: 4.9650 [2020-11-08 10:19:02,959][root][INFO] - ===> Epoch[3650](3650/1): Loss -0.9103, Sem 0.0225, dir -0.9944, norm 0.0616, swav 0.0000 LR: 3.079e-02 Score 99.112 Data time: 0.2002, Forward time: 2.2597, Backward time: 2.4205, DDP time: 0.0051, Total iter time: 4.8689 [2020-11-08 10:19:08,859][root][INFO] - ===> Epoch[3651](3651/1): Loss -0.9043, Sem 0.0246, dir -0.9939, norm 0.0650, swav 0.0000 LR: 3.077e-02 Score 99.038 Data time: 0.1984, Forward time: 2.2596, Backward time: 2.4208, DDP time: 0.0051, Total iter time: 5.8005 [2020-11-08 10:19:13,260][root][INFO] - ===> Epoch[3652](3652/1): Loss -0.9043, Sem 0.0238, dir -0.9939, norm 0.0659, swav 0.0000 LR: 3.075e-02 Score 99.057 Data time: 0.2518, Forward time: 2.2596, Backward time: 2.4206, DDP time: 0.0051, Total iter time: 4.2821 [2020-11-08 10:19:18,099][root][INFO] - ===> Epoch[3653](3653/1): Loss -0.9044, Sem 0.0230, dir -0.9939, norm 0.0665, swav 0.0000 LR: 3.073e-02 Score 99.098 Data time: 0.2167, Forward time: 2.2596, Backward time: 2.4205, DDP time: 0.0051, Total iter time: 4.7232 [2020-11-08 10:19:22,791][root][INFO] - ===> Epoch[3654](3654/1): Loss -0.9018, Sem 0.0242, dir -0.9936, norm 0.0676, swav 0.0000 LR: 3.071e-02 Score 99.055 Data time: 0.2184, Forward time: 2.2596, Backward time: 2.4204, DDP time: 0.0051, Total iter time: 4.5720 [2020-11-08 10:19:27,439][root][INFO] - ===> Epoch[3655](3655/1): Loss -0.9020, Sem 0.0230, dir -0.9932, norm 0.0682, swav 0.0000 LR: 3.069e-02 Score 99.098 Data time: 0.2082, Forward time: 2.2595, Backward time: 2.4204, DDP time: 0.0051, Total iter time: 4.5157 [2020-11-08 10:19:32,550][root][INFO] - ===> Epoch[3656](3656/1): Loss -0.9045, Sem 0.0236, dir -0.9938, norm 0.0657, swav 0.0000 LR: 3.067e-02 Score 99.078 Data time: 0.2166, Forward time: 2.2595, Backward time: 2.4204, DDP time: 0.0051, Total iter time: 4.9878 [2020-11-08 10:19:37,191][root][INFO] - ===> Epoch[3657](3657/1): Loss -0.9078, Sem 0.0234, dir -0.9938, norm 0.0625, swav 0.0000 LR: 3.065e-02 Score 99.095 Data time: 0.2262, Forward time: 2.2595, Backward time: 2.4203, DDP time: 0.0051, Total iter time: 4.5071 [2020-11-08 10:19:41,696][root][INFO] - ===> Epoch[3658](3658/1): Loss -0.9076, Sem 0.0230, dir -0.9939, norm 0.0634, swav 0.0000 LR: 3.063e-02 Score 99.101 Data time: 0.2232, Forward time: 2.2595, Backward time: 2.4201, DDP time: 0.0051, Total iter time: 4.3950 [2020-11-08 10:19:46,760][root][INFO] - ===> Epoch[3659](3659/1): Loss -0.9015, Sem 0.0229, dir -0.9934, norm 0.0690, swav 0.0000 LR: 3.061e-02 Score 99.112 Data time: 0.2203, Forward time: 2.2595, Backward time: 2.4201, DDP time: 0.0051, Total iter time: 4.9426 [2020-11-08 10:19:51,243][root][INFO] - ===> Epoch[3660](3660/1): Loss -0.9035, Sem 0.0241, dir -0.9945, norm 0.0670, swav 0.0000 LR: 3.059e-02 Score 99.053 Data time: 0.2206, Forward time: 2.2595, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 4.3601 [2020-11-08 10:19:56,564][root][INFO] - ===> Epoch[3661](3661/1): Loss -0.9108, Sem 0.0222, dir -0.9942, norm 0.0612, swav 0.0000 LR: 3.057e-02 Score 99.127 Data time: 0.1945, Forward time: 2.2595, Backward time: 2.4201, DDP time: 0.0051, Total iter time: 5.1907 [2020-11-08 10:20:01,578][root][INFO] - ===> Epoch[3662](3662/1): Loss -0.9071, Sem 0.0234, dir -0.9944, norm 0.0638, swav 0.0000 LR: 3.055e-02 Score 99.079 Data time: 0.1757, Forward time: 2.2593, Backward time: 2.4202, DDP time: 0.0051, Total iter time: 4.9088 [2020-11-08 10:20:06,574][root][INFO] - ===> Epoch[3663](3663/1): Loss -0.9053, Sem 0.0241, dir -0.9942, norm 0.0649, swav 0.0000 LR: 3.053e-02 Score 99.060 Data time: 0.2731, Forward time: 2.2594, Backward time: 2.4201, DDP time: 0.0051, Total iter time: 4.8938 [2020-11-08 10:20:11,365][root][INFO] - ===> Epoch[3664](3664/1): Loss -0.9041, Sem 0.0239, dir -0.9945, norm 0.0665, swav 0.0000 LR: 3.050e-02 Score 99.061 Data time: 0.2163, Forward time: 2.2594, Backward time: 2.4201, DDP time: 0.0051, Total iter time: 4.6567 [2020-11-08 10:20:16,285][root][INFO] - ===> Epoch[3665](3665/1): Loss -0.9091, Sem 0.0224, dir -0.9940, norm 0.0624, swav 0.0000 LR: 3.048e-02 Score 99.124 Data time: 0.2507, Forward time: 2.2595, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 4.8034 [2020-11-08 10:20:20,920][root][INFO] - ===> Epoch[3666](3666/1): Loss -0.9040, Sem 0.0240, dir -0.9937, norm 0.0657, swav 0.0000 LR: 3.046e-02 Score 99.070 Data time: 0.2235, Forward time: 2.2594, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 4.4989 [2020-11-08 10:20:25,632][root][INFO] - ===> Epoch[3667](3667/1): Loss -0.9045, Sem 0.0247, dir -0.9937, norm 0.0645, swav 0.0000 LR: 3.044e-02 Score 99.038 Data time: 0.2434, Forward time: 2.2594, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.6146 [2020-11-08 10:20:30,539][root][INFO] - ===> Epoch[3668](3668/1): Loss -0.9006, Sem 0.0246, dir -0.9938, norm 0.0686, swav 0.0000 LR: 3.042e-02 Score 99.044 Data time: 0.1902, Forward time: 2.2593, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.7824 [2020-11-08 10:20:35,458][root][INFO] - ===> Epoch[3669](3669/1): Loss -0.9068, Sem 0.0247, dir -0.9934, norm 0.0620, swav 0.0000 LR: 3.040e-02 Score 99.042 Data time: 0.1996, Forward time: 2.2593, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.8178 [2020-11-08 10:20:40,392][root][INFO] - ===> Epoch[3670](3670/1): Loss -0.9100, Sem 0.0229, dir -0.9944, norm 0.0614, swav 0.0000 LR: 3.038e-02 Score 99.103 Data time: 0.2700, Forward time: 2.2593, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 4.8141 [2020-11-08 10:20:45,925][root][INFO] - ===> Epoch[3671](3671/1): Loss -0.9031, Sem 0.0244, dir -0.9940, norm 0.0664, swav 0.0000 LR: 3.036e-02 Score 99.040 Data time: 0.2353, Forward time: 2.2594, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 5.4014 [2020-11-08 10:20:50,396][root][INFO] - ===> Epoch[3672](3672/1): Loss -0.9073, Sem 0.0254, dir -0.9940, norm 0.0613, swav 0.0000 LR: 3.034e-02 Score 99.030 Data time: 0.1992, Forward time: 2.2594, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 4.3474 [2020-11-08 10:20:54,801][root][INFO] - ===> Epoch[3673](3673/1): Loss -0.9053, Sem 0.0258, dir -0.9941, norm 0.0629, swav 0.0000 LR: 3.032e-02 Score 98.996 Data time: 0.2317, Forward time: 2.2593, Backward time: 2.4195, DDP time: 0.0051, Total iter time: 4.2690 [2020-11-08 10:20:59,770][root][INFO] - ===> Epoch[3674](3674/1): Loss -0.9064, Sem 0.0247, dir -0.9944, norm 0.0633, swav 0.0000 LR: 3.030e-02 Score 99.031 Data time: 0.1991, Forward time: 2.2593, Backward time: 2.4195, DDP time: 0.0051, Total iter time: 4.8507 [2020-11-08 10:21:04,828][root][INFO] - ===> Epoch[3675](3675/1): Loss -0.9047, Sem 0.0237, dir -0.9934, norm 0.0651, swav 0.0000 LR: 3.028e-02 Score 99.071 Data time: 0.2215, Forward time: 2.2593, Backward time: 2.4195, DDP time: 0.0051, Total iter time: 4.9151 [2020-11-08 10:21:09,970][root][INFO] - ===> Epoch[3676](3676/1): Loss -0.9053, Sem 0.0242, dir -0.9937, norm 0.0643, swav 0.0000 LR: 3.026e-02 Score 99.061 Data time: 0.1643, Forward time: 2.2591, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 5.0176 [2020-11-08 10:21:15,186][root][INFO] - ===> Epoch[3677](3677/1): Loss -0.9072, Sem 0.0228, dir -0.9940, norm 0.0639, swav 0.0000 LR: 3.024e-02 Score 99.111 Data time: 0.2292, Forward time: 2.2592, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 5.1104 [2020-11-08 10:21:20,510][root][INFO] - ===> Epoch[3678](3678/1): Loss -0.9036, Sem 0.0236, dir -0.9934, norm 0.0662, swav 0.0000 LR: 3.022e-02 Score 99.075 Data time: 0.2211, Forward time: 2.2592, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 5.1774 [2020-11-08 10:21:25,374][root][INFO] - ===> Epoch[3679](3679/1): Loss -0.9019, Sem 0.0232, dir -0.9938, norm 0.0687, swav 0.0000 LR: 3.020e-02 Score 99.098 Data time: 0.2210, Forward time: 2.2592, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 4.7443 [2020-11-08 10:21:30,378][root][INFO] - ===> Epoch[3680](3680/1): Loss -0.9080, Sem 0.0231, dir -0.9942, norm 0.0631, swav 0.0000 LR: 3.018e-02 Score 99.106 Data time: 0.2198, Forward time: 2.2592, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 4.8723 [2020-11-08 10:21:34,840][root][INFO] - ===> Epoch[3681](3681/1): Loss -0.9051, Sem 0.0234, dir -0.9937, norm 0.0653, swav 0.0000 LR: 3.016e-02 Score 99.084 Data time: 0.2250, Forward time: 2.2591, Backward time: 2.4196, DDP time: 0.0051, Total iter time: 4.3314 [2020-11-08 10:21:40,025][root][INFO] - ===> Epoch[3682](3682/1): Loss -0.9037, Sem 0.0253, dir -0.9944, norm 0.0653, swav 0.0000 LR: 3.013e-02 Score 99.015 Data time: 0.2657, Forward time: 2.2592, Backward time: 2.4195, DDP time: 0.0051, Total iter time: 5.0647 [2020-11-08 10:21:44,962][root][INFO] - ===> Epoch[3683](3683/1): Loss -0.9063, Sem 0.0239, dir -0.9944, norm 0.0642, swav 0.0000 LR: 3.011e-02 Score 99.060 Data time: 0.1922, Forward time: 2.2591, Backward time: 2.4196, DDP time: 0.0051, Total iter time: 4.8135 [2020-11-08 10:21:49,884][root][INFO] - ===> Epoch[3684](3684/1): Loss -0.9042, Sem 0.0237, dir -0.9938, norm 0.0660, swav 0.0000 LR: 3.009e-02 Score 99.073 Data time: 0.2191, Forward time: 2.2592, Backward time: 2.4195, DDP time: 0.0051, Total iter time: 4.7989 [2020-11-08 10:21:54,649][root][INFO] - ===> Epoch[3685](3685/1): Loss -0.9007, Sem 0.0250, dir -0.9937, norm 0.0680, swav 0.0000 LR: 3.007e-02 Score 99.033 Data time: 0.1633, Forward time: 2.2590, Backward time: 2.4195, DDP time: 0.0051, Total iter time: 4.6373 [2020-11-08 10:21:59,908][root][INFO] - ===> Epoch[3686](3686/1): Loss -0.9085, Sem 0.0230, dir -0.9944, norm 0.0629, swav 0.0000 LR: 3.005e-02 Score 99.100 Data time: 0.2418, Forward time: 2.2591, Backward time: 2.4195, DDP time: 0.0051, Total iter time: 5.1568 [2020-11-08 10:22:04,862][root][INFO] - ===> Epoch[3687](3687/1): Loss -0.9053, Sem 0.0242, dir -0.9942, norm 0.0647, swav 0.0000 LR: 3.003e-02 Score 99.041 Data time: 0.1940, Forward time: 2.2591, Backward time: 2.4195, DDP time: 0.0051, Total iter time: 4.8120 [2020-11-08 10:22:09,395][root][INFO] - ===> Epoch[3688](3688/1): Loss -0.9031, Sem 0.0238, dir -0.9933, norm 0.0664, swav 0.0000 LR: 3.001e-02 Score 99.069 Data time: 0.2571, Forward time: 2.2591, Backward time: 2.4194, DDP time: 0.0051, Total iter time: 4.4294 [2020-11-08 10:22:15,158][root][INFO] - ===> Epoch[3689](3689/1): Loss -0.9106, Sem 0.0219, dir -0.9945, norm 0.0620, swav 0.0000 LR: 2.999e-02 Score 99.140 Data time: 0.2072, Forward time: 2.2590, Backward time: 2.4196, DDP time: 0.0051, Total iter time: 5.6275 [2020-11-08 10:22:20,581][root][INFO] - ===> Epoch[3690](3690/1): Loss -0.9060, Sem 0.0227, dir -0.9938, norm 0.0651, swav 0.0000 LR: 2.997e-02 Score 99.126 Data time: 0.1779, Forward time: 2.2589, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 5.3096 [2020-11-08 10:22:25,448][root][INFO] - ===> Epoch[3691](3691/1): Loss -0.9047, Sem 0.0243, dir -0.9941, norm 0.0651, swav 0.0000 LR: 2.995e-02 Score 99.049 Data time: 0.2024, Forward time: 2.2589, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.7790 [2020-11-08 10:22:30,358][root][INFO] - ===> Epoch[3692](3692/1): Loss -0.9031, Sem 0.0237, dir -0.9936, norm 0.0668, swav 0.0000 LR: 2.993e-02 Score 99.080 Data time: 0.2164, Forward time: 2.2589, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.7826 [2020-11-08 10:22:35,782][root][INFO] - ===> Epoch[3693](3693/1): Loss -0.9030, Sem 0.0227, dir -0.9940, norm 0.0683, swav 0.0000 LR: 2.991e-02 Score 99.113 Data time: 0.2285, Forward time: 2.2589, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 5.2940 [2020-11-08 10:22:40,769][root][INFO] - ===> Epoch[3694](3694/1): Loss -0.9042, Sem 0.0233, dir -0.9935, norm 0.0660, swav 0.0000 LR: 2.989e-02 Score 99.099 Data time: 0.1866, Forward time: 2.2588, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 4.8573 [2020-11-08 10:22:45,639][root][INFO] - ===> Epoch[3695](3695/1): Loss -0.9042, Sem 0.0235, dir -0.9938, norm 0.0661, swav 0.0000 LR: 2.987e-02 Score 99.078 Data time: 0.1862, Forward time: 2.2588, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 4.7399 [2020-11-08 10:22:50,138][root][INFO] - ===> Epoch[3696](3696/1): Loss -0.9041, Sem 0.0240, dir -0.9934, norm 0.0653, swav 0.0000 LR: 2.985e-02 Score 99.071 Data time: 0.2112, Forward time: 2.2587, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.4108 [2020-11-08 10:22:55,551][root][INFO] - ===> Epoch[3697](3697/1): Loss -0.9014, Sem 0.0243, dir -0.9930, norm 0.0673, swav 0.0000 LR: 2.983e-02 Score 99.059 Data time: 0.2698, Forward time: 2.2589, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 5.2974 [2020-11-08 10:23:00,993][root][INFO] - ===> Epoch[3698](3698/1): Loss -0.9024, Sem 0.0238, dir -0.9930, norm 0.0668, swav 0.0000 LR: 2.981e-02 Score 99.072 Data time: 0.2005, Forward time: 2.2589, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 5.3208 [2020-11-08 10:23:06,352][root][INFO] - ===> Epoch[3699](3699/1): Loss -0.9047, Sem 0.0236, dir -0.9938, norm 0.0655, swav 0.0000 LR: 2.979e-02 Score 99.084 Data time: 0.2188, Forward time: 2.2588, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 5.2596 [2020-11-08 10:23:11,351][root][INFO] - ===> Epoch[3700](3700/1): Loss -0.9051, Sem 0.0230, dir -0.9941, norm 0.0660, swav 0.0000 LR: 2.976e-02 Score 99.102 Data time: 0.1855, Forward time: 2.2587, Backward time: 2.4201, DDP time: 0.0051, Total iter time: 4.9119 [2020-11-08 10:23:16,400][root][INFO] - ===> Epoch[3701](3701/1): Loss -0.9076, Sem 0.0225, dir -0.9941, norm 0.0639, swav 0.0000 LR: 2.974e-02 Score 99.116 Data time: 0.1826, Forward time: 2.2586, Backward time: 2.4202, DDP time: 0.0051, Total iter time: 4.9171 [2020-11-08 10:23:21,535][root][INFO] - ===> Epoch[3702](3702/1): Loss -0.9093, Sem 0.0235, dir -0.9947, norm 0.0620, swav 0.0000 LR: 2.972e-02 Score 99.082 Data time: 0.1941, Forward time: 2.2586, Backward time: 2.4203, DDP time: 0.0051, Total iter time: 5.0478 [2020-11-08 10:23:26,639][root][INFO] - ===> Epoch[3703](3703/1): Loss -0.9053, Sem 0.0236, dir -0.9941, norm 0.0651, swav 0.0000 LR: 2.970e-02 Score 99.089 Data time: 0.2092, Forward time: 2.2585, Backward time: 2.4203, DDP time: 0.0051, Total iter time: 4.9939 [2020-11-08 10:23:31,343][root][INFO] - ===> Epoch[3704](3704/1): Loss -0.9008, Sem 0.0240, dir -0.9938, norm 0.0690, swav 0.0000 LR: 2.968e-02 Score 99.057 Data time: 0.1794, Forward time: 2.2584, Backward time: 2.4204, DDP time: 0.0051, Total iter time: 4.5944 [2020-11-08 10:23:36,177][root][INFO] - ===> Epoch[3705](3705/1): Loss -0.9032, Sem 0.0258, dir -0.9933, norm 0.0643, swav 0.0000 LR: 2.966e-02 Score 99.000 Data time: 0.1911, Forward time: 2.2583, Backward time: 2.4204, DDP time: 0.0051, Total iter time: 4.7569 [2020-11-08 10:23:41,293][root][INFO] - ===> Epoch[3706](3706/1): Loss -0.9027, Sem 0.0227, dir -0.9934, norm 0.0681, swav 0.0000 LR: 2.964e-02 Score 99.116 Data time: 0.2474, Forward time: 2.2584, Backward time: 2.4203, DDP time: 0.0051, Total iter time: 5.0214 [2020-11-08 10:23:46,149][root][INFO] - ===> Epoch[3707](3707/1): Loss -0.8986, Sem 0.0245, dir -0.9943, norm 0.0713, swav 0.0000 LR: 2.962e-02 Score 99.037 Data time: 0.2446, Forward time: 2.2585, Backward time: 2.4202, DDP time: 0.0051, Total iter time: 4.7359 [2020-11-08 10:23:51,011][root][INFO] - ===> Epoch[3708](3708/1): Loss -0.9061, Sem 0.0231, dir -0.9940, norm 0.0648, swav 0.0000 LR: 2.960e-02 Score 99.099 Data time: 0.2429, Forward time: 2.2586, Backward time: 2.4201, DDP time: 0.0051, Total iter time: 4.7208 [2020-11-08 10:23:55,557][root][INFO] - ===> Epoch[3709](3709/1): Loss -0.8987, Sem 0.0237, dir -0.9941, norm 0.0717, swav 0.0000 LR: 2.958e-02 Score 99.066 Data time: 0.1838, Forward time: 2.2585, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 4.4174 [2020-11-08 10:24:00,458][root][INFO] - ===> Epoch[3710](3710/1): Loss -0.9056, Sem 0.0237, dir -0.9937, norm 0.0644, swav 0.0000 LR: 2.956e-02 Score 99.080 Data time: 0.2140, Forward time: 2.2584, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 4.8017 [2020-11-08 10:24:04,976][root][INFO] - ===> Epoch[3711](3711/1): Loss -0.8995, Sem 0.0240, dir -0.9937, norm 0.0701, swav 0.0000 LR: 2.954e-02 Score 99.067 Data time: 0.2046, Forward time: 2.2584, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 4.4033 [2020-11-08 10:24:09,152][root][INFO] - ===> Epoch[3712](3712/1): Loss -0.9041, Sem 0.0247, dir -0.9935, norm 0.0648, swav 0.0000 LR: 2.952e-02 Score 99.039 Data time: 0.1970, Forward time: 2.2583, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 4.0720 [2020-11-08 10:24:14,041][root][INFO] - ===> Epoch[3713](3713/1): Loss -0.9123, Sem 0.0227, dir -0.9946, norm 0.0595, swav 0.0000 LR: 2.950e-02 Score 99.116 Data time: 0.1803, Forward time: 2.2582, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.7746 [2020-11-08 10:24:19,272][root][INFO] - ===> Epoch[3714](3714/1): Loss -0.9076, Sem 0.0236, dir -0.9939, norm 0.0627, swav 0.0000 LR: 2.948e-02 Score 99.073 Data time: 0.1768, Forward time: 2.2581, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 5.1300 [2020-11-08 10:24:23,806][root][INFO] - ===> Epoch[3715](3715/1): Loss -0.9078, Sem 0.0233, dir -0.9943, norm 0.0632, swav 0.0000 LR: 2.946e-02 Score 99.094 Data time: 0.2164, Forward time: 2.2581, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.4126 [2020-11-08 10:24:28,904][root][INFO] - ===> Epoch[3716](3716/1): Loss -0.9030, Sem 0.0235, dir -0.9938, norm 0.0673, swav 0.0000 LR: 2.943e-02 Score 99.080 Data time: 0.1920, Forward time: 2.2581, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 4.9748 [2020-11-08 10:24:33,756][root][INFO] - ===> Epoch[3717](3717/1): Loss -0.9028, Sem 0.0242, dir -0.9935, norm 0.0665, swav 0.0000 LR: 2.941e-02 Score 99.052 Data time: 0.2460, Forward time: 2.2581, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.7007 [2020-11-08 10:24:38,676][root][INFO] - ===> Epoch[3718](3718/1): Loss -0.9064, Sem 0.0243, dir -0.9941, norm 0.0634, swav 0.0000 LR: 2.939e-02 Score 99.047 Data time: 0.1880, Forward time: 2.2580, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.7814 [2020-11-08 10:24:43,639][root][INFO] - ===> Epoch[3719](3719/1): Loss -0.9076, Sem 0.0232, dir -0.9943, norm 0.0635, swav 0.0000 LR: 2.937e-02 Score 99.089 Data time: 0.2446, Forward time: 2.2581, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 4.8397 [2020-11-08 10:24:48,756][root][INFO] - ===> Epoch[3720](3720/1): Loss -0.9039, Sem 0.0238, dir -0.9933, norm 0.0656, swav 0.0000 LR: 2.935e-02 Score 99.070 Data time: 0.1797, Forward time: 2.2580, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.9937 [2020-11-08 10:24:54,186][root][INFO] - ===> Epoch[3721](3721/1): Loss -0.9050, Sem 0.0228, dir -0.9936, norm 0.0658, swav 0.0000 LR: 2.933e-02 Score 99.110 Data time: 0.1847, Forward time: 2.2579, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 5.2992 [2020-11-08 10:24:59,520][root][INFO] - ===> Epoch[3722](3722/1): Loss -0.9086, Sem 0.0226, dir -0.9945, norm 0.0633, swav 0.0000 LR: 2.931e-02 Score 99.116 Data time: 0.2694, Forward time: 2.2580, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 5.2334 [2020-11-08 10:25:04,269][root][INFO] - ===> Epoch[3723](3723/1): Loss -0.9055, Sem 0.0231, dir -0.9931, norm 0.0644, swav 0.0000 LR: 2.929e-02 Score 99.109 Data time: 0.2423, Forward time: 2.2581, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.6171 [2020-11-08 10:25:08,867][root][INFO] - ===> Epoch[3724](3724/1): Loss -0.9038, Sem 0.0243, dir -0.9943, norm 0.0662, swav 0.0000 LR: 2.927e-02 Score 99.049 Data time: 0.1861, Forward time: 2.2580, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.4615 [2020-11-08 10:25:14,196][root][INFO] - ===> Epoch[3725](3725/1): Loss -0.9073, Sem 0.0240, dir -0.9943, norm 0.0630, swav 0.0000 LR: 2.925e-02 Score 99.052 Data time: 0.2273, Forward time: 2.2580, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 5.2059 [2020-11-08 10:25:19,383][root][INFO] - ===> Epoch[3726](3726/1): Loss -0.9034, Sem 0.0238, dir -0.9937, norm 0.0665, swav 0.0000 LR: 2.923e-02 Score 99.075 Data time: 0.2231, Forward time: 2.2579, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 5.0607 [2020-11-08 10:25:24,721][root][INFO] - ===> Epoch[3727](3727/1): Loss -0.9131, Sem 0.0213, dir -0.9949, norm 0.0605, swav 0.0000 LR: 2.921e-02 Score 99.162 Data time: 0.2422, Forward time: 2.2579, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 5.1766 [2020-11-08 10:25:29,524][root][INFO] - ===> Epoch[3728](3728/1): Loss -0.9051, Sem 0.0239, dir -0.9943, norm 0.0653, swav 0.0000 LR: 2.919e-02 Score 99.061 Data time: 0.2117, Forward time: 2.2579, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 4.6668 [2020-11-08 10:25:34,540][root][INFO] - ===> Epoch[3729](3729/1): Loss -0.9055, Sem 0.0235, dir -0.9939, norm 0.0649, swav 0.0000 LR: 2.917e-02 Score 99.079 Data time: 0.2326, Forward time: 2.2579, Backward time: 2.4200, DDP time: 0.0051, Total iter time: 4.8768 [2020-11-08 10:25:39,546][root][INFO] - ===> Epoch[3730](3730/1): Loss -0.9112, Sem 0.0223, dir -0.9947, norm 0.0612, swav 0.0000 LR: 2.915e-02 Score 99.129 Data time: 0.2367, Forward time: 2.2579, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 4.8712 [2020-11-08 10:25:44,368][root][INFO] - ===> Epoch[3731](3731/1): Loss -0.9091, Sem 0.0221, dir -0.9946, norm 0.0634, swav 0.0000 LR: 2.913e-02 Score 99.130 Data time: 0.1939, Forward time: 2.2578, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 4.6902 [2020-11-08 10:25:49,642][root][INFO] - ===> Epoch[3732](3732/1): Loss -0.9071, Sem 0.0229, dir -0.9944, norm 0.0644, swav 0.0000 LR: 2.910e-02 Score 99.101 Data time: 0.2353, Forward time: 2.2579, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 5.1452 [2020-11-08 10:25:54,810][root][INFO] - ===> Epoch[3733](3733/1): Loss -0.9013, Sem 0.0255, dir -0.9937, norm 0.0669, swav 0.0000 LR: 2.908e-02 Score 99.031 Data time: 0.2518, Forward time: 2.2580, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 5.0121 [2020-11-08 10:25:59,967][root][INFO] - ===> Epoch[3734](3734/1): Loss -0.9111, Sem 0.0224, dir -0.9944, norm 0.0609, swav 0.0000 LR: 2.906e-02 Score 99.116 Data time: 0.1959, Forward time: 2.2580, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 5.0155 [2020-11-08 10:26:04,813][root][INFO] - ===> Epoch[3735](3735/1): Loss -0.9067, Sem 0.0232, dir -0.9939, norm 0.0640, swav 0.0000 LR: 2.904e-02 Score 99.090 Data time: 0.1910, Forward time: 2.2579, Backward time: 2.4199, DDP time: 0.0051, Total iter time: 4.7112 [2020-11-08 10:26:09,459][root][INFO] - ===> Epoch[3736](3736/1): Loss -0.9061, Sem 0.0232, dir -0.9944, norm 0.0651, swav 0.0000 LR: 2.902e-02 Score 99.091 Data time: 0.2187, Forward time: 2.2579, Backward time: 2.4198, DDP time: 0.0051, Total iter time: 4.5137 [2020-11-08 10:26:14,173][root][INFO] - ===> Epoch[3737](3737/1): Loss -0.9057, Sem 0.0235, dir -0.9937, norm 0.0645, swav 0.0000 LR: 2.900e-02 Score 99.083 Data time: 0.2096, Forward time: 2.2579, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 4.5742 [2020-11-08 10:26:18,939][root][INFO] - ===> Epoch[3738](3738/1): Loss -0.9031, Sem 0.0240, dir -0.9939, norm 0.0668, swav 0.0000 LR: 2.898e-02 Score 99.062 Data time: 0.2417, Forward time: 2.2579, Backward time: 2.4196, DDP time: 0.0051, Total iter time: 4.6277 [2020-11-08 10:26:24,096][root][INFO] - ===> Epoch[3739](3739/1): Loss -0.9024, Sem 0.0245, dir -0.9937, norm 0.0669, swav 0.0000 LR: 2.896e-02 Score 99.060 Data time: 0.2222, Forward time: 2.2579, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 5.0203 [2020-11-08 10:26:28,783][root][INFO] - ===> Epoch[3740](3740/1): Loss -0.9083, Sem 0.0244, dir -0.9943, norm 0.0617, swav 0.0000 LR: 2.894e-02 Score 99.043 Data time: 0.2292, Forward time: 2.2579, Backward time: 2.4195, DDP time: 0.0051, Total iter time: 4.5685 [2020-11-08 10:26:33,773][root][INFO] - ===> Epoch[3741](3741/1): Loss -0.9039, Sem 0.0240, dir -0.9940, norm 0.0662, swav 0.0000 LR: 2.892e-02 Score 99.068 Data time: 0.1953, Forward time: 2.2578, Backward time: 2.4196, DDP time: 0.0051, Total iter time: 4.8552 [2020-11-08 10:26:38,017][root][INFO] - ===> Epoch[3742](3742/1): Loss -0.9086, Sem 0.0234, dir -0.9941, norm 0.0620, swav 0.0000 LR: 2.890e-02 Score 99.079 Data time: 0.1992, Forward time: 2.2578, Backward time: 2.4194, DDP time: 0.0051, Total iter time: 4.1333 [2020-11-08 10:26:43,675][root][INFO] - ===> Epoch[3743](3743/1): Loss -0.9033, Sem 0.0242, dir -0.9939, norm 0.0664, swav 0.0000 LR: 2.888e-02 Score 99.057 Data time: 0.1785, Forward time: 2.2577, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 5.5362 [2020-11-08 10:26:48,784][root][INFO] - ===> Epoch[3744](3744/1): Loss -0.9075, Sem 0.0231, dir -0.9937, norm 0.0632, swav 0.0000 LR: 2.886e-02 Score 99.092 Data time: 0.2472, Forward time: 2.2578, Backward time: 2.4196, DDP time: 0.0051, Total iter time: 5.0020 [2020-11-08 10:26:53,904][root][INFO] - ===> Epoch[3745](3745/1): Loss -0.9074, Sem 0.0241, dir -0.9938, norm 0.0623, swav 0.0000 LR: 2.884e-02 Score 99.058 Data time: 0.1738, Forward time: 2.2577, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 4.9853 [2020-11-08 10:26:58,965][root][INFO] - ===> Epoch[3746](3746/1): Loss -0.9116, Sem 0.0221, dir -0.9942, norm 0.0605, swav 0.0000 LR: 2.882e-02 Score 99.129 Data time: 0.2233, Forward time: 2.2577, Backward time: 2.4197, DDP time: 0.0051, Total iter time: 4.9421 [2020-11-08 10:27:03,844][root][INFO] - ===> Epoch[3747](3747/1): Loss -0.9085, Sem 0.0229, dir -0.9941, norm 0.0627, swav 0.0000 LR: 2.879e-02 Score 99.101 Data time: 0.2196, Forward time: 2.2577, Backward time: 2.4196, DDP time: 0.0051, Total iter time: 4.7537 [2020-11-08 10:27:08,823][root][INFO] - ===> Epoch[3748](3748/1): Loss -0.9064, Sem 0.0230, dir -0.9938, norm 0.0644, swav 0.0000 LR: 2.877e-02 Score 99.105 Data time: 0.1863, Forward time: 2.2576, Backward time: 2.4197, DDP time: 0.0052, Total iter time: 4.8246 [2020-11-08 10:27:14,290][root][INFO] - ===> Epoch[3749](3749/1): Loss -0.9064, Sem 0.0239, dir -0.9943, norm 0.0640, swav 0.0000 LR: 2.875e-02 Score 99.064 Data time: 0.2237, Forward time: 2.2576, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 5.3353 [2020-11-08 10:27:19,575][root][INFO] - ===> Epoch[3750](3750/1): Loss -0.9092, Sem 0.0231, dir -0.9937, norm 0.0614, swav 0.0000 LR: 2.873e-02 Score 99.099 Data time: 0.2065, Forward time: 2.2576, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 5.1405 [2020-11-08 10:27:24,912][root][INFO] - ===> Epoch[3751](3751/1): Loss -0.9074, Sem 0.0233, dir -0.9947, norm 0.0641, swav 0.0000 LR: 2.871e-02 Score 99.073 Data time: 0.2466, Forward time: 2.2577, Backward time: 2.4199, DDP time: 0.0052, Total iter time: 5.2169 [2020-11-08 10:27:29,955][root][INFO] - ===> Epoch[3752](3752/1): Loss -0.9080, Sem 0.0237, dir -0.9943, norm 0.0627, swav 0.0000 LR: 2.869e-02 Score 99.068 Data time: 0.2339, Forward time: 2.2577, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 4.9019 [2020-11-08 10:27:35,010][root][INFO] - ===> Epoch[3753](3753/1): Loss -0.9051, Sem 0.0235, dir -0.9939, norm 0.0653, swav 0.0000 LR: 2.867e-02 Score 99.087 Data time: 0.2166, Forward time: 2.2576, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 4.9320 [2020-11-08 10:27:39,895][root][INFO] - ===> Epoch[3754](3754/1): Loss -0.9040, Sem 0.0244, dir -0.9937, norm 0.0653, swav 0.0000 LR: 2.865e-02 Score 99.053 Data time: 0.1762, Forward time: 2.2575, Backward time: 2.4199, DDP time: 0.0052, Total iter time: 4.7790 [2020-11-08 10:27:45,433][root][INFO] - ===> Epoch[3755](3755/1): Loss -0.9077, Sem 0.0232, dir -0.9942, norm 0.0633, swav 0.0000 LR: 2.863e-02 Score 99.089 Data time: 0.2797, Forward time: 2.2577, Backward time: 2.4199, DDP time: 0.0052, Total iter time: 5.4292 [2020-11-08 10:27:50,612][root][INFO] - ===> Epoch[3756](3756/1): Loss -0.9051, Sem 0.0231, dir -0.9935, norm 0.0654, swav 0.0000 LR: 2.861e-02 Score 99.111 Data time: 0.2256, Forward time: 2.2577, Backward time: 2.4199, DDP time: 0.0052, Total iter time: 5.0589 [2020-11-08 10:27:55,844][root][INFO] - ===> Epoch[3757](3757/1): Loss -0.9049, Sem 0.0238, dir -0.9932, norm 0.0645, swav 0.0000 LR: 2.859e-02 Score 99.078 Data time: 0.2061, Forward time: 2.2577, Backward time: 2.4200, DDP time: 0.0052, Total iter time: 5.1008 [2020-11-08 10:28:01,033][root][INFO] - ===> Epoch[3758](3758/1): Loss -0.9080, Sem 0.0236, dir -0.9944, norm 0.0629, swav 0.0000 LR: 2.857e-02 Score 99.077 Data time: 0.2420, Forward time: 2.2577, Backward time: 2.4200, DDP time: 0.0052, Total iter time: 5.0853 [2020-11-08 10:28:06,031][root][INFO] - ===> Epoch[3759](3759/1): Loss -0.9033, Sem 0.0242, dir -0.9943, norm 0.0668, swav 0.0000 LR: 2.855e-02 Score 99.049 Data time: 0.2572, Forward time: 2.2578, Backward time: 2.4199, DDP time: 0.0052, Total iter time: 4.8696 [2020-11-08 10:28:11,236][root][INFO] - ===> Epoch[3760](3760/1): Loss -0.9063, Sem 0.0239, dir -0.9938, norm 0.0636, swav 0.0000 LR: 2.853e-02 Score 99.067 Data time: 0.2147, Forward time: 2.2577, Backward time: 2.4199, DDP time: 0.0052, Total iter time: 5.0755 [2020-11-08 10:28:16,074][root][INFO] - ===> Epoch[3761](3761/1): Loss -0.9080, Sem 0.0230, dir -0.9945, norm 0.0634, swav 0.0000 LR: 2.851e-02 Score 99.095 Data time: 0.1943, Forward time: 2.2577, Backward time: 2.4199, DDP time: 0.0052, Total iter time: 4.7204 [2020-11-08 10:28:21,439][root][INFO] - ===> Epoch[3762](3762/1): Loss -0.9087, Sem 0.0235, dir -0.9939, norm 0.0618, swav 0.0000 LR: 2.848e-02 Score 99.087 Data time: 0.2242, Forward time: 2.2577, Backward time: 2.4200, DDP time: 0.0052, Total iter time: 5.2751 [2020-11-08 10:28:26,046][root][INFO] - ===> Epoch[3763](3763/1): Loss -0.9107, Sem 0.0229, dir -0.9946, norm 0.0611, swav 0.0000 LR: 2.846e-02 Score 99.101 Data time: 0.2095, Forward time: 2.2577, Backward time: 2.4199, DDP time: 0.0052, Total iter time: 4.4805 [2020-11-08 10:28:31,464][root][INFO] - ===> Epoch[3764](3764/1): Loss -0.9057, Sem 0.0239, dir -0.9941, norm 0.0646, swav 0.0000 LR: 2.844e-02 Score 99.064 Data time: 0.1959, Forward time: 2.2576, Backward time: 2.4200, DDP time: 0.0052, Total iter time: 5.2965 [2020-11-08 10:28:36,346][root][INFO] - ===> Epoch[3765](3765/1): Loss -0.9112, Sem 0.0238, dir -0.9946, norm 0.0596, swav 0.0000 LR: 2.842e-02 Score 99.066 Data time: 0.1988, Forward time: 2.2576, Backward time: 2.4201, DDP time: 0.0052, Total iter time: 4.7721 [2020-11-08 10:28:41,681][root][INFO] - ===> Epoch[3766](3766/1): Loss -0.9077, Sem 0.0234, dir -0.9945, norm 0.0634, swav 0.0000 LR: 2.840e-02 Score 99.079 Data time: 0.2118, Forward time: 2.2576, Backward time: 2.4201, DDP time: 0.0052, Total iter time: 5.2227 [2020-11-08 10:28:47,217][root][INFO] - ===> Epoch[3767](3767/1): Loss -0.9121, Sem 0.0218, dir -0.9945, norm 0.0606, swav 0.0000 LR: 2.838e-02 Score 99.148 Data time: 0.2025, Forward time: 2.2575, Backward time: 2.4203, DDP time: 0.0052, Total iter time: 5.4203 [2020-11-08 10:28:52,045][root][INFO] - ===> Epoch[3768](3768/1): Loss -0.9120, Sem 0.0231, dir -0.9945, norm 0.0593, swav 0.0000 LR: 2.836e-02 Score 99.092 Data time: 0.2398, Forward time: 2.2576, Backward time: 2.4202, DDP time: 0.0052, Total iter time: 4.7138 [2020-11-08 10:28:57,246][root][INFO] - ===> Epoch[3769](3769/1): Loss -0.9133, Sem 0.0224, dir -0.9945, norm 0.0589, swav 0.0000 LR: 2.834e-02 Score 99.121 Data time: 0.2384, Forward time: 2.2576, Backward time: 2.4202, DDP time: 0.0052, Total iter time: 5.0801 [2020-11-08 10:29:01,852][root][INFO] - ===> Epoch[3770](3770/1): Loss -0.9071, Sem 0.0228, dir -0.9943, norm 0.0645, swav 0.0000 LR: 2.832e-02 Score 99.105 Data time: 0.2072, Forward time: 2.2575, Backward time: 2.4202, DDP time: 0.0052, Total iter time: 4.4881 [2020-11-08 10:29:06,677][root][INFO] - ===> Epoch[3771](3771/1): Loss -0.9050, Sem 0.0241, dir -0.9942, norm 0.0650, swav 0.0000 LR: 2.830e-02 Score 99.058 Data time: 0.2498, Forward time: 2.2576, Backward time: 2.4200, DDP time: 0.0052, Total iter time: 4.7102 [2020-11-08 10:29:11,437][root][INFO] - ===> Epoch[3772](3772/1): Loss -0.9080, Sem 0.0229, dir -0.9942, norm 0.0633, swav 0.0000 LR: 2.828e-02 Score 99.105 Data time: 0.2213, Forward time: 2.2576, Backward time: 2.4199, DDP time: 0.0052, Total iter time: 4.6305 [2020-11-08 10:29:16,737][root][INFO] - ===> Epoch[3773](3773/1): Loss -0.9116, Sem 0.0232, dir -0.9946, norm 0.0598, swav 0.0000 LR: 2.826e-02 Score 99.085 Data time: 0.2770, Forward time: 2.2578, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 5.1763 [2020-11-08 10:29:21,518][root][INFO] - ===> Epoch[3774](3774/1): Loss -0.9102, Sem 0.0227, dir -0.9943, norm 0.0614, swav 0.0000 LR: 2.824e-02 Score 99.113 Data time: 0.2275, Forward time: 2.2578, Backward time: 2.4197, DDP time: 0.0052, Total iter time: 4.6683 [2020-11-08 10:29:26,600][root][INFO] - ===> Epoch[3775](3775/1): Loss -0.9065, Sem 0.0236, dir -0.9940, norm 0.0639, swav 0.0000 LR: 2.822e-02 Score 99.075 Data time: 0.2382, Forward time: 2.2579, Backward time: 2.4197, DDP time: 0.0052, Total iter time: 4.9504 [2020-11-08 10:29:31,597][root][INFO] - ===> Epoch[3776](3776/1): Loss -0.9067, Sem 0.0238, dir -0.9942, norm 0.0636, swav 0.0000 LR: 2.819e-02 Score 99.068 Data time: 0.1826, Forward time: 2.2578, Backward time: 2.4197, DDP time: 0.0052, Total iter time: 4.8570 [2020-11-08 10:29:37,326][root][INFO] - ===> Epoch[3777](3777/1): Loss -0.9076, Sem 0.0229, dir -0.9942, norm 0.0637, swav 0.0000 LR: 2.817e-02 Score 99.101 Data time: 0.2506, Forward time: 2.2578, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 5.6217 [2020-11-08 10:29:43,092][root][INFO] - ===> Epoch[3778](3778/1): Loss -0.9055, Sem 0.0233, dir -0.9942, norm 0.0653, swav 0.0000 LR: 2.815e-02 Score 99.088 Data time: 0.2241, Forward time: 2.2579, Backward time: 2.4200, DDP time: 0.0052, Total iter time: 5.6338 [2020-11-08 10:29:48,354][root][INFO] - ===> Epoch[3779](3779/1): Loss -0.9060, Sem 0.0228, dir -0.9941, norm 0.0652, swav 0.0000 LR: 2.813e-02 Score 99.114 Data time: 0.2215, Forward time: 2.2579, Backward time: 2.4200, DDP time: 0.0052, Total iter time: 5.1424 [2020-11-08 10:29:53,020][root][INFO] - ===> Epoch[3780](3780/1): Loss -0.9023, Sem 0.0244, dir -0.9936, norm 0.0669, swav 0.0000 LR: 2.811e-02 Score 99.048 Data time: 0.1443, Forward time: 2.2577, Backward time: 2.4201, DDP time: 0.0052, Total iter time: 4.5529 [2020-11-08 10:29:58,540][root][INFO] - ===> Epoch[3781](3781/1): Loss -0.9065, Sem 0.0225, dir -0.9938, norm 0.0648, swav 0.0000 LR: 2.809e-02 Score 99.118 Data time: 0.1984, Forward time: 2.2576, Backward time: 2.4203, DDP time: 0.0052, Total iter time: 5.4395 [2020-11-08 10:30:03,143][root][INFO] - ===> Epoch[3782](3782/1): Loss -0.9024, Sem 0.0237, dir -0.9937, norm 0.0675, swav 0.0000 LR: 2.807e-02 Score 99.071 Data time: 0.1961, Forward time: 2.2576, Backward time: 2.4202, DDP time: 0.0052, Total iter time: 4.4796 [2020-11-08 10:30:08,509][root][INFO] - ===> Epoch[3783](3783/1): Loss -0.9004, Sem 0.0250, dir -0.9936, norm 0.0681, swav 0.0000 LR: 2.805e-02 Score 99.038 Data time: 0.2075, Forward time: 2.2575, Backward time: 2.4204, DDP time: 0.0052, Total iter time: 5.2586 [2020-11-08 10:30:13,667][root][INFO] - ===> Epoch[3784](3784/1): Loss -0.9052, Sem 0.0224, dir -0.9940, norm 0.0663, swav 0.0000 LR: 2.803e-02 Score 99.117 Data time: 0.2568, Forward time: 2.2576, Backward time: 2.4203, DDP time: 0.0052, Total iter time: 5.0266 [2020-11-08 10:30:19,083][root][INFO] - ===> Epoch[3785](3785/1): Loss -0.9084, Sem 0.0234, dir -0.9943, norm 0.0625, swav 0.0000 LR: 2.801e-02 Score 99.082 Data time: 0.2039, Forward time: 2.2576, Backward time: 2.4204, DDP time: 0.0052, Total iter time: 5.2781 [2020-11-08 10:30:23,662][root][INFO] - ===> Epoch[3786](3786/1): Loss -0.9092, Sem 0.0230, dir -0.9943, norm 0.0621, swav 0.0000 LR: 2.799e-02 Score 99.096 Data time: 0.2044, Forward time: 2.2575, Backward time: 2.4204, DDP time: 0.0052, Total iter time: 4.4691 [2020-11-08 10:30:28,604][root][INFO] - ===> Epoch[3787](3787/1): Loss -0.9013, Sem 0.0248, dir -0.9938, norm 0.0678, swav 0.0000 LR: 2.797e-02 Score 99.022 Data time: 0.2374, Forward time: 2.2575, Backward time: 2.4203, DDP time: 0.0052, Total iter time: 4.8286 [2020-11-08 10:30:33,849][root][INFO] - ===> Epoch[3788](3788/1): Loss -0.9077, Sem 0.0227, dir -0.9948, norm 0.0644, swav 0.0000 LR: 2.795e-02 Score 99.119 Data time: 0.2378, Forward time: 2.2576, Backward time: 2.4203, DDP time: 0.0052, Total iter time: 5.1230 [2020-11-08 10:30:39,185][root][INFO] - ===> Epoch[3789](3789/1): Loss -0.9047, Sem 0.0218, dir -0.9940, norm 0.0675, swav 0.0000 LR: 2.793e-02 Score 99.148 Data time: 0.2355, Forward time: 2.2577, Backward time: 2.4203, DDP time: 0.0052, Total iter time: 5.1982 [2020-11-08 10:30:44,423][root][INFO] - ===> Epoch[3790](3790/1): Loss -0.9039, Sem 0.0232, dir -0.9936, norm 0.0665, swav 0.0000 LR: 2.790e-02 Score 99.088 Data time: 0.1828, Forward time: 2.2576, Backward time: 2.4204, DDP time: 0.0052, Total iter time: 5.1181 [2020-11-08 10:30:49,535][root][INFO] - ===> Epoch[3791](3791/1): Loss -0.9080, Sem 0.0239, dir -0.9940, norm 0.0621, swav 0.0000 LR: 2.788e-02 Score 99.071 Data time: 0.2094, Forward time: 2.2576, Backward time: 2.4205, DDP time: 0.0052, Total iter time: 5.0175 [2020-11-08 10:30:54,285][root][INFO] - ===> Epoch[3792](3792/1): Loss -0.8993, Sem 0.0236, dir -0.9934, norm 0.0704, swav 0.0000 LR: 2.786e-02 Score 99.066 Data time: 0.2022, Forward time: 2.2575, Backward time: 2.4204, DDP time: 0.0052, Total iter time: 4.6174 [2020-11-08 10:30:59,326][root][INFO] - ===> Epoch[3793](3793/1): Loss -0.9027, Sem 0.0237, dir -0.9939, norm 0.0675, swav 0.0000 LR: 2.784e-02 Score 99.069 Data time: 0.2566, Forward time: 2.2576, Backward time: 2.4203, DDP time: 0.0052, Total iter time: 4.9166 [2020-11-08 10:31:04,625][root][INFO] - ===> Epoch[3794](3794/1): Loss -0.9093, Sem 0.0242, dir -0.9942, norm 0.0607, swav 0.0000 LR: 2.782e-02 Score 99.084 Data time: 0.2637, Forward time: 2.2577, Backward time: 2.4203, DDP time: 0.0052, Total iter time: 5.1800 [2020-11-08 10:31:09,979][root][INFO] - ===> Epoch[3795](3795/1): Loss -0.9057, Sem 0.0230, dir -0.9942, norm 0.0655, swav 0.0000 LR: 2.780e-02 Score 99.100 Data time: 0.2115, Forward time: 2.2577, Backward time: 2.4203, DDP time: 0.0052, Total iter time: 5.2201 [2020-11-08 10:31:14,947][root][INFO] - ===> Epoch[3796](3796/1): Loss -0.9071, Sem 0.0236, dir -0.9942, norm 0.0635, swav 0.0000 LR: 2.778e-02 Score 99.075 Data time: 0.2117, Forward time: 2.2578, Backward time: 2.4203, DDP time: 0.0052, Total iter time: 4.8462 [2020-11-08 10:31:19,779][root][INFO] - ===> Epoch[3797](3797/1): Loss -0.9055, Sem 0.0231, dir -0.9939, norm 0.0653, swav 0.0000 LR: 2.776e-02 Score 99.098 Data time: 0.2211, Forward time: 2.2578, Backward time: 2.4202, DDP time: 0.0052, Total iter time: 4.7067 [2020-11-08 10:31:24,899][root][INFO] - ===> Epoch[3798](3798/1): Loss -0.9094, Sem 0.0227, dir -0.9942, norm 0.0621, swav 0.0000 LR: 2.774e-02 Score 99.113 Data time: 0.2744, Forward time: 2.2578, Backward time: 2.4201, DDP time: 0.0052, Total iter time: 5.0117 [2020-11-08 10:31:29,642][root][INFO] - ===> Epoch[3799](3799/1): Loss -0.9041, Sem 0.0242, dir -0.9941, norm 0.0658, swav 0.0000 LR: 2.772e-02 Score 99.056 Data time: 0.2085, Forward time: 2.2578, Backward time: 2.4201, DDP time: 0.0052, Total iter time: 4.6135 [2020-11-08 10:31:34,517][root][INFO] - ===> Epoch[3800](3800/1): Loss -0.9040, Sem 0.0247, dir -0.9940, norm 0.0653, swav 0.0000 LR: 2.770e-02 Score 99.023 Data time: 0.2416, Forward time: 2.2579, Backward time: 2.4200, DDP time: 0.0052, Total iter time: 4.7663 [2020-11-08 10:31:39,606][root][INFO] - ===> Epoch[3801](3801/1): Loss -0.9039, Sem 0.0244, dir -0.9933, norm 0.0650, swav 0.0000 LR: 2.768e-02 Score 99.051 Data time: 0.2620, Forward time: 2.2580, Backward time: 2.4199, DDP time: 0.0052, Total iter time: 4.9606 [2020-11-08 10:31:44,502][root][INFO] - ===> Epoch[3802](3802/1): Loss -0.9031, Sem 0.0234, dir -0.9941, norm 0.0676, swav 0.0000 LR: 2.766e-02 Score 99.086 Data time: 0.2376, Forward time: 2.2580, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 4.7798 [2020-11-08 10:31:49,481][root][INFO] - ===> Epoch[3803](3803/1): Loss -0.9084, Sem 0.0226, dir -0.9944, norm 0.0634, swav 0.0000 LR: 2.764e-02 Score 99.101 Data time: 0.2465, Forward time: 2.2581, Backward time: 2.4197, DDP time: 0.0052, Total iter time: 4.8445 [2020-11-08 10:31:54,693][root][INFO] - ===> Epoch[3804](3804/1): Loss -0.9030, Sem 0.0231, dir -0.9935, norm 0.0674, swav 0.0000 LR: 2.761e-02 Score 99.092 Data time: 0.1589, Forward time: 2.2580, Backward time: 2.4199, DDP time: 0.0052, Total iter time: 5.0705 [2020-11-08 10:31:59,623][root][INFO] - ===> Epoch[3805](3805/1): Loss -0.9038, Sem 0.0230, dir -0.9937, norm 0.0670, swav 0.0000 LR: 2.759e-02 Score 99.103 Data time: 0.2120, Forward time: 2.2579, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 4.8309 [2020-11-08 10:32:04,602][root][INFO] - ===> Epoch[3806](3806/1): Loss -0.9078, Sem 0.0218, dir -0.9946, norm 0.0650, swav 0.0000 LR: 2.757e-02 Score 99.141 Data time: 0.2221, Forward time: 2.2580, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 4.8664 [2020-11-08 10:32:09,978][root][INFO] - ===> Epoch[3807](3807/1): Loss -0.9090, Sem 0.0231, dir -0.9941, norm 0.0620, swav 0.0000 LR: 2.755e-02 Score 99.099 Data time: 0.2762, Forward time: 2.2581, Backward time: 2.4197, DDP time: 0.0052, Total iter time: 5.2516 [2020-11-08 10:32:15,189][root][INFO] - ===> Epoch[3808](3808/1): Loss -0.9021, Sem 0.0236, dir -0.9933, norm 0.0676, swav 0.0000 LR: 2.753e-02 Score 99.082 Data time: 0.2493, Forward time: 2.2582, Backward time: 2.4197, DDP time: 0.0052, Total iter time: 5.0751 [2020-11-08 10:32:19,916][root][INFO] - ===> Epoch[3809](3809/1): Loss -0.9080, Sem 0.0230, dir -0.9946, norm 0.0637, swav 0.0000 LR: 2.751e-02 Score 99.099 Data time: 0.2293, Forward time: 2.2583, Backward time: 2.4195, DDP time: 0.0052, Total iter time: 4.6072 [2020-11-08 10:32:24,744][root][INFO] - ===> Epoch[3810](3810/1): Loss -0.9094, Sem 0.0223, dir -0.9944, norm 0.0627, swav 0.0000 LR: 2.749e-02 Score 99.118 Data time: 0.2680, Forward time: 2.2583, Backward time: 2.4194, DDP time: 0.0052, Total iter time: 4.7184 [2020-11-08 10:32:29,556][root][INFO] - ===> Epoch[3811](3811/1): Loss -0.9058, Sem 0.0243, dir -0.9942, norm 0.0640, swav 0.0000 LR: 2.747e-02 Score 99.050 Data time: 0.2059, Forward time: 2.2583, Backward time: 2.4194, DDP time: 0.0052, Total iter time: 4.6795 [2020-11-08 10:32:34,199][root][INFO] - ===> Epoch[3812](3812/1): Loss -0.9035, Sem 0.0234, dir -0.9938, norm 0.0669, swav 0.0000 LR: 2.745e-02 Score 99.091 Data time: 0.1659, Forward time: 2.2582, Backward time: 2.4194, DDP time: 0.0052, Total iter time: 4.5421 [2020-11-08 10:32:39,442][root][INFO] - ===> Epoch[3813](3813/1): Loss -0.9035, Sem 0.0242, dir -0.9936, norm 0.0659, swav 0.0000 LR: 2.743e-02 Score 99.056 Data time: 0.1907, Forward time: 2.2581, Backward time: 2.4195, DDP time: 0.0052, Total iter time: 5.1655 [2020-11-08 10:32:44,255][root][INFO] - ===> Epoch[3814](3814/1): Loss -0.9065, Sem 0.0243, dir -0.9945, norm 0.0637, swav 0.0000 LR: 2.741e-02 Score 99.046 Data time: 0.2261, Forward time: 2.2581, Backward time: 2.4195, DDP time: 0.0052, Total iter time: 4.7138 [2020-11-08 10:32:49,099][root][INFO] - ===> Epoch[3815](3815/1): Loss -0.9098, Sem 0.0218, dir -0.9939, norm 0.0623, swav 0.0000 LR: 2.739e-02 Score 99.141 Data time: 0.2054, Forward time: 2.2580, Backward time: 2.4195, DDP time: 0.0052, Total iter time: 4.7132 [2020-11-08 10:32:54,172][root][INFO] - ===> Epoch[3816](3816/1): Loss -0.9058, Sem 0.0236, dir -0.9944, norm 0.0650, swav 0.0000 LR: 2.736e-02 Score 99.070 Data time: 0.2196, Forward time: 2.2580, Backward time: 2.4195, DDP time: 0.0052, Total iter time: 4.9540 [2020-11-08 10:32:59,530][root][INFO] - ===> Epoch[3817](3817/1): Loss -0.9041, Sem 0.0245, dir -0.9937, norm 0.0652, swav 0.0000 LR: 2.734e-02 Score 99.044 Data time: 0.2166, Forward time: 2.2580, Backward time: 2.4196, DDP time: 0.0052, Total iter time: 5.2301 [2020-11-08 10:33:05,448][root][INFO] - ===> Epoch[3818](3818/1): Loss -0.9114, Sem 0.0226, dir -0.9942, norm 0.0603, swav 0.0000 LR: 2.732e-02 Score 99.108 Data time: 0.2324, Forward time: 2.2581, Backward time: 2.4197, DDP time: 0.0052, Total iter time: 5.7963 [2020-11-08 10:33:10,687][root][INFO] - ===> Epoch[3819](3819/1): Loss -0.9085, Sem 0.0238, dir -0.9941, norm 0.0618, swav 0.0000 LR: 2.730e-02 Score 99.067 Data time: 0.2160, Forward time: 2.2581, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 5.1121 [2020-11-08 10:33:15,725][root][INFO] - ===> Epoch[3820](3820/1): Loss -0.9071, Sem 0.0240, dir -0.9942, norm 0.0630, swav 0.0000 LR: 2.728e-02 Score 99.060 Data time: 0.2334, Forward time: 2.2581, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 4.9318 [2020-11-08 10:33:20,433][root][INFO] - ===> Epoch[3821](3821/1): Loss -0.9066, Sem 0.0231, dir -0.9937, norm 0.0640, swav 0.0000 LR: 2.726e-02 Score 99.098 Data time: 0.1871, Forward time: 2.2580, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 4.5838 [2020-11-08 10:33:25,300][root][INFO] - ===> Epoch[3822](3822/1): Loss -0.9066, Sem 0.0234, dir -0.9941, norm 0.0641, swav 0.0000 LR: 2.724e-02 Score 99.082 Data time: 0.2532, Forward time: 2.2580, Backward time: 2.4197, DDP time: 0.0052, Total iter time: 4.7620 [2020-11-08 10:33:30,481][root][INFO] - ===> Epoch[3823](3823/1): Loss -0.9095, Sem 0.0219, dir -0.9942, norm 0.0627, swav 0.0000 LR: 2.722e-02 Score 99.146 Data time: 0.1853, Forward time: 2.2579, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 5.0421 [2020-11-08 10:33:35,539][root][INFO] - ===> Epoch[3824](3824/1): Loss -0.9030, Sem 0.0242, dir -0.9932, norm 0.0660, swav 0.0000 LR: 2.720e-02 Score 99.053 Data time: 0.2030, Forward time: 2.2579, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 4.9480 [2020-11-08 10:33:40,769][root][INFO] - ===> Epoch[3825](3825/1): Loss -0.9110, Sem 0.0222, dir -0.9943, norm 0.0611, swav 0.0000 LR: 2.718e-02 Score 99.121 Data time: 0.2558, Forward time: 2.2580, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 5.1155 [2020-11-08 10:33:45,298][root][INFO] - ===> Epoch[3826](3826/1): Loss -0.9003, Sem 0.0247, dir -0.9934, norm 0.0683, swav 0.0000 LR: 2.716e-02 Score 99.043 Data time: 0.2074, Forward time: 2.2580, Backward time: 2.4197, DDP time: 0.0052, Total iter time: 4.3872 [2020-11-08 10:33:50,236][root][INFO] - ===> Epoch[3827](3827/1): Loss -0.9145, Sem 0.0212, dir -0.9949, norm 0.0592, swav 0.0000 LR: 2.714e-02 Score 99.165 Data time: 0.2125, Forward time: 2.2579, Backward time: 2.4196, DDP time: 0.0052, Total iter time: 4.8220 [2020-11-08 10:33:55,584][root][INFO] - ===> Epoch[3828](3828/1): Loss -0.9061, Sem 0.0245, dir -0.9946, norm 0.0641, swav 0.0000 LR: 2.712e-02 Score 99.044 Data time: 0.2001, Forward time: 2.2579, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 5.2303 [2020-11-08 10:34:00,295][root][INFO] - ===> Epoch[3829](3829/1): Loss -0.9054, Sem 0.0252, dir -0.9935, norm 0.0630, swav 0.0000 LR: 2.709e-02 Score 99.018 Data time: 0.2426, Forward time: 2.2580, Backward time: 2.4196, DDP time: 0.0052, Total iter time: 4.6029 [2020-11-08 10:34:05,550][root][INFO] - ===> Epoch[3830](3830/1): Loss -0.9062, Sem 0.0234, dir -0.9943, norm 0.0647, swav 0.0000 LR: 2.707e-02 Score 99.084 Data time: 0.2430, Forward time: 2.2580, Backward time: 2.4196, DDP time: 0.0052, Total iter time: 5.1348 [2020-11-08 10:34:10,864][root][INFO] - ===> Epoch[3831](3831/1): Loss -0.9118, Sem 0.0218, dir -0.9941, norm 0.0605, swav 0.0000 LR: 2.705e-02 Score 99.153 Data time: 0.2592, Forward time: 2.2581, Backward time: 2.4195, DDP time: 0.0052, Total iter time: 5.1866 [2020-11-08 10:34:15,879][root][INFO] - ===> Epoch[3832](3832/1): Loss -0.9080, Sem 0.0236, dir -0.9936, norm 0.0620, swav 0.0000 LR: 2.703e-02 Score 99.086 Data time: 0.2070, Forward time: 2.2581, Backward time: 2.4196, DDP time: 0.0052, Total iter time: 4.8911 [2020-11-08 10:34:20,510][root][INFO] - ===> Epoch[3833](3833/1): Loss -0.9051, Sem 0.0231, dir -0.9943, norm 0.0661, swav 0.0000 LR: 2.701e-02 Score 99.107 Data time: 0.2170, Forward time: 2.2581, Backward time: 2.4194, DDP time: 0.0052, Total iter time: 4.5282 [2020-11-08 10:34:26,060][root][INFO] - ===> Epoch[3834](3834/1): Loss -0.9115, Sem 0.0224, dir -0.9944, norm 0.0605, swav 0.0000 LR: 2.699e-02 Score 99.125 Data time: 0.2197, Forward time: 2.2581, Backward time: 2.4196, DDP time: 0.0052, Total iter time: 5.4180 [2020-11-08 10:34:31,214][root][INFO] - ===> Epoch[3835](3835/1): Loss -0.9097, Sem 0.0237, dir -0.9944, norm 0.0610, swav 0.0000 LR: 2.697e-02 Score 99.079 Data time: 0.2092, Forward time: 2.2581, Backward time: 2.4196, DDP time: 0.0052, Total iter time: 5.0544 [2020-11-08 10:34:36,225][root][INFO] - ===> Epoch[3836](3836/1): Loss -0.9051, Sem 0.0249, dir -0.9940, norm 0.0639, swav 0.0000 LR: 2.695e-02 Score 99.036 Data time: 0.2087, Forward time: 2.2581, Backward time: 2.4196, DDP time: 0.0052, Total iter time: 4.8803 [2020-11-08 10:34:41,027][root][INFO] - ===> Epoch[3837](3837/1): Loss -0.9075, Sem 0.0225, dir -0.9940, norm 0.0640, swav 0.0000 LR: 2.693e-02 Score 99.128 Data time: 0.2718, Forward time: 2.2581, Backward time: 2.4195, DDP time: 0.0052, Total iter time: 4.6974 [2020-11-08 10:34:45,630][root][INFO] - ===> Epoch[3838](3838/1): Loss -0.9108, Sem 0.0226, dir -0.9947, norm 0.0613, swav 0.0000 LR: 2.691e-02 Score 99.121 Data time: 0.2129, Forward time: 2.2581, Backward time: 2.4194, DDP time: 0.0052, Total iter time: 4.4758 [2020-11-08 10:34:50,567][root][INFO] - ===> Epoch[3839](3839/1): Loss -0.9074, Sem 0.0234, dir -0.9940, norm 0.0632, swav 0.0000 LR: 2.689e-02 Score 99.077 Data time: 0.2184, Forward time: 2.2581, Backward time: 2.4194, DDP time: 0.0052, Total iter time: 4.8229 [2020-11-08 10:34:55,826][root][INFO] - ===> Epoch[3840](3840/1): Loss -0.9102, Sem 0.0230, dir -0.9944, norm 0.0612, swav 0.0000 LR: 2.687e-02 Score 99.098 Data time: 0.2075, Forward time: 2.2581, Backward time: 2.4194, DDP time: 0.0052, Total iter time: 5.1373 [2020-11-08 10:35:00,954][root][INFO] - ===> Epoch[3841](3841/1): Loss -0.9112, Sem 0.0224, dir -0.9940, norm 0.0604, swav 0.0000 LR: 2.684e-02 Score 99.123 Data time: 0.2272, Forward time: 2.2581, Backward time: 2.4194, DDP time: 0.0052, Total iter time: 5.0128 [2020-11-08 10:35:06,679][root][INFO] - ===> Epoch[3842](3842/1): Loss -0.9099, Sem 0.0228, dir -0.9944, norm 0.0618, swav 0.0000 LR: 2.682e-02 Score 99.107 Data time: 0.1928, Forward time: 2.2581, Backward time: 2.4196, DDP time: 0.0052, Total iter time: 5.6031 [2020-11-08 10:35:12,171][root][INFO] - ===> Epoch[3843](3843/1): Loss -0.9064, Sem 0.0239, dir -0.9939, norm 0.0636, swav 0.0000 LR: 2.680e-02 Score 99.067 Data time: 0.1788, Forward time: 2.2580, Backward time: 2.4198, DDP time: 0.0052, Total iter time: 5.3685 [2020-11-08 10:35:16,866][root][INFO] - ===> Epoch[3844](3844/1): Loss -0.9084, Sem 0.0239, dir -0.9943, norm 0.0620, swav 0.0000 LR: 2.678e-02 Score 99.064 Data time: 0.2231, Forward time: 2.2580, Backward time: 2.4197, DDP time: 0.0052, Total iter time: 4.5965 [2020-11-08 10:35:21,431][root][INFO] - ===> Epoch[3845](3845/1): Loss -0.9062, Sem 0.0240, dir -0.9943, norm 0.0640, swav 0.0000 LR: 2.676e-02 Score 99.060 Data time: 0.2094, Forward time: 2.2580, Backward time: 2.4196, DDP time: 0.0052, Total iter time: 4.4453 [2020-11-08 10:35:26,202][root][INFO] - ===> Epoch[3846](3846/1): Loss -0.9053, Sem 0.0236, dir -0.9943, norm 0.0654, swav 0.0000 LR: 2.674e-02 Score 99.083 Data time: 0.2082, Forward time: 2.2580, Backward time: 2.4195, DDP time: 0.0052, Total iter time: 4.6475 [2020-11-08 10:35:31,277][root][INFO] - ===> Epoch[3847](3847/1): Loss -0.9083, Sem 0.0229, dir -0.9944, norm 0.0632, swav 0.0000 LR: 2.672e-02 Score 99.105 Data time: 0.2211, Forward time: 2.2580, Backward time: 2.4195, DDP time: 0.0052, Total iter time: 4.9371 [2020-11-08 10:35:35,729][root][INFO] - ===> Epoch[3848](3848/1): Loss -0.9115, Sem 0.0237, dir -0.9943, norm 0.0592, swav 0.0000 LR: 2.670e-02 Score 99.064 Data time: 0.2289, Forward time: 2.2580, Backward time: 2.4194, DDP time: 0.0052, Total iter time: 4.3157 [2020-11-08 10:35:40,482][root][INFO] - ===> Epoch[3849](3849/1): Loss -0.9069, Sem 0.0231, dir -0.9943, norm 0.0643, swav 0.0000 LR: 2.668e-02 Score 99.088 Data time: 0.2229, Forward time: 2.2579, Backward time: 2.4194, DDP time: 0.0052, Total iter time: 4.6346 [2020-11-08 10:35:45,294][root][INFO] - ===> Epoch[3850](3850/1): Loss -0.9057, Sem 0.0246, dir -0.9940, norm 0.0637, swav 0.0000 LR: 2.666e-02 Score 99.044 Data time: 0.2691, Forward time: 2.2580, Backward time: 2.4193, DDP time: 0.0052, Total iter time: 4.6980 [2020-11-08 10:35:50,571][root][INFO] - ===> Epoch[3851](3851/1): Loss -0.9053, Sem 0.0240, dir -0.9942, norm 0.0648, swav 0.0000 LR: 2.664e-02 Score 99.059 Data time: 0.2070, Forward time: 2.2579, Backward time: 2.4193, DDP time: 0.0052, Total iter time: 5.1576 [2020-11-08 10:35:55,472][root][INFO] - ===> Epoch[3852](3852/1): Loss -0.9053, Sem 0.0228, dir -0.9944, norm 0.0662, swav 0.0000 LR: 2.662e-02 Score 99.102 Data time: 0.2338, Forward time: 2.2580, Backward time: 2.4193, DDP time: 0.0052, Total iter time: 4.7963 [2020-11-08 10:36:00,502][root][INFO] - ===> Epoch[3853](3853/1): Loss -0.9098, Sem 0.0240, dir -0.9939, norm 0.0601, swav 0.0000 LR: 2.659e-02 Score 99.067 Data time: 0.2322, Forward time: 2.2580, Backward time: 2.4192, DDP time: 0.0052, Total iter time: 4.9026 [2020-11-08 10:36:05,204][root][INFO] - ===> Epoch[3854](3854/1): Loss -0.9030, Sem 0.0234, dir -0.9936, norm 0.0672, swav 0.0000 LR: 2.657e-02 Score 99.085 Data time: 0.2271, Forward time: 2.2580, Backward time: 2.4192, DDP time: 0.0052, Total iter time: 4.5853 [2020-11-08 10:36:10,679][root][INFO] - ===> Epoch[3855](3855/1): Loss -0.9079, Sem 0.0228, dir -0.9945, norm 0.0638, swav 0.0000 LR: 2.655e-02 Score 99.096 Data time: 0.2827, Forward time: 2.2581, Backward time: 2.4191, DDP time: 0.0052, Total iter time: 5.3505 [2020-11-08 10:36:15,722][root][INFO] - ===> Epoch[3856](3856/1): Loss -0.9053, Sem 0.0251, dir -0.9943, norm 0.0638, swav 0.0000 LR: 2.653e-02 Score 99.047 Data time: 0.2399, Forward time: 2.2582, Backward time: 2.4190, DDP time: 0.0052, Total iter time: 4.9169 [2020-11-08 10:36:20,484][root][INFO] - ===> Epoch[3857](3857/1): Loss -0.9036, Sem 0.0241, dir -0.9940, norm 0.0663, swav 0.0000 LR: 2.651e-02 Score 99.057 Data time: 0.1779, Forward time: 2.2582, Backward time: 2.4189, DDP time: 0.0052, Total iter time: 4.1150 [2020-11-08 10:36:25,167][root][INFO] - ===> Epoch[3858](3858/1): Loss -0.9058, Sem 0.0243, dir -0.9937, norm 0.0636, swav 0.0000 LR: 2.649e-02 Score 99.042 Data time: 0.2247, Forward time: 2.2582, Backward time: 2.4188, DDP time: 0.0052, Total iter time: 4.5673 [2020-11-08 10:36:30,565][root][INFO] - ===> Epoch[3859](3859/1): Loss -0.9156, Sem 0.0215, dir -0.9945, norm 0.0574, swav 0.0000 LR: 2.647e-02 Score 99.155 Data time: 0.2809, Forward time: 2.2583, Backward time: 2.4187, DDP time: 0.0052, Total iter time: 5.2788 [2020-11-08 10:36:35,808][root][INFO] - ===> Epoch[3860](3860/1): Loss -0.9023, Sem 0.0235, dir -0.9939, norm 0.0681, swav 0.0000 LR: 2.645e-02 Score 99.077 Data time: 0.2609, Forward time: 2.2584, Backward time: 2.4186, DDP time: 0.0052, Total iter time: 5.1177 [2020-11-08 10:36:40,380][root][INFO] - ===> Epoch[3861](3861/1): Loss -0.9068, Sem 0.0243, dir -0.9938, norm 0.0628, swav 0.0000 LR: 2.643e-02 Score 99.057 Data time: 0.2170, Forward time: 2.2584, Backward time: 2.4185, DDP time: 0.0052, Total iter time: 4.4356 [2020-11-08 10:36:45,148][root][INFO] - ===> Epoch[3862](3862/1): Loss -0.9043, Sem 0.0232, dir -0.9936, norm 0.0660, swav 0.0000 LR: 2.641e-02 Score 99.100 Data time: 0.2392, Forward time: 2.2584, Backward time: 2.4184, DDP time: 0.0052, Total iter time: 4.6474 [2020-11-08 10:36:50,773][root][INFO] - ===> Epoch[3863](3863/1): Loss -0.9047, Sem 0.0249, dir -0.9942, norm 0.0646, swav 0.0000 LR: 2.639e-02 Score 99.049 Data time: 0.2691, Forward time: 2.2585, Backward time: 2.4185, DDP time: 0.0052, Total iter time: 5.5051 [2020-11-08 10:36:55,581][root][INFO] - ===> Epoch[3864](3864/1): Loss -0.9043, Sem 0.0239, dir -0.9936, norm 0.0654, swav 0.0000 LR: 2.637e-02 Score 99.073 Data time: 0.2250, Forward time: 2.2585, Backward time: 2.4184, DDP time: 0.0052, Total iter time: 4.6868 [2020-11-08 10:37:00,972][root][INFO] - ===> Epoch[3865](3865/1): Loss -0.9073, Sem 0.0234, dir -0.9944, norm 0.0637, swav 0.0000 LR: 2.634e-02 Score 99.099 Data time: 0.2233, Forward time: 2.2585, Backward time: 2.4185, DDP time: 0.0052, Total iter time: 5.2828 [2020-11-08 10:37:06,368][root][INFO] - ===> Epoch[3866](3866/1): Loss -0.9047, Sem 0.0246, dir -0.9939, norm 0.0646, swav 0.0000 LR: 2.632e-02 Score 99.038 Data time: 0.1825, Forward time: 2.2585, Backward time: 2.4186, DDP time: 0.0052, Total iter time: 5.2820 [2020-11-08 10:37:11,361][root][INFO] - ===> Epoch[3867](3867/1): Loss -0.9061, Sem 0.0235, dir -0.9942, norm 0.0645, swav 0.0000 LR: 2.630e-02 Score 99.074 Data time: 0.1866, Forward time: 2.2584, Backward time: 2.4187, DDP time: 0.0052, Total iter time: 4.8824 [2020-11-08 10:37:15,991][root][INFO] - ===> Epoch[3868](3868/1): Loss -0.9053, Sem 0.0244, dir -0.9938, norm 0.0641, swav 0.0000 LR: 2.628e-02 Score 99.052 Data time: 0.1791, Forward time: 2.2583, Backward time: 2.4187, DDP time: 0.0052, Total iter time: 4.5373 [2020-11-08 10:37:20,241][root][INFO] - ===> Epoch[3869](3869/1): Loss -0.9050, Sem 0.0248, dir -0.9940, norm 0.0643, swav 0.0000 LR: 2.626e-02 Score 99.035 Data time: 0.2018, Forward time: 2.2583, Backward time: 2.4185, DDP time: 0.0052, Total iter time: 4.1431 [2020-11-08 10:37:25,046][root][INFO] - ===> Epoch[3870](3870/1): Loss -0.9101, Sem 0.0228, dir -0.9947, norm 0.0618, swav 0.0000 LR: 2.624e-02 Score 99.093 Data time: 0.2397, Forward time: 2.2583, Backward time: 2.4184, DDP time: 0.0052, Total iter time: 4.6849 [2020-11-08 10:37:29,921][root][INFO] - ===> Epoch[3871](3871/1): Loss -0.9110, Sem 0.0229, dir -0.9946, norm 0.0607, swav 0.0000 LR: 2.622e-02 Score 99.096 Data time: 0.2450, Forward time: 2.2584, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 4.7257 [2020-11-08 10:37:35,775][root][INFO] - ===> Epoch[3872](3872/1): Loss -0.9063, Sem 0.0229, dir -0.9941, norm 0.0649, swav 0.0000 LR: 2.620e-02 Score 99.100 Data time: 0.1811, Forward time: 2.2583, Backward time: 2.4186, DDP time: 0.0052, Total iter time: 5.7221 [2020-11-08 10:37:40,288][root][INFO] - ===> Epoch[3873](3873/1): Loss -0.9075, Sem 0.0245, dir -0.9938, norm 0.0619, swav 0.0000 LR: 2.618e-02 Score 99.044 Data time: 0.1944, Forward time: 2.2582, Backward time: 2.4185, DDP time: 0.0052, Total iter time: 4.3937 [2020-11-08 10:37:44,922][root][INFO] - ===> Epoch[3874](3874/1): Loss -0.9043, Sem 0.0240, dir -0.9940, norm 0.0657, swav 0.0000 LR: 2.616e-02 Score 99.064 Data time: 0.2082, Forward time: 2.2582, Backward time: 2.4184, DDP time: 0.0052, Total iter time: 4.5079 [2020-11-08 10:37:49,733][root][INFO] - ===> Epoch[3875](3875/1): Loss -0.9037, Sem 0.0233, dir -0.9934, norm 0.0665, swav 0.0000 LR: 2.614e-02 Score 99.083 Data time: 0.2162, Forward time: 2.2582, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 4.6778 [2020-11-08 10:37:54,606][root][INFO] - ===> Epoch[3876](3876/1): Loss -0.9069, Sem 0.0229, dir -0.9943, norm 0.0646, swav 0.0000 LR: 2.611e-02 Score 99.106 Data time: 0.2029, Forward time: 2.2582, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 4.7409 [2020-11-08 10:37:59,780][root][INFO] - ===> Epoch[3877](3877/1): Loss -0.9059, Sem 0.0231, dir -0.9941, norm 0.0651, swav 0.0000 LR: 2.609e-02 Score 99.101 Data time: 0.2122, Forward time: 2.2581, Backward time: 2.4184, DDP time: 0.0052, Total iter time: 5.0642 [2020-11-08 10:38:04,946][root][INFO] - ===> Epoch[3878](3878/1): Loss -0.9083, Sem 0.0230, dir -0.9942, norm 0.0629, swav 0.0000 LR: 2.607e-02 Score 99.095 Data time: 0.1868, Forward time: 2.2581, Backward time: 2.4185, DDP time: 0.0052, Total iter time: 5.0504 [2020-11-08 10:38:09,924][root][INFO] - ===> Epoch[3879](3879/1): Loss -0.9089, Sem 0.0224, dir -0.9941, norm 0.0628, swav 0.0000 LR: 2.605e-02 Score 99.130 Data time: 0.1695, Forward time: 2.2580, Backward time: 2.4186, DDP time: 0.0052, Total iter time: 4.8654 [2020-11-08 10:38:14,755][root][INFO] - ===> Epoch[3880](3880/1): Loss -0.9075, Sem 0.0239, dir -0.9946, norm 0.0632, swav 0.0000 LR: 2.603e-02 Score 99.066 Data time: 0.2250, Forward time: 2.2580, Backward time: 2.4185, DDP time: 0.0052, Total iter time: 4.7182 [2020-11-08 10:38:19,382][root][INFO] - ===> Epoch[3881](3881/1): Loss -0.9083, Sem 0.0231, dir -0.9944, norm 0.0630, swav 0.0000 LR: 2.601e-02 Score 99.100 Data time: 0.2195, Forward time: 2.2580, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 4.4928 [2020-11-08 10:38:24,798][root][INFO] - ===> Epoch[3882](3882/1): Loss -0.9072, Sem 0.0236, dir -0.9935, norm 0.0627, swav 0.0000 LR: 2.599e-02 Score 99.079 Data time: 0.1792, Forward time: 2.2579, Backward time: 2.4185, DDP time: 0.0052, Total iter time: 5.2866 [2020-11-08 10:38:29,659][root][INFO] - ===> Epoch[3883](3883/1): Loss -0.9074, Sem 0.0223, dir -0.9944, norm 0.0647, swav 0.0000 LR: 2.597e-02 Score 99.126 Data time: 0.1975, Forward time: 2.2579, Backward time: 2.4185, DDP time: 0.0052, Total iter time: 4.7595 [2020-11-08 10:38:34,648][root][INFO] - ===> Epoch[3884](3884/1): Loss -0.9039, Sem 0.0238, dir -0.9933, norm 0.0656, swav 0.0000 LR: 2.595e-02 Score 99.066 Data time: 0.1729, Forward time: 2.2578, Backward time: 2.4186, DDP time: 0.0052, Total iter time: 4.8634 [2020-11-08 10:38:39,476][root][INFO] - ===> Epoch[3885](3885/1): Loss -0.9075, Sem 0.0234, dir -0.9943, norm 0.0634, swav 0.0000 LR: 2.593e-02 Score 99.093 Data time: 0.2124, Forward time: 2.2577, Backward time: 2.4186, DDP time: 0.0052, Total iter time: 4.7375 [2020-11-08 10:38:44,395][root][INFO] - ===> Epoch[3886](3886/1): Loss -0.9021, Sem 0.0247, dir -0.9937, norm 0.0668, swav 0.0000 LR: 2.591e-02 Score 99.045 Data time: 0.2334, Forward time: 2.2578, Backward time: 2.4185, DDP time: 0.0052, Total iter time: 4.7939 [2020-11-08 10:38:49,836][root][INFO] - ===> Epoch[3887](3887/1): Loss -0.9028, Sem 0.0236, dir -0.9940, norm 0.0675, swav 0.0000 LR: 2.588e-02 Score 99.072 Data time: 0.2534, Forward time: 2.2579, Backward time: 2.4185, DDP time: 0.0052, Total iter time: 5.3231 [2020-11-08 10:38:54,641][root][INFO] - ===> Epoch[3888](3888/1): Loss -0.9078, Sem 0.0223, dir -0.9947, norm 0.0645, swav 0.0000 LR: 2.586e-02 Score 99.129 Data time: 0.2099, Forward time: 2.2579, Backward time: 2.4185, DDP time: 0.0052, Total iter time: 4.6671 [2020-11-08 10:38:59,379][root][INFO] - ===> Epoch[3889](3889/1): Loss -0.9090, Sem 0.0232, dir -0.9941, norm 0.0619, swav 0.0000 LR: 2.584e-02 Score 99.094 Data time: 0.1873, Forward time: 2.2578, Backward time: 2.4185, DDP time: 0.0052, Total iter time: 4.6033 [2020-11-08 10:39:04,280][root][INFO] - ===> Epoch[3890](3890/1): Loss -0.9089, Sem 0.0223, dir -0.9947, norm 0.0635, swav 0.0000 LR: 2.582e-02 Score 99.126 Data time: 0.2471, Forward time: 2.2578, Backward time: 2.4184, DDP time: 0.0052, Total iter time: 4.7856 [2020-11-08 10:39:09,097][root][INFO] - ===> Epoch[3891](3891/1): Loss -0.9022, Sem 0.0228, dir -0.9940, norm 0.0690, swav 0.0000 LR: 2.580e-02 Score 99.108 Data time: 0.2329, Forward time: 2.2579, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 4.6809 [2020-11-08 10:39:14,044][root][INFO] - ===> Epoch[3892](3892/1): Loss -0.9045, Sem 0.0242, dir -0.9935, norm 0.0649, swav 0.0000 LR: 2.578e-02 Score 99.055 Data time: 0.2364, Forward time: 2.2580, Backward time: 2.4182, DDP time: 0.0052, Total iter time: 4.8229 [2020-11-08 10:39:18,977][root][INFO] - ===> Epoch[3893](3893/1): Loss -0.9096, Sem 0.0218, dir -0.9944, norm 0.0630, swav 0.0000 LR: 2.576e-02 Score 99.163 Data time: 0.1664, Forward time: 2.2578, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 4.7954 [2020-11-08 10:39:23,946][root][INFO] - ===> Epoch[3894](3894/1): Loss -0.9042, Sem 0.0244, dir -0.9939, norm 0.0652, swav 0.0000 LR: 2.574e-02 Score 99.044 Data time: 0.2081, Forward time: 2.2578, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 4.8842 [2020-11-08 10:39:29,188][root][INFO] - ===> Epoch[3895](3895/1): Loss -0.9163, Sem 0.0216, dir -0.9947, norm 0.0567, swav 0.0000 LR: 2.572e-02 Score 99.156 Data time: 0.2269, Forward time: 2.2578, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 5.1139 [2020-11-08 10:39:34,096][root][INFO] - ===> Epoch[3896](3896/1): Loss -0.9067, Sem 0.0230, dir -0.9934, norm 0.0638, swav 0.0000 LR: 2.570e-02 Score 99.103 Data time: 0.2342, Forward time: 2.2579, Backward time: 2.4182, DDP time: 0.0052, Total iter time: 4.7518 [2020-11-08 10:39:38,837][root][INFO] - ===> Epoch[3897](3897/1): Loss -0.9094, Sem 0.0244, dir -0.9943, norm 0.0604, swav 0.0000 LR: 2.568e-02 Score 99.031 Data time: 0.2316, Forward time: 2.2579, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 4.6126 [2020-11-08 10:39:43,661][root][INFO] - ===> Epoch[3898](3898/1): Loss -0.9084, Sem 0.0237, dir -0.9943, norm 0.0622, swav 0.0000 LR: 2.565e-02 Score 99.069 Data time: 0.2113, Forward time: 2.2579, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.7058 [2020-11-08 10:39:48,364][root][INFO] - ===> Epoch[3899](3899/1): Loss -0.9027, Sem 0.0238, dir -0.9939, norm 0.0675, swav 0.0000 LR: 2.563e-02 Score 99.064 Data time: 0.2066, Forward time: 2.2579, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.5924 [2020-11-08 10:39:53,493][root][INFO] - ===> Epoch[3900](3900/1): Loss -0.9121, Sem 0.0221, dir -0.9943, norm 0.0602, swav 0.0000 LR: 2.561e-02 Score 99.128 Data time: 0.2000, Forward time: 2.2578, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 5.0226 [2020-11-08 10:39:58,391][root][INFO] - ===> Epoch[3901](3901/1): Loss -0.9025, Sem 0.0241, dir -0.9942, norm 0.0676, swav 0.0000 LR: 2.559e-02 Score 99.064 Data time: 0.2784, Forward time: 2.2579, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.8098 [2020-11-08 10:40:03,177][root][INFO] - ===> Epoch[3902](3902/1): Loss -0.9093, Sem 0.0229, dir -0.9950, norm 0.0627, swav 0.0000 LR: 2.557e-02 Score 99.102 Data time: 0.2316, Forward time: 2.2579, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.6553 [2020-11-08 10:40:08,343][root][INFO] - ===> Epoch[3903](3903/1): Loss -0.9065, Sem 0.0224, dir -0.9942, norm 0.0653, swav 0.0000 LR: 2.555e-02 Score 99.122 Data time: 0.2518, Forward time: 2.2580, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 5.0129 [2020-11-08 10:40:13,459][root][INFO] - ===> Epoch[3904](3904/1): Loss -0.9017, Sem 0.0235, dir -0.9942, norm 0.0690, swav 0.0000 LR: 2.553e-02 Score 99.073 Data time: 0.2461, Forward time: 2.2581, Backward time: 2.4177, DDP time: 0.0052, Total iter time: 4.9809 [2020-11-08 10:40:18,483][root][INFO] - ===> Epoch[3905](3905/1): Loss -0.9046, Sem 0.0238, dir -0.9937, norm 0.0653, swav 0.0000 LR: 2.551e-02 Score 99.069 Data time: 0.2458, Forward time: 2.2581, Backward time: 2.4176, DDP time: 0.0052, Total iter time: 4.8778 [2020-11-08 10:40:24,327][root][INFO] - ===> Epoch[3906](3906/1): Loss -0.9021, Sem 0.0229, dir -0.9941, norm 0.0691, swav 0.0000 LR: 2.549e-02 Score 99.102 Data time: 0.1965, Forward time: 2.2581, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 5.7113 [2020-11-08 10:40:29,153][root][INFO] - ===> Epoch[3907](3907/1): Loss -0.9027, Sem 0.0241, dir -0.9932, norm 0.0665, swav 0.0000 LR: 2.547e-02 Score 99.061 Data time: 0.1592, Forward time: 2.2580, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.7019 [2020-11-08 10:40:34,291][root][INFO] - ===> Epoch[3908](3908/1): Loss -0.9038, Sem 0.0238, dir -0.9940, norm 0.0664, swav 0.0000 LR: 2.545e-02 Score 99.065 Data time: 0.2077, Forward time: 2.2580, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 5.0487 [2020-11-08 10:40:39,233][root][INFO] - ===> Epoch[3909](3909/1): Loss -0.9067, Sem 0.0237, dir -0.9941, norm 0.0637, swav 0.0000 LR: 2.542e-02 Score 99.062 Data time: 0.1832, Forward time: 2.2579, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.8095 [2020-11-08 10:40:43,958][root][INFO] - ===> Epoch[3910](3910/1): Loss -0.9047, Sem 0.0240, dir -0.9943, norm 0.0656, swav 0.0000 LR: 2.540e-02 Score 99.057 Data time: 0.2087, Forward time: 2.2578, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.6248 [2020-11-08 10:40:48,980][root][INFO] - ===> Epoch[3911](3911/1): Loss -0.9064, Sem 0.0237, dir -0.9942, norm 0.0641, swav 0.0000 LR: 2.538e-02 Score 99.071 Data time: 0.2391, Forward time: 2.2579, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.9226 [2020-11-08 10:40:53,623][root][INFO] - ===> Epoch[3912](3912/1): Loss -0.9135, Sem 0.0215, dir -0.9948, norm 0.0598, swav 0.0000 LR: 2.536e-02 Score 99.153 Data time: 0.2063, Forward time: 2.2578, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.5207 [2020-11-08 10:40:58,912][root][INFO] - ===> Epoch[3913](3913/1): Loss -0.9117, Sem 0.0227, dir -0.9942, norm 0.0598, swav 0.0000 LR: 2.534e-02 Score 99.119 Data time: 0.2796, Forward time: 2.2579, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 5.1700 [2020-11-08 10:41:04,554][root][INFO] - ===> Epoch[3914](3914/1): Loss -0.9040, Sem 0.0234, dir -0.9943, norm 0.0670, swav 0.0000 LR: 2.532e-02 Score 99.075 Data time: 0.2151, Forward time: 2.2580, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 5.5024 [2020-11-08 10:41:10,122][root][INFO] - ===> Epoch[3915](3915/1): Loss -0.9070, Sem 0.0246, dir -0.9937, norm 0.0621, swav 0.0000 LR: 2.530e-02 Score 99.032 Data time: 0.2701, Forward time: 2.2580, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 5.4416 [2020-11-08 10:41:15,475][root][INFO] - ===> Epoch[3916](3916/1): Loss -0.9122, Sem 0.0215, dir -0.9947, norm 0.0610, swav 0.0000 LR: 2.528e-02 Score 99.154 Data time: 0.2290, Forward time: 2.2580, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 5.2232 [2020-11-08 10:41:20,576][root][INFO] - ===> Epoch[3917](3917/1): Loss -0.9089, Sem 0.0222, dir -0.9937, norm 0.0626, swav 0.0000 LR: 2.526e-02 Score 99.132 Data time: 0.1879, Forward time: 2.2580, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 4.9763 [2020-11-08 10:41:25,428][root][INFO] - ===> Epoch[3918](3918/1): Loss -0.9137, Sem 0.0218, dir -0.9946, norm 0.0591, swav 0.0000 LR: 2.524e-02 Score 99.141 Data time: 0.1814, Forward time: 2.2579, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 4.7458 [2020-11-08 10:41:30,359][root][INFO] - ===> Epoch[3919](3919/1): Loss -0.9053, Sem 0.0231, dir -0.9940, norm 0.0656, swav 0.0000 LR: 2.521e-02 Score 99.094 Data time: 0.2279, Forward time: 2.2579, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 4.8394 [2020-11-08 10:41:34,863][root][INFO] - ===> Epoch[3920](3920/1): Loss -0.9052, Sem 0.0245, dir -0.9937, norm 0.0641, swav 0.0000 LR: 2.519e-02 Score 99.040 Data time: 0.1914, Forward time: 2.2579, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.3691 [2020-11-08 10:41:40,234][root][INFO] - ===> Epoch[3921](3921/1): Loss -0.9040, Sem 0.0240, dir -0.9939, norm 0.0659, swav 0.0000 LR: 2.517e-02 Score 99.064 Data time: 0.2155, Forward time: 2.2578, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 5.2524 [2020-11-08 10:41:45,008][root][INFO] - ===> Epoch[3922](3922/1): Loss -0.9090, Sem 0.0230, dir -0.9943, norm 0.0623, swav 0.0000 LR: 2.515e-02 Score 99.099 Data time: 0.2175, Forward time: 2.2578, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.6401 [2020-11-08 10:41:49,911][root][INFO] - ===> Epoch[3923](3923/1): Loss -0.9099, Sem 0.0235, dir -0.9942, norm 0.0608, swav 0.0000 LR: 2.513e-02 Score 99.078 Data time: 0.2012, Forward time: 2.2578, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.7689 [2020-11-08 10:41:54,243][root][INFO] - ===> Epoch[3924](3924/1): Loss -0.9074, Sem 0.0238, dir -0.9945, norm 0.0632, swav 0.0000 LR: 2.511e-02 Score 99.056 Data time: 0.1780, Forward time: 2.2577, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.2191 [2020-11-08 10:41:59,315][root][INFO] - ===> Epoch[3925](3925/1): Loss -0.9008, Sem 0.0246, dir -0.9935, norm 0.0680, swav 0.0000 LR: 2.509e-02 Score 99.036 Data time: 0.1880, Forward time: 2.2576, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 4.9770 [2020-11-08 10:42:04,068][root][INFO] - ===> Epoch[3926](3926/1): Loss -0.9067, Sem 0.0241, dir -0.9939, norm 0.0632, swav 0.0000 LR: 2.507e-02 Score 99.067 Data time: 0.1908, Forward time: 2.2575, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 4.6636 [2020-11-08 10:42:09,894][root][INFO] - ===> Epoch[3927](3927/1): Loss -0.9107, Sem 0.0236, dir -0.9944, norm 0.0602, swav 0.0000 LR: 2.505e-02 Score 99.065 Data time: 0.2043, Forward time: 2.2575, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 5.7025 [2020-11-08 10:42:14,857][root][INFO] - ===> Epoch[3928](3928/1): Loss -0.9091, Sem 0.0238, dir -0.9940, norm 0.0611, swav 0.0000 LR: 2.503e-02 Score 99.060 Data time: 0.1982, Forward time: 2.2574, Backward time: 2.4184, DDP time: 0.0052, Total iter time: 4.8744 [2020-11-08 10:42:19,985][root][INFO] - ===> Epoch[3929](3929/1): Loss -0.9085, Sem 0.0234, dir -0.9945, norm 0.0626, swav 0.0000 LR: 2.500e-02 Score 99.091 Data time: 0.2331, Forward time: 2.2574, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 5.0040 [2020-11-08 10:42:24,885][root][INFO] - ===> Epoch[3930](3930/1): Loss -0.9090, Sem 0.0224, dir -0.9945, norm 0.0631, swav 0.0000 LR: 2.498e-02 Score 99.123 Data time: 0.2065, Forward time: 2.2574, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 4.7791 [2020-11-08 10:42:30,030][root][INFO] - ===> Epoch[3931](3931/1): Loss -0.9117, Sem 0.0230, dir -0.9946, norm 0.0599, swav 0.0000 LR: 2.496e-02 Score 99.090 Data time: 0.2905, Forward time: 2.2575, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 5.0336 [2020-11-08 10:42:35,049][root][INFO] - ===> Epoch[3932](3932/1): Loss -0.9103, Sem 0.0229, dir -0.9942, norm 0.0610, swav 0.0000 LR: 2.494e-02 Score 99.113 Data time: 0.2588, Forward time: 2.2576, Backward time: 2.4182, DDP time: 0.0052, Total iter time: 4.8981 [2020-11-08 10:42:40,267][root][INFO] - ===> Epoch[3933](3933/1): Loss -0.9091, Sem 0.0231, dir -0.9949, norm 0.0626, swav 0.0000 LR: 2.492e-02 Score 99.092 Data time: 0.2080, Forward time: 2.2575, Backward time: 2.4182, DDP time: 0.0052, Total iter time: 5.0933 [2020-11-08 10:42:45,080][root][INFO] - ===> Epoch[3934](3934/1): Loss -0.9072, Sem 0.0240, dir -0.9940, norm 0.0628, swav 0.0000 LR: 2.490e-02 Score 99.069 Data time: 0.2158, Forward time: 2.2575, Backward time: 2.4182, DDP time: 0.0052, Total iter time: 4.7076 [2020-11-08 10:42:50,794][root][INFO] - ===> Epoch[3935](3935/1): Loss -0.9066, Sem 0.0228, dir -0.9939, norm 0.0645, swav 0.0000 LR: 2.488e-02 Score 99.110 Data time: 0.2005, Forward time: 2.2575, Backward time: 2.4184, DDP time: 0.0052, Total iter time: 5.5957 [2020-11-08 10:42:55,350][root][INFO] - ===> Epoch[3936](3936/1): Loss -0.9117, Sem 0.0228, dir -0.9946, norm 0.0600, swav 0.0000 LR: 2.486e-02 Score 99.106 Data time: 0.2264, Forward time: 2.2575, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 4.4396 [2020-11-08 10:42:59,856][root][INFO] - ===> Epoch[3937](3937/1): Loss -0.8999, Sem 0.0234, dir -0.9934, norm 0.0701, swav 0.0000 LR: 2.484e-02 Score 99.087 Data time: 0.2108, Forward time: 2.2575, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 4.3832 [2020-11-08 10:43:04,876][root][INFO] - ===> Epoch[3938](3938/1): Loss -0.9119, Sem 0.0224, dir -0.9942, norm 0.0599, swav 0.0000 LR: 2.482e-02 Score 99.118 Data time: 0.2614, Forward time: 2.2575, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 4.8939 [2020-11-08 10:43:10,357][root][INFO] - ===> Epoch[3939](3939/1): Loss -0.9047, Sem 0.0249, dir -0.9938, norm 0.0642, swav 0.0000 LR: 2.479e-02 Score 99.030 Data time: 0.2677, Forward time: 2.2577, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 5.3362 [2020-11-08 10:43:15,567][root][INFO] - ===> Epoch[3940](3940/1): Loss -0.9067, Sem 0.0238, dir -0.9940, norm 0.0635, swav 0.0000 LR: 2.477e-02 Score 99.061 Data time: 0.2236, Forward time: 2.2577, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 5.0659 [2020-11-08 10:43:20,049][root][INFO] - ===> Epoch[3941](3941/1): Loss -0.9047, Sem 0.0245, dir -0.9942, norm 0.0651, swav 0.0000 LR: 2.475e-02 Score 99.039 Data time: 0.2017, Forward time: 2.2577, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.3649 [2020-11-08 10:43:25,496][root][INFO] - ===> Epoch[3942](3942/1): Loss -0.9085, Sem 0.0235, dir -0.9941, norm 0.0621, swav 0.0000 LR: 2.473e-02 Score 99.079 Data time: 0.2008, Forward time: 2.2576, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 5.3366 [2020-11-08 10:43:30,476][root][INFO] - ===> Epoch[3943](3943/1): Loss -0.9115, Sem 0.0239, dir -0.9946, norm 0.0591, swav 0.0000 LR: 2.471e-02 Score 99.065 Data time: 0.2418, Forward time: 2.2577, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.8534 [2020-11-08 10:43:35,376][root][INFO] - ===> Epoch[3944](3944/1): Loss -0.9076, Sem 0.0230, dir -0.9945, norm 0.0639, swav 0.0000 LR: 2.469e-02 Score 99.092 Data time: 0.2405, Forward time: 2.2577, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.7828 [2020-11-08 10:43:40,597][root][INFO] - ===> Epoch[3945](3945/1): Loss -0.9122, Sem 0.0229, dir -0.9948, norm 0.0598, swav 0.0000 LR: 2.467e-02 Score 99.096 Data time: 0.2117, Forward time: 2.2577, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 5.0889 [2020-11-08 10:43:45,469][root][INFO] - ===> Epoch[3946](3946/1): Loss -0.9139, Sem 0.0222, dir -0.9946, norm 0.0584, swav 0.0000 LR: 2.465e-02 Score 99.133 Data time: 0.2493, Forward time: 2.2578, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 4.7349 [2020-11-08 10:43:50,525][root][INFO] - ===> Epoch[3947](3947/1): Loss -0.9116, Sem 0.0232, dir -0.9942, norm 0.0594, swav 0.0000 LR: 2.463e-02 Score 99.099 Data time: 0.2012, Forward time: 2.2578, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.9298 [2020-11-08 10:43:55,491][root][INFO] - ===> Epoch[3948](3948/1): Loss -0.9107, Sem 0.0228, dir -0.9939, norm 0.0604, swav 0.0000 LR: 2.461e-02 Score 99.103 Data time: 0.1913, Forward time: 2.2577, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.8465 [2020-11-08 10:44:00,738][root][INFO] - ===> Epoch[3949](3949/1): Loss -0.9041, Sem 0.0237, dir -0.9941, norm 0.0663, swav 0.0000 LR: 2.458e-02 Score 99.075 Data time: 0.2339, Forward time: 2.2577, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 5.1441 [2020-11-08 10:44:05,508][root][INFO] - ===> Epoch[3950](3950/1): Loss -0.9094, Sem 0.0242, dir -0.9941, norm 0.0604, swav 0.0000 LR: 2.456e-02 Score 99.052 Data time: 0.2061, Forward time: 2.2576, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.6536 [2020-11-08 10:44:10,201][root][INFO] - ===> Epoch[3951](3951/1): Loss -0.9091, Sem 0.0230, dir -0.9944, norm 0.0623, swav 0.0000 LR: 2.454e-02 Score 99.095 Data time: 0.2418, Forward time: 2.2577, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 4.5896 [2020-11-08 10:44:15,130][root][INFO] - ===> Epoch[3952](3952/1): Loss -0.9071, Sem 0.0241, dir -0.9942, norm 0.0630, swav 0.0000 LR: 2.452e-02 Score 99.053 Data time: 0.2106, Forward time: 2.2576, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 4.7959 [2020-11-08 10:44:20,683][root][INFO] - ===> Epoch[3953](3953/1): Loss -0.9113, Sem 0.0226, dir -0.9945, norm 0.0606, swav 0.0000 LR: 2.450e-02 Score 99.110 Data time: 0.2196, Forward time: 2.2576, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 5.4391 [2020-11-08 10:44:25,485][root][INFO] - ===> Epoch[3954](3954/1): Loss -0.9049, Sem 0.0245, dir -0.9939, norm 0.0645, swav 0.0000 LR: 2.448e-02 Score 99.044 Data time: 0.2179, Forward time: 2.2576, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.6821 [2020-11-08 10:44:30,536][root][INFO] - ===> Epoch[3955](3955/1): Loss -0.9119, Sem 0.0227, dir -0.9946, norm 0.0601, swav 0.0000 LR: 2.446e-02 Score 99.110 Data time: 0.2569, Forward time: 2.2577, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 4.9440 [2020-11-08 10:44:35,674][root][INFO] - ===> Epoch[3956](3956/1): Loss -0.9058, Sem 0.0239, dir -0.9942, norm 0.0644, swav 0.0000 LR: 2.444e-02 Score 99.069 Data time: 0.2127, Forward time: 2.2577, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 4.9974 [2020-11-08 10:44:40,678][root][INFO] - ===> Epoch[3957](3957/1): Loss -0.9100, Sem 0.0232, dir -0.9947, norm 0.0615, swav 0.0000 LR: 2.442e-02 Score 99.092 Data time: 0.2435, Forward time: 2.2577, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 4.8902 [2020-11-08 10:44:45,954][root][INFO] - ===> Epoch[3958](3958/1): Loss -0.9134, Sem 0.0223, dir -0.9948, norm 0.0591, swav 0.0000 LR: 2.440e-02 Score 99.120 Data time: 0.2244, Forward time: 2.2577, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 5.1790 [2020-11-08 10:44:51,468][root][INFO] - ===> Epoch[3959](3959/1): Loss -0.9072, Sem 0.0228, dir -0.9944, norm 0.0644, swav 0.0000 LR: 2.437e-02 Score 99.107 Data time: 0.2124, Forward time: 2.2577, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 5.3950 [2020-11-08 10:44:56,463][root][INFO] - ===> Epoch[3960](3960/1): Loss -0.9094, Sem 0.0239, dir -0.9945, norm 0.0612, swav 0.0000 LR: 2.435e-02 Score 99.063 Data time: 0.2094, Forward time: 2.2577, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.8979 [2020-11-08 10:45:01,877][root][INFO] - ===> Epoch[3961](3961/1): Loss -0.9017, Sem 0.0238, dir -0.9936, norm 0.0681, swav 0.0000 LR: 2.433e-02 Score 99.068 Data time: 0.2177, Forward time: 2.2576, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 5.2981 [2020-11-08 10:45:07,083][root][INFO] - ===> Epoch[3962](3962/1): Loss -0.9143, Sem 0.0223, dir -0.9945, norm 0.0579, swav 0.0000 LR: 2.431e-02 Score 99.125 Data time: 0.2360, Forward time: 2.2577, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 5.0979 [2020-11-08 10:45:12,523][root][INFO] - ===> Epoch[3963](3963/1): Loss -0.9059, Sem 0.0234, dir -0.9944, norm 0.0651, swav 0.0000 LR: 2.429e-02 Score 99.091 Data time: 0.2193, Forward time: 2.2577, Backward time: 2.4182, DDP time: 0.0052, Total iter time: 5.3117 [2020-11-08 10:45:17,385][root][INFO] - ===> Epoch[3964](3964/1): Loss -0.9094, Sem 0.0239, dir -0.9945, norm 0.0613, swav 0.0000 LR: 2.427e-02 Score 99.062 Data time: 0.2149, Forward time: 2.2577, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 4.7435 [2020-11-08 10:45:22,031][root][INFO] - ===> Epoch[3965](3965/1): Loss -0.9060, Sem 0.0237, dir -0.9938, norm 0.0641, swav 0.0000 LR: 2.425e-02 Score 99.068 Data time: 0.1943, Forward time: 2.2576, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 4.5118 [2020-11-08 10:45:27,091][root][INFO] - ===> Epoch[3966](3966/1): Loss -0.9087, Sem 0.0228, dir -0.9942, norm 0.0627, swav 0.0000 LR: 2.423e-02 Score 99.105 Data time: 0.2263, Forward time: 2.2577, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.9443 [2020-11-08 10:45:32,173][root][INFO] - ===> Epoch[3967](3967/1): Loss -0.9085, Sem 0.0229, dir -0.9941, norm 0.0626, swav 0.0000 LR: 2.421e-02 Score 99.104 Data time: 0.2397, Forward time: 2.2577, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.9656 [2020-11-08 10:45:37,721][root][INFO] - ===> Epoch[3968](3968/1): Loss -0.9097, Sem 0.0228, dir -0.9944, norm 0.0619, swav 0.0000 LR: 2.418e-02 Score 99.104 Data time: 0.2072, Forward time: 2.2577, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 5.4197 [2020-11-08 10:45:42,557][root][INFO] - ===> Epoch[3969](3969/1): Loss -0.9109, Sem 0.0239, dir -0.9951, norm 0.0603, swav 0.0000 LR: 2.416e-02 Score 99.075 Data time: 0.2323, Forward time: 2.2577, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.7142 [2020-11-08 10:45:47,692][root][INFO] - ===> Epoch[3970](3970/1): Loss -0.9099, Sem 0.0230, dir -0.9940, norm 0.0612, swav 0.0000 LR: 2.414e-02 Score 99.108 Data time: 0.2558, Forward time: 2.2578, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 5.0080 [2020-11-08 10:45:53,615][root][INFO] - ===> Epoch[3971](3971/1): Loss -0.9077, Sem 0.0229, dir -0.9945, norm 0.0639, swav 0.0000 LR: 2.412e-02 Score 99.105 Data time: 0.2961, Forward time: 2.2580, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 5.7689 [2020-11-08 10:45:58,525][root][INFO] - ===> Epoch[3972](3972/1): Loss -0.9090, Sem 0.0256, dir -0.9938, norm 0.0592, swav 0.0000 LR: 2.410e-02 Score 99.003 Data time: 0.2441, Forward time: 2.2581, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.7663 [2020-11-08 10:46:03,438][root][INFO] - ===> Epoch[3973](3973/1): Loss -0.9058, Sem 0.0248, dir -0.9939, norm 0.0633, swav 0.0000 LR: 2.408e-02 Score 99.035 Data time: 0.1978, Forward time: 2.2580, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.8009 [2020-11-08 10:46:08,542][root][INFO] - ===> Epoch[3974](3974/1): Loss -0.9147, Sem 0.0217, dir -0.9944, norm 0.0580, swav 0.0000 LR: 2.406e-02 Score 99.139 Data time: 0.1814, Forward time: 2.2579, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.9966 [2020-11-08 10:46:13,590][root][INFO] - ===> Epoch[3975](3975/1): Loss -0.9099, Sem 0.0226, dir -0.9944, norm 0.0618, swav 0.0000 LR: 2.404e-02 Score 99.110 Data time: 0.2358, Forward time: 2.2579, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.9501 [2020-11-08 10:46:17,984][root][INFO] - ===> Epoch[3976](3976/1): Loss -0.9088, Sem 0.0235, dir -0.9946, norm 0.0624, swav 0.0000 LR: 2.402e-02 Score 99.078 Data time: 0.2193, Forward time: 2.2579, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 4.2713 [2020-11-08 10:46:23,106][root][INFO] - ===> Epoch[3977](3977/1): Loss -0.9108, Sem 0.0236, dir -0.9946, norm 0.0601, swav 0.0000 LR: 2.399e-02 Score 99.075 Data time: 0.2522, Forward time: 2.2580, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 4.9859 [2020-11-08 10:46:28,193][root][INFO] - ===> Epoch[3978](3978/1): Loss -0.9079, Sem 0.0224, dir -0.9939, norm 0.0636, swav 0.0000 LR: 2.397e-02 Score 99.121 Data time: 0.2107, Forward time: 2.2580, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 4.9350 [2020-11-08 10:46:34,095][root][INFO] - ===> Epoch[3979](3979/1): Loss -0.9133, Sem 0.0215, dir -0.9944, norm 0.0597, swav 0.0000 LR: 2.395e-02 Score 99.156 Data time: 0.1946, Forward time: 2.2579, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 5.7868 [2020-11-08 10:46:39,230][root][INFO] - ===> Epoch[3980](3980/1): Loss -0.9121, Sem 0.0228, dir -0.9947, norm 0.0598, swav 0.0000 LR: 2.393e-02 Score 99.113 Data time: 0.2422, Forward time: 2.2579, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 5.0191 [2020-11-08 10:46:44,466][root][INFO] - ===> Epoch[3981](3981/1): Loss -0.9109, Sem 0.0227, dir -0.9944, norm 0.0608, swav 0.0000 LR: 2.391e-02 Score 99.114 Data time: 0.2288, Forward time: 2.2579, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 5.1080 [2020-11-08 10:46:49,973][root][INFO] - ===> Epoch[3982](3982/1): Loss -0.9091, Sem 0.0231, dir -0.9944, norm 0.0621, swav 0.0000 LR: 2.389e-02 Score 99.093 Data time: 0.2507, Forward time: 2.2581, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 5.3787 [2020-11-08 10:46:55,583][root][INFO] - ===> Epoch[3983](3983/1): Loss -0.9099, Sem 0.0230, dir -0.9945, norm 0.0616, swav 0.0000 LR: 2.387e-02 Score 99.101 Data time: 0.1873, Forward time: 2.2580, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 5.4730 [2020-11-08 10:47:00,890][root][INFO] - ===> Epoch[3984](3984/1): Loss -0.9098, Sem 0.0226, dir -0.9939, norm 0.0614, swav 0.0000 LR: 2.385e-02 Score 99.111 Data time: 0.2620, Forward time: 2.2581, Backward time: 2.4182, DDP time: 0.0052, Total iter time: 5.2146 [2020-11-08 10:47:06,276][root][INFO] - ===> Epoch[3985](3985/1): Loss -0.9120, Sem 0.0217, dir -0.9942, norm 0.0605, swav 0.0000 LR: 2.383e-02 Score 99.150 Data time: 0.2733, Forward time: 2.2582, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 5.2389 [2020-11-08 10:47:11,926][root][INFO] - ===> Epoch[3986](3986/1): Loss -0.9093, Sem 0.0228, dir -0.9945, norm 0.0624, swav 0.0000 LR: 2.381e-02 Score 99.109 Data time: 0.2645, Forward time: 2.2583, Backward time: 2.4182, DDP time: 0.0052, Total iter time: 5.5193 [2020-11-08 10:47:17,139][root][INFO] - ===> Epoch[3987](3987/1): Loss -0.9103, Sem 0.0239, dir -0.9946, norm 0.0604, swav 0.0000 LR: 2.378e-02 Score 99.061 Data time: 0.2200, Forward time: 2.2583, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 5.0877 [2020-11-08 10:47:21,762][root][INFO] - ===> Epoch[3988](3988/1): Loss -0.9085, Sem 0.0233, dir -0.9943, norm 0.0624, swav 0.0000 LR: 2.376e-02 Score 99.075 Data time: 0.2196, Forward time: 2.2583, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 4.5219 [2020-11-08 10:47:26,823][root][INFO] - ===> Epoch[3989](3989/1): Loss -0.9129, Sem 0.0212, dir -0.9945, norm 0.0604, swav 0.0000 LR: 2.374e-02 Score 99.158 Data time: 0.2265, Forward time: 2.2583, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 4.9369 [2020-11-08 10:47:31,832][root][INFO] - ===> Epoch[3990](3990/1): Loss -0.9104, Sem 0.0236, dir -0.9941, norm 0.0602, swav 0.0000 LR: 2.372e-02 Score 99.084 Data time: 0.1964, Forward time: 2.2583, Backward time: 2.4182, DDP time: 0.0052, Total iter time: 4.8983 [2020-11-08 10:47:36,663][root][INFO] - ===> Epoch[3991](3991/1): Loss -0.9095, Sem 0.0226, dir -0.9946, norm 0.0626, swav 0.0000 LR: 2.370e-02 Score 99.116 Data time: 0.1926, Forward time: 2.2582, Backward time: 2.4182, DDP time: 0.0052, Total iter time: 4.7310 [2020-11-08 10:47:41,690][root][INFO] - ===> Epoch[3992](3992/1): Loss -0.9077, Sem 0.0232, dir -0.9943, norm 0.0635, swav 0.0000 LR: 2.368e-02 Score 99.085 Data time: 0.2759, Forward time: 2.2583, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 4.9278 [2020-11-08 10:47:47,296][root][INFO] - ===> Epoch[3993](3993/1): Loss -0.9107, Sem 0.0223, dir -0.9940, norm 0.0610, swav 0.0000 LR: 2.366e-02 Score 99.127 Data time: 0.2413, Forward time: 2.2583, Backward time: 2.4182, DDP time: 0.0052, Total iter time: 5.4714 [2020-11-08 10:47:52,673][root][INFO] - ===> Epoch[3994](3994/1): Loss -0.9079, Sem 0.0241, dir -0.9945, norm 0.0625, swav 0.0000 LR: 2.364e-02 Score 99.044 Data time: 0.2380, Forward time: 2.2584, Backward time: 2.4182, DDP time: 0.0052, Total iter time: 5.2449 [2020-11-08 10:47:58,041][root][INFO] - ===> Epoch[3995](3995/1): Loss -0.9050, Sem 0.0299, dir -0.9947, norm 0.0598, swav 0.0000 LR: 2.361e-02 Score 98.978 Data time: 0.2641, Forward time: 2.2585, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 5.2356 [2020-11-08 10:48:03,436][root][INFO] - ===> Epoch[3996](3996/1): Loss -0.9039, Sem 0.0244, dir -0.9940, norm 0.0657, swav 0.0000 LR: 2.359e-02 Score 99.058 Data time: 0.2018, Forward time: 2.2585, Backward time: 2.4182, DDP time: 0.0052, Total iter time: 5.2661 [2020-11-08 10:48:08,526][root][INFO] - ===> Epoch[3997](3997/1): Loss -0.9114, Sem 0.0217, dir -0.9943, norm 0.0612, swav 0.0000 LR: 2.357e-02 Score 99.142 Data time: 0.1914, Forward time: 2.2584, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 4.9741 [2020-11-08 10:48:13,691][root][INFO] - ===> Epoch[3998](3998/1): Loss -0.9103, Sem 0.0242, dir -0.9944, norm 0.0600, swav 0.0000 LR: 2.355e-02 Score 99.053 Data time: 0.2364, Forward time: 2.2584, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 5.0866 [2020-11-08 10:48:18,772][root][INFO] - ===> Epoch[3999](3999/1): Loss -0.9071, Sem 0.0240, dir -0.9940, norm 0.0628, swav 0.0000 LR: 2.353e-02 Score 99.071 Data time: 0.2034, Forward time: 2.2584, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 4.9704 [2020-11-08 10:48:23,595][root][INFO] - ===> Epoch[4000](4000/1): Loss -0.9099, Sem 0.0232, dir -0.9944, norm 0.0613, swav 0.0000 LR: 2.351e-02 Score 99.092 Data time: 0.2047, Forward time: 2.2584, Backward time: 2.4183, DDP time: 0.0052, Total iter time: 4.7077 [2020-11-08 10:48:24,627][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 10:48:24,841][root][INFO] - ===> Start testing [2020-11-08 10:49:59,326][root][INFO] - 101/312: Data time: 0.0061, Iter time: 0.3818 Loss 3.959 (AVG: 2.757) Score 66.817 (AVG: 71.303) mIOU 27.606 mAP 39.973 mAcc 38.413 IOU: 65.958 94.069 19.995 42.162 59.531 38.637 40.989 24.207 5.853 43.517 15.879 10.143 21.630 34.915 13.722 0.000 0.000 13.386 0.000 7.518 mAP: 69.780 93.723 29.960 44.462 66.033 66.420 53.665 35.215 18.412 48.288 28.447 26.832 39.968 48.922 36.277 14.817 8.827 37.615 8.625 23.176 mAcc: 90.185 98.458 29.144 49.184 79.307 46.231 64.432 33.438 6.301 61.792 25.722 29.485 44.336 51.502 33.064 0.000 0.000 17.025 0.000 8.648 [2020-11-08 10:51:29,624][root][INFO] - 201/312: Data time: 0.0050, Iter time: 0.1990 Loss 1.881 (AVG: 2.596) Score 70.054 (AVG: 72.201) mIOU 28.775 mAP 39.683 mAcc 39.586 IOU: 67.978 93.840 20.879 48.542 59.199 41.226 40.818 28.690 5.869 40.250 15.598 15.260 27.540 32.994 15.947 0.000 0.000 12.436 0.000 8.439 mAP: 69.499 94.439 27.246 48.920 65.042 63.285 51.417 41.247 17.287 51.689 28.754 28.816 41.084 41.397 32.440 13.124 7.840 36.102 8.744 25.294 mAcc: 90.720 98.324 29.848 54.357 80.258 50.222 64.588 37.826 6.362 54.883 28.102 35.392 49.401 48.303 36.233 0.000 0.000 16.927 0.000 9.972 [2020-11-08 10:52:56,475][root][INFO] - 301/312: Data time: 0.0115, Iter time: 0.2780 Loss 1.721 (AVG: 2.514) Score 74.299 (AVG: 72.996) mIOU 29.062 mAP 39.553 mAcc 39.538 IOU: 69.032 93.596 21.649 46.673 60.968 41.630 42.636 27.092 6.278 39.649 17.567 16.915 28.813 33.389 14.439 0.000 0.000 11.233 0.000 9.685 mAP: 70.121 94.437 27.882 48.952 65.328 64.215 51.574 38.616 16.283 46.896 33.282 30.714 42.380 42.577 28.845 10.331 8.361 34.877 8.533 26.859 mAcc: 91.324 98.422 30.706 51.125 81.286 51.792 66.545 36.373 6.823 53.045 30.921 38.551 48.158 46.440 32.123 0.000 0.000 15.419 0.000 11.699 [2020-11-08 10:53:07,133][root][INFO] - 312/312: Data time: 0.0027, Iter time: 0.1889 Loss 2.766 (AVG: 2.526) Score 71.333 (AVG: 72.888) mIOU 28.953 mAP 39.501 mAcc 39.458 IOU: 68.962 93.614 21.883 45.665 60.797 41.589 42.353 27.094 6.506 39.396 17.342 17.548 28.295 32.130 14.636 0.000 0.000 11.575 0.000 9.679 mAP: 70.258 94.443 28.356 48.441 65.745 64.584 51.935 38.571 16.596 45.103 32.230 30.975 41.540 42.456 29.729 10.331 8.361 35.206 8.533 26.627 mAcc: 91.372 98.434 31.146 50.093 80.126 51.372 66.891 36.222 7.079 52.633 30.698 39.422 48.460 45.364 32.097 0.000 0.000 16.023 0.000 11.732 [2020-11-08 10:53:07,134][root][INFO] - Finished test. Elapsed time: 282.2907 [2020-11-08 10:53:20,659][root][INFO] - [2020-11-08 10:53:20,661][root][INFO] - ################################################################ [2020-11-08 10:53:20,661][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 10:53:20,661][root][INFO] - ################################################################ [2020-11-08 10:53:20,661][root][INFO] - cabinet : 0.010 0.036 0.126 [2020-11-08 10:53:20,661][root][INFO] - bed : 0.159 0.353 0.440 [2020-11-08 10:53:20,661][root][INFO] - chair : 0.444 0.624 0.717 [2020-11-08 10:53:20,661][root][INFO] - sofa : 0.194 0.394 0.570 [2020-11-08 10:53:20,661][root][INFO] - table : 0.089 0.161 0.277 [2020-11-08 10:53:20,661][root][INFO] - door : 0.061 0.131 0.257 [2020-11-08 10:53:20,661][root][INFO] - window : 0.000 0.000 0.010 [2020-11-08 10:53:20,661][root][INFO] - bookshelf : 0.011 0.035 0.184 [2020-11-08 10:53:20,661][root][INFO] - picture : 0.041 0.109 0.183 [2020-11-08 10:53:20,662][root][INFO] - counter : 0.000 0.001 0.061 [2020-11-08 10:53:20,662][root][INFO] - desk : 0.004 0.022 0.309 [2020-11-08 10:53:20,662][root][INFO] - curtain : 0.029 0.084 0.182 [2020-11-08 10:53:20,662][root][INFO] - refrigerator : 0.054 0.122 0.213 [2020-11-08 10:53:20,662][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 10:53:20,662][root][INFO] - toilet : 0.000 0.000 0.000 [2020-11-08 10:53:20,662][root][INFO] - sink : 0.007 0.023 0.105 [2020-11-08 10:53:20,662][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-08 10:53:20,662][root][INFO] - otherfurniture : 0.067 0.109 0.173 [2020-11-08 10:53:20,662][root][INFO] - ---------------------------------------------------------------- [2020-11-08 10:53:20,662][root][INFO] - average : 0.065 0.122 0.211 [2020-11-08 10:53:20,662][root][INFO] - [2020-11-08 10:53:20,936][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 10:53:20,938][root][INFO] - Current best mIoU: 29.305 at iter 2500 [2020-11-08 10:53:24,126][root][INFO] - ===> Epoch[4001](4001/1): Loss -0.9096, Sem 0.0234, dir -0.9949, norm 0.0619, swav 0.0000 LR: 2.349e-02 Score 99.078 Data time: 0.1290, Forward time: 2.2582, Backward time: 2.4181, DDP time: 0.0052, Total iter time: 3.1784 [2020-11-08 10:53:28,651][root][INFO] - ===> Epoch[4002](4002/1): Loss -0.9124, Sem 0.0236, dir -0.9938, norm 0.0579, swav 0.0000 LR: 2.347e-02 Score 99.080 Data time: 0.3133, Forward time: 2.2581, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 4.4658 [2020-11-08 10:53:33,934][root][INFO] - ===> Epoch[4003](4003/1): Loss -0.9066, Sem 0.0245, dir -0.9940, norm 0.0630, swav 0.0000 LR: 2.345e-02 Score 99.040 Data time: 0.2579, Forward time: 2.2582, Backward time: 2.4180, DDP time: 0.0052, Total iter time: 5.1841 [2020-11-08 10:53:38,675][root][INFO] - ===> Epoch[4004](4004/1): Loss -0.9079, Sem 0.0246, dir -0.9943, norm 0.0618, swav 0.0000 LR: 2.342e-02 Score 99.041 Data time: 0.2005, Forward time: 2.2582, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.6052 [2020-11-08 10:53:43,421][root][INFO] - ===> Epoch[4005](4005/1): Loss -0.9042, Sem 0.0249, dir -0.9939, norm 0.0648, swav 0.0000 LR: 2.340e-02 Score 99.027 Data time: 0.1817, Forward time: 2.2581, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.6482 [2020-11-08 10:53:48,008][root][INFO] - ===> Epoch[4006](4006/1): Loss -0.9093, Sem 0.0236, dir -0.9939, norm 0.0610, swav 0.0000 LR: 2.338e-02 Score 99.074 Data time: 0.1931, Forward time: 2.2581, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 4.5187 [2020-11-08 10:53:53,008][root][INFO] - ===> Epoch[4007](4007/1): Loss -0.9081, Sem 0.0241, dir -0.9942, norm 0.0619, swav 0.0000 LR: 2.336e-02 Score 99.055 Data time: 0.2060, Forward time: 2.2581, Backward time: 2.4179, DDP time: 0.0052, Total iter time: 4.8665 [2020-11-08 10:53:57,942][root][INFO] - ===> Epoch[4008](4008/1): Loss -0.9119, Sem 0.0229, dir -0.9949, norm 0.0600, swav 0.0000 LR: 2.334e-02 Score 99.099 Data time: 0.2324, Forward time: 2.2581, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 4.8380 [2020-11-08 10:54:02,857][root][INFO] - ===> Epoch[4009](4009/1): Loss -0.9129, Sem 0.0225, dir -0.9948, norm 0.0594, swav 0.0000 LR: 2.332e-02 Score 99.123 Data time: 0.2038, Forward time: 2.2581, Backward time: 2.4177, DDP time: 0.0052, Total iter time: 4.7955 [2020-11-08 10:54:07,692][root][INFO] - ===> Epoch[4010](4010/1): Loss -0.9054, Sem 0.0235, dir -0.9940, norm 0.0651, swav 0.0000 LR: 2.330e-02 Score 99.075 Data time: 0.1953, Forward time: 2.2581, Backward time: 2.4177, DDP time: 0.0052, Total iter time: 4.7233 [2020-11-08 10:54:12,705][root][INFO] - ===> Epoch[4011](4011/1): Loss -0.9110, Sem 0.0232, dir -0.9943, norm 0.0601, swav 0.0000 LR: 2.328e-02 Score 99.091 Data time: 0.2441, Forward time: 2.2582, Backward time: 2.4177, DDP time: 0.0052, Total iter time: 4.8952 [2020-11-08 10:54:17,698][root][INFO] - ===> Epoch[4012](4012/1): Loss -0.9091, Sem 0.0225, dir -0.9941, norm 0.0625, swav 0.0000 LR: 2.326e-02 Score 99.122 Data time: 0.2102, Forward time: 2.2581, Backward time: 2.4176, DDP time: 0.0052, Total iter time: 4.8697 [2020-11-08 10:54:22,875][root][INFO] - ===> Epoch[4013](4013/1): Loss -0.9070, Sem 0.0241, dir -0.9938, norm 0.0627, swav 0.0000 LR: 2.323e-02 Score 99.065 Data time: 0.2250, Forward time: 2.2582, Backward time: 2.4176, DDP time: 0.0052, Total iter time: 5.0623 [2020-11-08 10:54:27,868][root][INFO] - ===> Epoch[4014](4014/1): Loss -0.9064, Sem 0.0237, dir -0.9936, norm 0.0635, swav 0.0000 LR: 2.321e-02 Score 99.075 Data time: 0.1897, Forward time: 2.2582, Backward time: 2.4176, DDP time: 0.0052, Total iter time: 4.8469 [2020-11-08 10:54:33,731][root][INFO] - ===> Epoch[4015](4015/1): Loss -0.9139, Sem 0.0216, dir -0.9947, norm 0.0592, swav 0.0000 LR: 2.319e-02 Score 99.158 Data time: 0.2132, Forward time: 2.2582, Backward time: 2.4178, DDP time: 0.0052, Total iter time: 5.7602 [2020-11-08 10:54:38,379][root][INFO] - ===> Epoch[4016](4016/1): Loss -0.9113, Sem 0.0228, dir -0.9947, norm 0.0606, swav 0.0000 LR: 2.317e-02 Score 99.096 Data time: 0.2216, Forward time: 2.2582, Backward time: 2.4177, DDP time: 0.0052, Total iter time: 4.5203 [2020-11-08 10:54:42,917][root][INFO] - ===> Epoch[4017](4017/1): Loss -0.9065, Sem 0.0234, dir -0.9941, norm 0.0642, swav 0.0000 LR: 2.315e-02 Score 99.084 Data time: 0.2024, Forward time: 2.2582, Backward time: 2.4176, DDP time: 0.0052, Total iter time: 4.4268 [2020-11-08 10:54:47,694][root][INFO] - ===> Epoch[4018](4018/1): Loss -0.9066, Sem 0.0234, dir -0.9938, norm 0.0637, swav 0.0000 LR: 2.313e-02 Score 99.078 Data time: 0.2184, Forward time: 2.2581, Backward time: 2.4176, DDP time: 0.0052, Total iter time: 4.6623 [2020-11-08 10:54:52,687][root][INFO] - ===> Epoch[4019](4019/1): Loss -0.9112, Sem 0.0224, dir -0.9946, norm 0.0610, swav 0.0000 LR: 2.311e-02 Score 99.123 Data time: 0.2892, Forward time: 2.2582, Backward time: 2.4175, DDP time: 0.0052, Total iter time: 4.8632 [2020-11-08 10:54:57,951][root][INFO] - ===> Epoch[4020](4020/1): Loss -0.9118, Sem 0.0230, dir -0.9946, norm 0.0599, swav 0.0000 LR: 2.309e-02 Score 99.094 Data time: 0.2712, Forward time: 2.2583, Backward time: 2.4174, DDP time: 0.0052, Total iter time: 5.1444 [2020-11-08 10:55:03,029][root][INFO] - ===> Epoch[4021](4021/1): Loss -0.9109, Sem 0.0229, dir -0.9942, norm 0.0605, swav 0.0000 LR: 2.306e-02 Score 99.094 Data time: 0.2403, Forward time: 2.2584, Backward time: 2.4173, DDP time: 0.0052, Total iter time: 4.9429 [2020-11-08 10:55:07,848][root][INFO] - ===> Epoch[4022](4022/1): Loss -0.9121, Sem 0.0229, dir -0.9947, norm 0.0597, swav 0.0000 LR: 2.304e-02 Score 99.098 Data time: 0.1812, Forward time: 2.2584, Backward time: 2.4173, DDP time: 0.0052, Total iter time: 4.6860 [2020-11-08 10:55:13,112][root][INFO] - ===> Epoch[4023](4023/1): Loss -0.9158, Sem 0.0211, dir -0.9948, norm 0.0580, swav 0.0000 LR: 2.302e-02 Score 99.167 Data time: 0.1900, Forward time: 2.2583, Backward time: 2.4174, DDP time: 0.0052, Total iter time: 5.1587 [2020-11-08 10:55:17,537][root][INFO] - ===> Epoch[4024](4024/1): Loss -0.9154, Sem 0.0219, dir -0.9949, norm 0.0576, swav 0.0000 LR: 2.300e-02 Score 99.141 Data time: 0.1700, Forward time: 2.2582, Backward time: 2.4174, DDP time: 0.0052, Total iter time: 4.2932 [2020-11-08 10:55:22,218][root][INFO] - ===> Epoch[4025](4025/1): Loss -0.9086, Sem 0.0231, dir -0.9945, norm 0.0628, swav 0.0000 LR: 2.298e-02 Score 99.097 Data time: 0.2549, Forward time: 2.2582, Backward time: 2.4173, DDP time: 0.0052, Total iter time: 4.5702 [2020-11-08 10:55:27,951][root][INFO] - ===> Epoch[4026](4026/1): Loss -0.9111, Sem 0.0225, dir -0.9944, norm 0.0609, swav 0.0000 LR: 2.296e-02 Score 99.121 Data time: 0.2838, Forward time: 2.2584, Backward time: 2.4172, DDP time: 0.0052, Total iter time: 5.5824 [2020-11-08 10:55:32,516][root][INFO] - ===> Epoch[4027](4027/1): Loss -0.9105, Sem 0.0238, dir -0.9943, norm 0.0600, swav 0.0000 LR: 2.294e-02 Score 99.064 Data time: 0.2278, Forward time: 2.2584, Backward time: 2.4171, DDP time: 0.0052, Total iter time: 4.4234 [2020-11-08 10:55:37,608][root][INFO] - ===> Epoch[4028](4028/1): Loss -0.9167, Sem 0.0217, dir -0.9950, norm 0.0566, swav 0.0000 LR: 2.292e-02 Score 99.151 Data time: 0.2477, Forward time: 2.2585, Backward time: 2.4170, DDP time: 0.0052, Total iter time: 4.9644 [2020-11-08 10:55:42,992][root][INFO] - ===> Epoch[4029](4029/1): Loss -0.9117, Sem 0.0230, dir -0.9944, norm 0.0597, swav 0.0000 LR: 2.290e-02 Score 99.090 Data time: 0.2220, Forward time: 2.2585, Backward time: 2.4171, DDP time: 0.0052, Total iter time: 5.2431 [2020-11-08 10:55:48,335][root][INFO] - ===> Epoch[4030](4030/1): Loss -0.9137, Sem 0.0227, dir -0.9945, norm 0.0581, swav 0.0000 LR: 2.287e-02 Score 99.119 Data time: 0.2126, Forward time: 2.2585, Backward time: 2.4171, DDP time: 0.0052, Total iter time: 5.2078 [2020-11-08 10:55:53,873][root][INFO] - ===> Epoch[4031](4031/1): Loss -0.9120, Sem 0.0235, dir -0.9944, norm 0.0589, swav 0.0000 LR: 2.285e-02 Score 99.081 Data time: 0.2751, Forward time: 2.2586, Backward time: 2.4171, DDP time: 0.0052, Total iter time: 5.4197 [2020-11-08 10:55:58,754][root][INFO] - ===> Epoch[4032](4032/1): Loss -0.9200, Sem 0.0221, dir -0.9952, norm 0.0531, swav 0.0000 LR: 2.283e-02 Score 99.125 Data time: 0.2210, Forward time: 2.2587, Backward time: 2.4170, DDP time: 0.0052, Total iter time: 4.7450 [2020-11-08 10:56:03,907][root][INFO] - ===> Epoch[4033](4033/1): Loss -0.9140, Sem 0.0210, dir -0.9944, norm 0.0594, swav 0.0000 LR: 2.281e-02 Score 99.171 Data time: 0.1971, Forward time: 2.2586, Backward time: 2.4171, DDP time: 0.0052, Total iter time: 5.0322 [2020-11-08 10:56:08,914][root][INFO] - ===> Epoch[4034](4034/1): Loss -0.9105, Sem 0.0231, dir -0.9943, norm 0.0608, swav 0.0000 LR: 2.279e-02 Score 99.085 Data time: 0.2497, Forward time: 2.2586, Backward time: 2.4171, DDP time: 0.0052, Total iter time: 4.8883 [2020-11-08 10:56:13,490][root][INFO] - ===> Epoch[4035](4035/1): Loss -0.9067, Sem 0.0243, dir -0.9939, norm 0.0629, swav 0.0000 LR: 2.277e-02 Score 99.054 Data time: 0.2044, Forward time: 2.2586, Backward time: 2.4170, DDP time: 0.0052, Total iter time: 4.4494 [2020-11-08 10:56:18,459][root][INFO] - ===> Epoch[4036](4036/1): Loss -0.9098, Sem 0.0236, dir -0.9950, norm 0.0616, swav 0.0000 LR: 2.275e-02 Score 99.072 Data time: 0.2015, Forward time: 2.2585, Backward time: 2.4170, DDP time: 0.0052, Total iter time: 4.8491 [2020-11-08 10:56:22,975][root][INFO] - ===> Epoch[4037](4037/1): Loss -0.9072, Sem 0.0244, dir -0.9942, norm 0.0626, swav 0.0000 LR: 2.273e-02 Score 99.043 Data time: 0.1846, Forward time: 2.2585, Backward time: 2.4170, DDP time: 0.0052, Total iter time: 4.4078 [2020-11-08 10:56:28,062][root][INFO] - ===> Epoch[4038](4038/1): Loss -0.9117, Sem 0.0238, dir -0.9946, norm 0.0591, swav 0.0000 LR: 2.270e-02 Score 99.081 Data time: 0.1709, Forward time: 2.2584, Backward time: 2.4171, DDP time: 0.0052, Total iter time: 5.0120 [2020-11-08 10:56:32,901][root][INFO] - ===> Epoch[4039](4039/1): Loss -0.9111, Sem 0.0228, dir -0.9945, norm 0.0606, swav 0.0000 LR: 2.268e-02 Score 99.101 Data time: 0.2162, Forward time: 2.2584, Backward time: 2.4170, DDP time: 0.0052, Total iter time: 4.7508 [2020-11-08 10:56:38,129][root][INFO] - ===> Epoch[4040](4040/1): Loss -0.9168, Sem 0.0223, dir -0.9950, norm 0.0559, swav 0.0000 LR: 2.266e-02 Score 99.120 Data time: 0.2105, Forward time: 2.2584, Backward time: 2.4171, DDP time: 0.0052, Total iter time: 5.1280 [2020-11-08 10:56:42,696][root][INFO] - ===> Epoch[4041](4041/1): Loss -0.9119, Sem 0.0228, dir -0.9943, norm 0.0596, swav 0.0000 LR: 2.264e-02 Score 99.103 Data time: 0.2018, Forward time: 2.2584, Backward time: 2.4170, DDP time: 0.0052, Total iter time: 4.4666 [2020-11-08 10:56:47,466][root][INFO] - ===> Epoch[4042](4042/1): Loss -0.9143, Sem 0.0227, dir -0.9944, norm 0.0574, swav 0.0000 LR: 2.262e-02 Score 99.103 Data time: 0.2066, Forward time: 2.2584, Backward time: 2.4169, DDP time: 0.0052, Total iter time: 4.6747 [2020-11-08 10:56:52,568][root][INFO] - ===> Epoch[4043](4043/1): Loss -0.9119, Sem 0.0233, dir -0.9947, norm 0.0595, swav 0.0000 LR: 2.260e-02 Score 99.082 Data time: 0.2156, Forward time: 2.2584, Backward time: 2.4169, DDP time: 0.0052, Total iter time: 4.9887 [2020-11-08 10:56:57,194][root][INFO] - ===> Epoch[4044](4044/1): Loss -0.9101, Sem 0.0239, dir -0.9940, norm 0.0600, swav 0.0000 LR: 2.258e-02 Score 99.063 Data time: 0.2105, Forward time: 2.2584, Backward time: 2.4168, DDP time: 0.0052, Total iter time: 4.5001 [2020-11-08 10:57:01,658][root][INFO] - ===> Epoch[4045](4045/1): Loss -0.9102, Sem 0.0234, dir -0.9943, norm 0.0608, swav 0.0000 LR: 2.256e-02 Score 99.084 Data time: 0.2264, Forward time: 2.2584, Backward time: 2.4167, DDP time: 0.0052, Total iter time: 4.3582 [2020-11-08 10:57:07,015][root][INFO] - ===> Epoch[4046](4046/1): Loss -0.9144, Sem 0.0226, dir -0.9942, norm 0.0572, swav 0.0000 LR: 2.253e-02 Score 99.109 Data time: 0.2556, Forward time: 2.2585, Backward time: 2.4167, DDP time: 0.0052, Total iter time: 5.2398 [2020-11-08 10:57:11,704][root][INFO] - ===> Epoch[4047](4047/1): Loss -0.9085, Sem 0.0249, dir -0.9949, norm 0.0615, swav 0.0000 LR: 2.251e-02 Score 99.019 Data time: 0.1845, Forward time: 2.2584, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 4.5380 [2020-11-08 10:57:16,783][root][INFO] - ===> Epoch[4048](4048/1): Loss -0.9137, Sem 0.0221, dir -0.9948, norm 0.0590, swav 0.0000 LR: 2.249e-02 Score 99.128 Data time: 0.2197, Forward time: 2.2584, Backward time: 2.4167, DDP time: 0.0052, Total iter time: 4.9680 [2020-11-08 10:57:21,795][root][INFO] - ===> Epoch[4049](4049/1): Loss -0.9124, Sem 0.0223, dir -0.9943, norm 0.0597, swav 0.0000 LR: 2.247e-02 Score 99.114 Data time: 0.1887, Forward time: 2.2584, Backward time: 2.4167, DDP time: 0.0052, Total iter time: 4.8965 [2020-11-08 10:57:27,145][root][INFO] - ===> Epoch[4050](4050/1): Loss -0.9092, Sem 0.0219, dir -0.9942, norm 0.0631, swav 0.0000 LR: 2.245e-02 Score 99.141 Data time: 0.1704, Forward time: 2.2583, Backward time: 2.4169, DDP time: 0.0052, Total iter time: 5.2289 [2020-11-08 10:57:32,369][root][INFO] - ===> Epoch[4051](4051/1): Loss -0.9147, Sem 0.0219, dir -0.9938, norm 0.0572, swav 0.0000 LR: 2.243e-02 Score 99.151 Data time: 0.1714, Forward time: 2.2582, Backward time: 2.4170, DDP time: 0.0052, Total iter time: 5.1393 [2020-11-08 10:57:37,497][root][INFO] - ===> Epoch[4052](4052/1): Loss -0.9126, Sem 0.0213, dir -0.9943, norm 0.0604, swav 0.0000 LR: 2.241e-02 Score 99.162 Data time: 0.2399, Forward time: 2.2583, Backward time: 2.4169, DDP time: 0.0052, Total iter time: 5.0559 [2020-11-08 10:57:42,339][root][INFO] - ===> Epoch[4053](4053/1): Loss -0.9114, Sem 0.0238, dir -0.9943, norm 0.0591, swav 0.0000 LR: 2.239e-02 Score 99.068 Data time: 0.2146, Forward time: 2.2583, Backward time: 2.4169, DDP time: 0.0052, Total iter time: 4.7064 [2020-11-08 10:57:47,570][root][INFO] - ===> Epoch[4054](4054/1): Loss -0.9089, Sem 0.0221, dir -0.9941, norm 0.0631, swav 0.0000 LR: 2.236e-02 Score 99.130 Data time: 0.1868, Forward time: 2.2582, Backward time: 2.4170, DDP time: 0.0052, Total iter time: 5.1155 [2020-11-08 10:57:52,362][root][INFO] - ===> Epoch[4055](4055/1): Loss -0.9092, Sem 0.0235, dir -0.9943, norm 0.0616, swav 0.0000 LR: 2.234e-02 Score 99.079 Data time: 0.1906, Forward time: 2.2581, Backward time: 2.4170, DDP time: 0.0052, Total iter time: 4.6693 [2020-11-08 10:57:57,903][root][INFO] - ===> Epoch[4056](4056/1): Loss -0.9123, Sem 0.0222, dir -0.9947, norm 0.0602, swav 0.0000 LR: 2.232e-02 Score 99.129 Data time: 0.2727, Forward time: 2.2583, Backward time: 2.4170, DDP time: 0.0052, Total iter time: 5.4238 [2020-11-08 10:58:02,785][root][INFO] - ===> Epoch[4057](4057/1): Loss -0.9120, Sem 0.0222, dir -0.9939, norm 0.0597, swav 0.0000 LR: 2.230e-02 Score 99.129 Data time: 0.2213, Forward time: 2.2583, Backward time: 2.4169, DDP time: 0.0052, Total iter time: 4.7486 [2020-11-08 10:58:07,509][root][INFO] - ===> Epoch[4058](4058/1): Loss -0.9121, Sem 0.0233, dir -0.9945, norm 0.0591, swav 0.0000 LR: 2.228e-02 Score 99.085 Data time: 0.2131, Forward time: 2.2583, Backward time: 2.4168, DDP time: 0.0052, Total iter time: 4.6087 [2020-11-08 10:58:12,128][root][INFO] - ===> Epoch[4059](4059/1): Loss -0.9096, Sem 0.0232, dir -0.9937, norm 0.0609, swav 0.0000 LR: 2.226e-02 Score 99.098 Data time: 0.1804, Forward time: 2.2582, Backward time: 2.4168, DDP time: 0.0052, Total iter time: 4.5087 [2020-11-08 10:58:16,717][root][INFO] - ===> Epoch[4060](4060/1): Loss -0.9106, Sem 0.0239, dir -0.9945, norm 0.0600, swav 0.0000 LR: 2.224e-02 Score 99.060 Data time: 0.2015, Forward time: 2.2582, Backward time: 2.4167, DDP time: 0.0052, Total iter time: 4.4947 [2020-11-08 10:58:21,823][root][INFO] - ===> Epoch[4061](4061/1): Loss -0.9096, Sem 0.0233, dir -0.9943, norm 0.0613, swav 0.0000 LR: 2.222e-02 Score 99.099 Data time: 0.2142, Forward time: 2.2582, Backward time: 2.4167, DDP time: 0.0052, Total iter time: 4.9788 [2020-11-08 10:58:26,930][root][INFO] - ===> Epoch[4062](4062/1): Loss -0.9063, Sem 0.0241, dir -0.9940, norm 0.0636, swav 0.0000 LR: 2.219e-02 Score 99.056 Data time: 0.2574, Forward time: 2.2583, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 4.9720 [2020-11-08 10:58:31,963][root][INFO] - ===> Epoch[4063](4063/1): Loss -0.9127, Sem 0.0225, dir -0.9943, norm 0.0591, swav 0.0000 LR: 2.217e-02 Score 99.114 Data time: 0.2114, Forward time: 2.2583, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 4.9056 [2020-11-08 10:58:37,012][root][INFO] - ===> Epoch[4064](4064/1): Loss -0.9090, Sem 0.0226, dir -0.9941, norm 0.0625, swav 0.0000 LR: 2.215e-02 Score 99.111 Data time: 0.2404, Forward time: 2.2584, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 4.9236 [2020-11-08 10:58:43,025][root][INFO] - ===> Epoch[4065](4065/1): Loss -0.9119, Sem 0.0221, dir -0.9947, norm 0.0608, swav 0.0000 LR: 2.213e-02 Score 99.130 Data time: 0.2835, Forward time: 2.2585, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 5.8693 [2020-11-08 10:58:48,266][root][INFO] - ===> Epoch[4066](4066/1): Loss -0.9121, Sem 0.0220, dir -0.9944, norm 0.0603, swav 0.0000 LR: 2.211e-02 Score 99.136 Data time: 0.2679, Forward time: 2.2586, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 5.1084 [2020-11-08 10:58:52,968][root][INFO] - ===> Epoch[4067](4067/1): Loss -0.9130, Sem 0.0222, dir -0.9943, norm 0.0591, swav 0.0000 LR: 2.209e-02 Score 99.131 Data time: 0.2012, Forward time: 2.2585, Backward time: 2.4165, DDP time: 0.0052, Total iter time: 4.5720 [2020-11-08 10:58:58,062][root][INFO] - ===> Epoch[4068](4068/1): Loss -0.9149, Sem 0.0218, dir -0.9946, norm 0.0579, swav 0.0000 LR: 2.207e-02 Score 99.138 Data time: 0.2083, Forward time: 2.2585, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 5.0006 [2020-11-08 10:59:03,163][root][INFO] - ===> Epoch[4069](4069/1): Loss -0.9096, Sem 0.0224, dir -0.9945, norm 0.0625, swav 0.0000 LR: 2.205e-02 Score 99.125 Data time: 0.2266, Forward time: 2.2585, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 4.9749 [2020-11-08 10:59:08,076][root][INFO] - ===> Epoch[4070](4070/1): Loss -0.9120, Sem 0.0227, dir -0.9944, norm 0.0597, swav 0.0000 LR: 2.202e-02 Score 99.103 Data time: 0.2392, Forward time: 2.2586, Backward time: 2.4165, DDP time: 0.0052, Total iter time: 4.7854 [2020-11-08 10:59:12,811][root][INFO] - ===> Epoch[4071](4071/1): Loss -0.9080, Sem 0.0239, dir -0.9937, norm 0.0618, swav 0.0000 LR: 2.200e-02 Score 99.067 Data time: 0.2270, Forward time: 2.2585, Backward time: 2.4164, DDP time: 0.0052, Total iter time: 4.6133 [2020-11-08 10:59:17,723][root][INFO] - ===> Epoch[4072](4072/1): Loss -0.9086, Sem 0.0226, dir -0.9944, norm 0.0631, swav 0.0000 LR: 2.198e-02 Score 99.109 Data time: 0.1834, Forward time: 2.2585, Backward time: 2.4165, DDP time: 0.0052, Total iter time: 4.8042 [2020-11-08 10:59:22,347][root][INFO] - ===> Epoch[4073](4073/1): Loss -0.9130, Sem 0.0231, dir -0.9946, norm 0.0586, swav 0.0000 LR: 2.196e-02 Score 99.096 Data time: 0.1978, Forward time: 2.2584, Backward time: 2.4164, DDP time: 0.0052, Total iter time: 4.5200 [2020-11-08 10:59:26,989][root][INFO] - ===> Epoch[4074](4074/1): Loss -0.9090, Sem 0.0233, dir -0.9938, norm 0.0615, swav 0.0000 LR: 2.194e-02 Score 99.090 Data time: 0.2208, Forward time: 2.2584, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 4.4987 [2020-11-08 10:59:31,958][root][INFO] - ===> Epoch[4075](4075/1): Loss -0.9147, Sem 0.0220, dir -0.9950, norm 0.0583, swav 0.0000 LR: 2.192e-02 Score 99.131 Data time: 0.2153, Forward time: 2.2584, Backward time: 2.4164, DDP time: 0.0052, Total iter time: 4.8429 [2020-11-08 10:59:36,950][root][INFO] - ===> Epoch[4076](4076/1): Loss -0.9116, Sem 0.0223, dir -0.9949, norm 0.0609, swav 0.0000 LR: 2.190e-02 Score 99.127 Data time: 0.2157, Forward time: 2.2584, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 4.8772 [2020-11-08 10:59:42,105][root][INFO] - ===> Epoch[4077](4077/1): Loss -0.9068, Sem 0.0224, dir -0.9942, norm 0.0650, swav 0.0000 LR: 2.188e-02 Score 99.124 Data time: 0.2827, Forward time: 2.2585, Backward time: 2.4162, DDP time: 0.0052, Total iter time: 5.0232 [2020-11-08 10:59:47,481][root][INFO] - ===> Epoch[4078](4078/1): Loss -0.9136, Sem 0.0225, dir -0.9953, norm 0.0591, swav 0.0000 LR: 2.185e-02 Score 99.115 Data time: 0.2444, Forward time: 2.2585, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 5.2244 [2020-11-08 10:59:52,440][root][INFO] - ===> Epoch[4079](4079/1): Loss -0.9117, Sem 0.0232, dir -0.9946, norm 0.0597, swav 0.0000 LR: 2.183e-02 Score 99.087 Data time: 0.2380, Forward time: 2.2586, Backward time: 2.4162, DDP time: 0.0052, Total iter time: 4.8346 [2020-11-08 10:59:57,830][root][INFO] - ===> Epoch[4080](4080/1): Loss -0.9144, Sem 0.0234, dir -0.9945, norm 0.0566, swav 0.0000 LR: 2.181e-02 Score 99.080 Data time: 0.1995, Forward time: 2.2586, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 5.2661 [2020-11-08 11:00:02,869][root][INFO] - ===> Epoch[4081](4081/1): Loss -0.9140, Sem 0.0217, dir -0.9950, norm 0.0593, swav 0.0000 LR: 2.179e-02 Score 99.144 Data time: 0.2061, Forward time: 2.2585, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 4.9179 [2020-11-08 11:00:08,004][root][INFO] - ===> Epoch[4082](4082/1): Loss -0.9093, Sem 0.0230, dir -0.9944, norm 0.0621, swav 0.0000 LR: 2.177e-02 Score 99.103 Data time: 0.2424, Forward time: 2.2585, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 5.0140 [2020-11-08 11:00:13,798][root][INFO] - ===> Epoch[4083](4083/1): Loss -0.9108, Sem 0.0234, dir -0.9943, norm 0.0602, swav 0.0000 LR: 2.175e-02 Score 99.087 Data time: 0.1805, Forward time: 2.2584, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 5.6586 [2020-11-08 11:00:19,299][root][INFO] - ===> Epoch[4084](4084/1): Loss -0.9095, Sem 0.0230, dir -0.9942, norm 0.0617, swav 0.0000 LR: 2.173e-02 Score 99.098 Data time: 0.2296, Forward time: 2.2585, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 5.4003 [2020-11-08 11:00:24,037][root][INFO] - ===> Epoch[4085](4085/1): Loss -0.9113, Sem 0.0227, dir -0.9944, norm 0.0603, swav 0.0000 LR: 2.170e-02 Score 99.110 Data time: 0.2227, Forward time: 2.2584, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 4.6078 [2020-11-08 11:00:28,692][root][INFO] - ===> Epoch[4086](4086/1): Loss -0.9162, Sem 0.0222, dir -0.9950, norm 0.0565, swav 0.0000 LR: 2.168e-02 Score 99.121 Data time: 0.1697, Forward time: 2.2583, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 4.5549 [2020-11-08 11:00:33,510][root][INFO] - ===> Epoch[4087](4087/1): Loss -0.9144, Sem 0.0238, dir -0.9944, norm 0.0563, swav 0.0000 LR: 2.166e-02 Score 99.069 Data time: 0.1681, Forward time: 2.2582, Backward time: 2.4167, DDP time: 0.0052, Total iter time: 4.7058 [2020-11-08 11:00:38,491][root][INFO] - ===> Epoch[4088](4088/1): Loss -0.9099, Sem 0.0232, dir -0.9943, norm 0.0612, swav 0.0000 LR: 2.164e-02 Score 99.092 Data time: 0.2044, Forward time: 2.2581, Backward time: 2.4168, DDP time: 0.0052, Total iter time: 4.8870 [2020-11-08 11:00:43,318][root][INFO] - ===> Epoch[4089](4089/1): Loss -0.9125, Sem 0.0225, dir -0.9941, norm 0.0592, swav 0.0000 LR: 2.162e-02 Score 99.115 Data time: 0.2479, Forward time: 2.2582, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 4.6977 [2020-11-08 11:00:48,360][root][INFO] - ===> Epoch[4090](4090/1): Loss -0.9116, Sem 0.0235, dir -0.9941, norm 0.0590, swav 0.0000 LR: 2.160e-02 Score 99.083 Data time: 0.2167, Forward time: 2.2582, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 4.8898 [2020-11-08 11:00:53,165][root][INFO] - ===> Epoch[4091](4091/1): Loss -0.9117, Sem 0.0238, dir -0.9943, norm 0.0588, swav 0.0000 LR: 2.158e-02 Score 99.067 Data time: 0.1917, Forward time: 2.2581, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 4.6824 [2020-11-08 11:00:58,439][root][INFO] - ===> Epoch[4092](4092/1): Loss -0.9116, Sem 0.0236, dir -0.9945, norm 0.0593, swav 0.0000 LR: 2.156e-02 Score 99.065 Data time: 0.1637, Forward time: 2.2580, Backward time: 2.4168, DDP time: 0.0052, Total iter time: 5.1350 [2020-11-08 11:01:02,991][root][INFO] - ===> Epoch[4093](4093/1): Loss -0.9125, Sem 0.0242, dir -0.9940, norm 0.0574, swav 0.0000 LR: 2.153e-02 Score 99.045 Data time: 0.1957, Forward time: 2.2580, Backward time: 2.4167, DDP time: 0.0052, Total iter time: 4.4196 [2020-11-08 11:01:08,217][root][INFO] - ===> Epoch[4094](4094/1): Loss -0.9146, Sem 0.0221, dir -0.9943, norm 0.0576, swav 0.0000 LR: 2.151e-02 Score 99.138 Data time: 0.2686, Forward time: 2.2581, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 5.1000 [2020-11-08 11:01:13,026][root][INFO] - ===> Epoch[4095](4095/1): Loss -0.9119, Sem 0.0233, dir -0.9942, norm 0.0589, swav 0.0000 LR: 2.149e-02 Score 99.087 Data time: 0.2093, Forward time: 2.2581, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 4.6781 [2020-11-08 11:01:18,588][root][INFO] - ===> Epoch[4096](4096/1): Loss -0.9088, Sem 0.0240, dir -0.9940, norm 0.0612, swav 0.0000 LR: 2.147e-02 Score 99.079 Data time: 0.2446, Forward time: 2.2581, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 5.4317 [2020-11-08 11:01:23,611][root][INFO] - ===> Epoch[4097](4097/1): Loss -0.9110, Sem 0.0235, dir -0.9948, norm 0.0604, swav 0.0000 LR: 2.145e-02 Score 99.083 Data time: 0.1919, Forward time: 2.2581, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 4.8930 [2020-11-08 11:01:28,770][root][INFO] - ===> Epoch[4098](4098/1): Loss -0.9091, Sem 0.0240, dir -0.9942, norm 0.0612, swav 0.0000 LR: 2.143e-02 Score 99.065 Data time: 0.2454, Forward time: 2.2582, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 5.0481 [2020-11-08 11:01:33,298][root][INFO] - ===> Epoch[4099](4099/1): Loss -0.9135, Sem 0.0224, dir -0.9941, norm 0.0582, swav 0.0000 LR: 2.141e-02 Score 99.118 Data time: 0.2074, Forward time: 2.2582, Backward time: 2.4165, DDP time: 0.0052, Total iter time: 4.4083 [2020-11-08 11:01:38,319][root][INFO] - ===> Epoch[4100](4100/1): Loss -0.9119, Sem 0.0224, dir -0.9943, norm 0.0600, swav 0.0000 LR: 2.138e-02 Score 99.118 Data time: 0.2157, Forward time: 2.2582, Backward time: 2.4165, DDP time: 0.0052, Total iter time: 4.9045 [2020-11-08 11:01:43,773][root][INFO] - ===> Epoch[4101](4101/1): Loss -0.9118, Sem 0.0242, dir -0.9942, norm 0.0582, swav 0.0000 LR: 2.136e-02 Score 99.053 Data time: 0.1996, Forward time: 2.2582, Backward time: 2.4166, DDP time: 0.0052, Total iter time: 5.3467 [2020-11-08 11:01:48,633][root][INFO] - ===> Epoch[4102](4102/1): Loss -0.9118, Sem 0.0228, dir -0.9949, norm 0.0604, swav 0.0000 LR: 2.134e-02 Score 99.093 Data time: 0.2353, Forward time: 2.2583, Backward time: 2.4165, DDP time: 0.0052, Total iter time: 4.7529 [2020-11-08 11:01:53,625][root][INFO] - ===> Epoch[4103](4103/1): Loss -0.9176, Sem 0.0219, dir -0.9954, norm 0.0559, swav 0.0000 LR: 2.132e-02 Score 99.132 Data time: 0.2536, Forward time: 2.2583, Backward time: 2.4164, DDP time: 0.0052, Total iter time: 4.8620 [2020-11-08 11:01:58,893][root][INFO] - ===> Epoch[4104](4104/1): Loss -0.9097, Sem 0.0235, dir -0.9938, norm 0.0605, swav 0.0000 LR: 2.130e-02 Score 99.087 Data time: 0.2170, Forward time: 2.2583, Backward time: 2.4165, DDP time: 0.0052, Total iter time: 5.1527 [2020-11-08 11:02:04,032][root][INFO] - ===> Epoch[4105](4105/1): Loss -0.9079, Sem 0.0239, dir -0.9944, norm 0.0626, swav 0.0000 LR: 2.128e-02 Score 99.067 Data time: 0.2360, Forward time: 2.2583, Backward time: 2.4164, DDP time: 0.0052, Total iter time: 5.0144 [2020-11-08 11:02:08,972][root][INFO] - ===> Epoch[4106](4106/1): Loss -0.9101, Sem 0.0240, dir -0.9942, norm 0.0601, swav 0.0000 LR: 2.126e-02 Score 99.063 Data time: 0.2012, Forward time: 2.2583, Backward time: 2.4164, DDP time: 0.0052, Total iter time: 4.8035 [2020-11-08 11:02:14,369][root][INFO] - ===> Epoch[4107](4107/1): Loss -0.9077, Sem 0.0241, dir -0.9943, norm 0.0625, swav 0.0000 LR: 2.124e-02 Score 99.059 Data time: 0.2526, Forward time: 2.2584, Backward time: 2.4164, DDP time: 0.0052, Total iter time: 5.2892 [2020-11-08 11:02:19,057][root][INFO] - ===> Epoch[4108](4108/1): Loss -0.9054, Sem 0.0237, dir -0.9943, norm 0.0652, swav 0.0000 LR: 2.121e-02 Score 99.072 Data time: 0.2116, Forward time: 2.2584, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 4.5559 [2020-11-08 11:02:24,697][root][INFO] - ===> Epoch[4109](4109/1): Loss -0.9132, Sem 0.0226, dir -0.9948, norm 0.0591, swav 0.0000 LR: 2.119e-02 Score 99.113 Data time: 0.2846, Forward time: 2.2586, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 5.5277 [2020-11-08 11:02:29,710][root][INFO] - ===> Epoch[4110](4110/1): Loss -0.9069, Sem 0.0230, dir -0.9943, norm 0.0643, swav 0.0000 LR: 2.117e-02 Score 99.110 Data time: 0.2020, Forward time: 2.2585, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 4.8771 [2020-11-08 11:02:34,985][root][INFO] - ===> Epoch[4111](4111/1): Loss -0.9067, Sem 0.0236, dir -0.9939, norm 0.0636, swav 0.0000 LR: 2.115e-02 Score 99.076 Data time: 0.2378, Forward time: 2.2586, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 5.1657 [2020-11-08 11:02:39,775][root][INFO] - ===> Epoch[4112](4112/1): Loss -0.9105, Sem 0.0229, dir -0.9941, norm 0.0607, swav 0.0000 LR: 2.113e-02 Score 99.095 Data time: 0.2558, Forward time: 2.2586, Backward time: 2.4162, DDP time: 0.0052, Total iter time: 4.6605 [2020-11-08 11:02:44,891][root][INFO] - ===> Epoch[4113](4113/1): Loss -0.9095, Sem 0.0228, dir -0.9944, norm 0.0620, swav 0.0000 LR: 2.111e-02 Score 99.103 Data time: 0.1981, Forward time: 2.2586, Backward time: 2.4162, DDP time: 0.0052, Total iter time: 4.9978 [2020-11-08 11:02:49,854][root][INFO] - ===> Epoch[4114](4114/1): Loss -0.9141, Sem 0.0221, dir -0.9943, norm 0.0581, swav 0.0000 LR: 2.109e-02 Score 99.137 Data time: 0.2396, Forward time: 2.2587, Backward time: 2.4162, DDP time: 0.0052, Total iter time: 4.8464 [2020-11-08 11:02:54,668][root][INFO] - ===> Epoch[4115](4115/1): Loss -0.9121, Sem 0.0224, dir -0.9944, norm 0.0600, swav 0.0000 LR: 2.106e-02 Score 99.122 Data time: 0.2318, Forward time: 2.2586, Backward time: 2.4161, DDP time: 0.0052, Total iter time: 4.7029 [2020-11-08 11:02:59,609][root][INFO] - ===> Epoch[4116](4116/1): Loss -0.9114, Sem 0.0222, dir -0.9947, norm 0.0611, swav 0.0000 LR: 2.104e-02 Score 99.125 Data time: 0.2585, Forward time: 2.2587, Backward time: 2.4160, DDP time: 0.0052, Total iter time: 4.8400 [2020-11-08 11:03:04,720][root][INFO] - ===> Epoch[4117](4117/1): Loss -0.9115, Sem 0.0232, dir -0.9946, norm 0.0599, swav 0.0000 LR: 2.102e-02 Score 99.087 Data time: 0.2215, Forward time: 2.2587, Backward time: 2.4161, DDP time: 0.0052, Total iter time: 4.9905 [2020-11-08 11:03:09,797][root][INFO] - ===> Epoch[4118](4118/1): Loss -0.9153, Sem 0.0219, dir -0.9950, norm 0.0579, swav 0.0000 LR: 2.100e-02 Score 99.134 Data time: 0.2553, Forward time: 2.2588, Backward time: 2.4160, DDP time: 0.0052, Total iter time: 4.9573 [2020-11-08 11:03:14,547][root][INFO] - ===> Epoch[4119](4119/1): Loss -0.9073, Sem 0.0234, dir -0.9943, norm 0.0635, swav 0.0000 LR: 2.098e-02 Score 99.081 Data time: 0.2007, Forward time: 2.2588, Backward time: 2.4159, DDP time: 0.0052, Total iter time: 4.6139 [2020-11-08 11:03:19,523][root][INFO] - ===> Epoch[4120](4120/1): Loss -0.9122, Sem 0.0227, dir -0.9944, norm 0.0595, swav 0.0000 LR: 2.096e-02 Score 99.106 Data time: 0.2244, Forward time: 2.2588, Backward time: 2.4159, DDP time: 0.0052, Total iter time: 4.8635 [2020-11-08 11:03:24,690][root][INFO] - ===> Epoch[4121](4121/1): Loss -0.9091, Sem 0.0232, dir -0.9944, norm 0.0620, swav 0.0000 LR: 2.094e-02 Score 99.087 Data time: 0.2153, Forward time: 2.2588, Backward time: 2.4159, DDP time: 0.0052, Total iter time: 5.0491 [2020-11-08 11:03:29,477][root][INFO] - ===> Epoch[4122](4122/1): Loss -0.9095, Sem 0.0235, dir -0.9943, norm 0.0613, swav 0.0000 LR: 2.091e-02 Score 99.076 Data time: 0.2649, Forward time: 2.2588, Backward time: 2.4158, DDP time: 0.0052, Total iter time: 4.6796 [2020-11-08 11:03:33,861][root][INFO] - ===> Epoch[4123](4123/1): Loss -0.9174, Sem 0.0215, dir -0.9945, norm 0.0556, swav 0.0000 LR: 2.089e-02 Score 99.147 Data time: 0.2156, Forward time: 2.2588, Backward time: 2.4156, DDP time: 0.0052, Total iter time: 4.2687 [2020-11-08 11:03:39,320][root][INFO] - ===> Epoch[4124](4124/1): Loss -0.9132, Sem 0.0222, dir -0.9942, norm 0.0587, swav 0.0000 LR: 2.087e-02 Score 99.128 Data time: 0.2256, Forward time: 2.2588, Backward time: 2.4157, DDP time: 0.0052, Total iter time: 5.3551 [2020-11-08 11:03:44,454][root][INFO] - ===> Epoch[4125](4125/1): Loss -0.9098, Sem 0.0239, dir -0.9944, norm 0.0607, swav 0.0000 LR: 2.085e-02 Score 99.055 Data time: 0.1795, Forward time: 2.2588, Backward time: 2.4158, DDP time: 0.0052, Total iter time: 4.9971 [2020-11-08 11:03:49,424][root][INFO] - ===> Epoch[4126](4126/1): Loss -0.9137, Sem 0.0233, dir -0.9949, norm 0.0579, swav 0.0000 LR: 2.083e-02 Score 99.086 Data time: 0.1785, Forward time: 2.2587, Backward time: 2.4159, DDP time: 0.0052, Total iter time: 4.8841 [2020-11-08 11:03:54,410][root][INFO] - ===> Epoch[4127](4127/1): Loss -0.9092, Sem 0.0230, dir -0.9948, norm 0.0627, swav 0.0000 LR: 2.081e-02 Score 99.084 Data time: 0.1581, Forward time: 2.2586, Backward time: 2.4160, DDP time: 0.0052, Total iter time: 4.9042 [2020-11-08 11:03:59,684][root][INFO] - ===> Epoch[4128](4128/1): Loss -0.9123, Sem 0.0229, dir -0.9947, norm 0.0595, swav 0.0000 LR: 2.079e-02 Score 99.104 Data time: 0.1855, Forward time: 2.2585, Backward time: 2.4161, DDP time: 0.0052, Total iter time: 5.1592 [2020-11-08 11:04:04,695][root][INFO] - ===> Epoch[4129](4129/1): Loss -0.9085, Sem 0.0234, dir -0.9946, norm 0.0627, swav 0.0000 LR: 2.076e-02 Score 99.083 Data time: 0.2487, Forward time: 2.2586, Backward time: 2.4160, DDP time: 0.0052, Total iter time: 4.8875 [2020-11-08 11:04:09,654][root][INFO] - ===> Epoch[4130](4130/1): Loss -0.9165, Sem 0.0222, dir -0.9950, norm 0.0562, swav 0.0000 LR: 2.074e-02 Score 99.125 Data time: 0.2775, Forward time: 2.2587, Backward time: 2.4159, DDP time: 0.0052, Total iter time: 4.8292 [2020-11-08 11:04:14,703][root][INFO] - ===> Epoch[4131](4131/1): Loss -0.9083, Sem 0.0230, dir -0.9945, norm 0.0632, swav 0.0000 LR: 2.072e-02 Score 99.102 Data time: 0.1786, Forward time: 2.2586, Backward time: 2.4160, DDP time: 0.0052, Total iter time: 4.9181 [2020-11-08 11:04:19,954][root][INFO] - ===> Epoch[4132](4132/1): Loss -0.9097, Sem 0.0231, dir -0.9946, norm 0.0618, swav 0.0000 LR: 2.070e-02 Score 99.094 Data time: 0.2420, Forward time: 2.2587, Backward time: 2.4159, DDP time: 0.0052, Total iter time: 5.1462 [2020-11-08 11:04:24,658][root][INFO] - ===> Epoch[4133](4133/1): Loss -0.9119, Sem 0.0236, dir -0.9948, norm 0.0593, swav 0.0000 LR: 2.068e-02 Score 99.080 Data time: 0.2072, Forward time: 2.2587, Backward time: 2.4158, DDP time: 0.0052, Total iter time: 4.5705 [2020-11-08 11:04:29,650][root][INFO] - ===> Epoch[4134](4134/1): Loss -0.9086, Sem 0.0227, dir -0.9941, norm 0.0628, swav 0.0000 LR: 2.066e-02 Score 99.105 Data time: 0.2401, Forward time: 2.2587, Backward time: 2.4158, DDP time: 0.0052, Total iter time: 4.8761 [2020-11-08 11:04:34,573][root][INFO] - ===> Epoch[4135](4135/1): Loss -0.9163, Sem 0.0221, dir -0.9951, norm 0.0566, swav 0.0000 LR: 2.064e-02 Score 99.133 Data time: 0.1970, Forward time: 2.2587, Backward time: 2.4158, DDP time: 0.0052, Total iter time: 4.7881 [2020-11-08 11:04:39,213][root][INFO] - ===> Epoch[4136](4136/1): Loss -0.9157, Sem 0.0222, dir -0.9948, norm 0.0568, swav 0.0000 LR: 2.061e-02 Score 99.126 Data time: 0.1991, Forward time: 2.2586, Backward time: 2.4157, DDP time: 0.0052, Total iter time: 4.5205 [2020-11-08 11:04:44,172][root][INFO] - ===> Epoch[4137](4137/1): Loss -0.9117, Sem 0.0221, dir -0.9948, norm 0.0610, swav 0.0000 LR: 2.059e-02 Score 99.127 Data time: 0.2462, Forward time: 2.2586, Backward time: 2.4157, DDP time: 0.0052, Total iter time: 4.8330 [2020-11-08 11:04:48,998][root][INFO] - ===> Epoch[4138](4138/1): Loss -0.9112, Sem 0.0233, dir -0.9941, norm 0.0596, swav 0.0000 LR: 2.057e-02 Score 99.093 Data time: 0.1722, Forward time: 2.2585, Backward time: 2.4158, DDP time: 0.0052, Total iter time: 4.7018 [2020-11-08 11:04:53,964][root][INFO] - ===> Epoch[4139](4139/1): Loss -0.9145, Sem 0.0234, dir -0.9952, norm 0.0573, swav 0.0000 LR: 2.055e-02 Score 99.076 Data time: 0.2093, Forward time: 2.2585, Backward time: 2.4158, DDP time: 0.0052, Total iter time: 4.8601 [2020-11-08 11:04:59,434][root][INFO] - ===> Epoch[4140](4140/1): Loss -0.9120, Sem 0.0228, dir -0.9946, norm 0.0597, swav 0.0000 LR: 2.053e-02 Score 99.103 Data time: 0.2280, Forward time: 2.2585, Backward time: 2.4158, DDP time: 0.0052, Total iter time: 5.3523 [2020-11-08 11:05:04,945][root][INFO] - ===> Epoch[4141](4141/1): Loss -0.9152, Sem 0.0222, dir -0.9950, norm 0.0576, swav 0.0000 LR: 2.051e-02 Score 99.127 Data time: 0.2149, Forward time: 2.2585, Backward time: 2.4159, DDP time: 0.0052, Total iter time: 5.3738 [2020-11-08 11:05:10,390][root][INFO] - ===> Epoch[4142](4142/1): Loss -0.9163, Sem 0.0210, dir -0.9949, norm 0.0576, swav 0.0000 LR: 2.049e-02 Score 99.173 Data time: 0.2064, Forward time: 2.2585, Backward time: 2.4160, DDP time: 0.0052, Total iter time: 5.3226 [2020-11-08 11:05:16,086][root][INFO] - ===> Epoch[4143](4143/1): Loss -0.9138, Sem 0.0228, dir -0.9947, norm 0.0580, swav 0.0000 LR: 2.046e-02 Score 99.109 Data time: 0.2241, Forward time: 2.2585, Backward time: 2.4162, DDP time: 0.0052, Total iter time: 5.5941 [2020-11-08 11:05:20,882][root][INFO] - ===> Epoch[4144](4144/1): Loss -0.9126, Sem 0.0220, dir -0.9945, norm 0.0599, swav 0.0000 LR: 2.044e-02 Score 99.136 Data time: 0.2185, Forward time: 2.2585, Backward time: 2.4161, DDP time: 0.0052, Total iter time: 4.6740 [2020-11-08 11:05:25,612][root][INFO] - ===> Epoch[4145](4145/1): Loss -0.9107, Sem 0.0238, dir -0.9949, norm 0.0604, swav 0.0000 LR: 2.042e-02 Score 99.057 Data time: 0.2070, Forward time: 2.2585, Backward time: 2.4161, DDP time: 0.0052, Total iter time: 4.6168 [2020-11-08 11:05:31,155][root][INFO] - ===> Epoch[4146](4146/1): Loss -0.9088, Sem 0.0226, dir -0.9940, norm 0.0625, swav 0.0000 LR: 2.040e-02 Score 99.115 Data time: 0.1744, Forward time: 2.2584, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 5.4187 [2020-11-08 11:05:36,213][root][INFO] - ===> Epoch[4147](4147/1): Loss -0.9109, Sem 0.0226, dir -0.9943, norm 0.0607, swav 0.0000 LR: 2.038e-02 Score 99.116 Data time: 0.2140, Forward time: 2.2584, Backward time: 2.4162, DDP time: 0.0052, Total iter time: 4.9460 [2020-11-08 11:05:41,298][root][INFO] - ===> Epoch[4148](4148/1): Loss -0.9104, Sem 0.0229, dir -0.9945, norm 0.0612, swav 0.0000 LR: 2.036e-02 Score 99.099 Data time: 0.1877, Forward time: 2.2584, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 4.9635 [2020-11-08 11:05:46,389][root][INFO] - ===> Epoch[4149](4149/1): Loss -0.9081, Sem 0.0234, dir -0.9944, norm 0.0629, swav 0.0000 LR: 2.034e-02 Score 99.083 Data time: 0.2229, Forward time: 2.2584, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 4.9637 [2020-11-08 11:05:51,199][root][INFO] - ===> Epoch[4150](4150/1): Loss -0.9036, Sem 0.0235, dir -0.9931, norm 0.0660, swav 0.0000 LR: 2.031e-02 Score 99.085 Data time: 0.2287, Forward time: 2.2585, Backward time: 2.4162, DDP time: 0.0052, Total iter time: 4.6759 [2020-11-08 11:05:55,752][root][INFO] - ===> Epoch[4151](4151/1): Loss -0.9137, Sem 0.0224, dir -0.9950, norm 0.0589, swav 0.0000 LR: 2.029e-02 Score 99.118 Data time: 0.1992, Forward time: 2.2585, Backward time: 2.4161, DDP time: 0.0052, Total iter time: 4.4163 [2020-11-08 11:06:00,858][root][INFO] - ===> Epoch[4152](4152/1): Loss -0.9100, Sem 0.0229, dir -0.9944, norm 0.0615, swav 0.0000 LR: 2.027e-02 Score 99.110 Data time: 0.1786, Forward time: 2.2584, Backward time: 2.4162, DDP time: 0.0052, Total iter time: 4.9883 [2020-11-08 11:06:05,453][root][INFO] - ===> Epoch[4153](4153/1): Loss -0.9114, Sem 0.0232, dir -0.9940, norm 0.0595, swav 0.0000 LR: 2.025e-02 Score 99.089 Data time: 0.1997, Forward time: 2.2583, Backward time: 2.4161, DDP time: 0.0052, Total iter time: 4.4874 [2020-11-08 11:06:10,513][root][INFO] - ===> Epoch[4154](4154/1): Loss -0.9092, Sem 0.0234, dir -0.9943, norm 0.0617, swav 0.0000 LR: 2.023e-02 Score 99.086 Data time: 0.2485, Forward time: 2.2584, Backward time: 2.4160, DDP time: 0.0052, Total iter time: 4.9435 [2020-11-08 11:06:15,372][root][INFO] - ===> Epoch[4155](4155/1): Loss -0.9131, Sem 0.0226, dir -0.9949, norm 0.0593, swav 0.0000 LR: 2.021e-02 Score 99.103 Data time: 0.2164, Forward time: 2.2584, Backward time: 2.4160, DDP time: 0.0052, Total iter time: 4.7420 [2020-11-08 11:06:20,398][root][INFO] - ===> Epoch[4156](4156/1): Loss -0.9119, Sem 0.0216, dir -0.9944, norm 0.0609, swav 0.0000 LR: 2.018e-02 Score 99.148 Data time: 0.2325, Forward time: 2.2585, Backward time: 2.4159, DDP time: 0.0052, Total iter time: 4.8878 [2020-11-08 11:06:26,154][root][INFO] - ===> Epoch[4157](4157/1): Loss -0.9163, Sem 0.0218, dir -0.9946, norm 0.0566, swav 0.0000 LR: 2.016e-02 Score 99.150 Data time: 0.1893, Forward time: 2.2584, Backward time: 2.4161, DDP time: 0.0052, Total iter time: 5.5947 [2020-11-08 11:06:31,598][root][INFO] - ===> Epoch[4158](4158/1): Loss -0.9107, Sem 0.0227, dir -0.9943, norm 0.0609, swav 0.0000 LR: 2.014e-02 Score 99.101 Data time: 0.2141, Forward time: 2.2584, Backward time: 2.4162, DDP time: 0.0052, Total iter time: 5.3198 [2020-11-08 11:06:37,109][root][INFO] - ===> Epoch[4159](4159/1): Loss -0.9147, Sem 0.0216, dir -0.9948, norm 0.0584, swav 0.0000 LR: 2.012e-02 Score 99.153 Data time: 0.2154, Forward time: 2.2584, Backward time: 2.4163, DDP time: 0.0052, Total iter time: 5.3852 [2020-11-08 11:06:42,033][root][INFO] - ===> Epoch[4160](4160/1): Loss -0.9092, Sem 0.0233, dir -0.9940, norm 0.0614, swav 0.0000 LR: 2.010e-02 Score 99.089 Data time: 0.2295, Forward time: 2.2584, Backward time: 2.4162, DDP time: 0.0052, Total iter time: 4.7961 [2020-11-08 11:06:47,438][root][INFO] - ===> Epoch[4161](4161/1): Loss -0.9114, Sem 0.0230, dir -0.9952, norm 0.0608, swav 0.0000 LR: 2.008e-02 Score 99.091 Data time: 0.2536, Forward time: 2.2586, Backward time: 2.4162, DDP time: 0.0052, Total iter time: 5.2742 [2020-11-08 11:06:52,478][root][INFO] - ===> Epoch[4162](4162/1): Loss -0.9093, Sem 0.0230, dir -0.9944, norm 0.0621, swav 0.0000 LR: 2.006e-02 Score 99.102 Data time: 0.1969, Forward time: 2.2585, Backward time: 2.4162, DDP time: 0.0052, Total iter time: 4.9013 [2020-11-08 11:06:57,312][root][INFO] - ===> Epoch[4163](4163/1): Loss -0.9092, Sem 0.0232, dir -0.9943, norm 0.0619, swav 0.0000 LR: 2.003e-02 Score 99.081 Data time: 0.2352, Forward time: 2.2586, Backward time: 2.4161, DDP time: 0.0052, Total iter time: 4.7487 [2020-11-08 11:07:02,084][root][INFO] - ===> Epoch[4164](4164/1): Loss -0.9126, Sem 0.0229, dir -0.9945, norm 0.0590, swav 0.0000 LR: 2.001e-02 Score 99.108 Data time: 0.2234, Forward time: 2.2586, Backward time: 2.4160, DDP time: 0.0052, Total iter time: 4.6503 [2020-11-08 11:07:06,608][root][INFO] - ===> Epoch[4165](4165/1): Loss -0.9101, Sem 0.0238, dir -0.9938, norm 0.0599, swav 0.0000 LR: 1.999e-02 Score 99.059 Data time: 0.1998, Forward time: 2.2586, Backward time: 2.4160, DDP time: 0.0052, Total iter time: 4.4155 [2020-11-08 11:07:11,687][root][INFO] - ===> Epoch[4166](4166/1): Loss -0.9134, Sem 0.0225, dir -0.9943, norm 0.0585, swav 0.0000 LR: 1.997e-02 Score 99.117 Data time: 0.1912, Forward time: 2.2585, Backward time: 2.4160, DDP time: 0.0052, Total iter time: 4.9722 [2020-11-08 11:07:16,462][root][INFO] - ===> Epoch[4167](4167/1): Loss -0.9124, Sem 0.0219, dir -0.9944, norm 0.0602, swav 0.0000 LR: 1.995e-02 Score 99.142 Data time: 0.2250, Forward time: 2.2585, Backward time: 2.4160, DDP time: 0.0052, Total iter time: 4.6636 [2020-11-08 11:07:21,723][root][INFO] - ===> Epoch[4168](4168/1): Loss -0.9145, Sem 0.0221, dir -0.9949, norm 0.0583, swav 0.0000 LR: 1.993e-02 Score 99.133 Data time: 0.2630, Forward time: 2.2586, Backward time: 2.4159, DDP time: 0.0052, Total iter time: 5.1166 [2020-11-08 11:07:26,352][root][INFO] - ===> Epoch[4169](4169/1): Loss -0.9141, Sem 0.0218, dir -0.9944, norm 0.0586, swav 0.0000 LR: 1.990e-02 Score 99.144 Data time: 0.1922, Forward time: 2.2586, Backward time: 2.4158, DDP time: 0.0052, Total iter time: 4.4920 [2020-11-08 11:07:31,180][root][INFO] - ===> Epoch[4170](4170/1): Loss -0.9121, Sem 0.0227, dir -0.9948, norm 0.0600, swav 0.0000 LR: 1.988e-02 Score 99.105 Data time: 0.2005, Forward time: 2.2586, Backward time: 2.4158, DDP time: 0.0052, Total iter time: 4.7112 [2020-11-08 11:07:36,498][root][INFO] - ===> Epoch[4171](4171/1): Loss -0.9152, Sem 0.0223, dir -0.9949, norm 0.0575, swav 0.0000 LR: 1.986e-02 Score 99.123 Data time: 0.2244, Forward time: 2.2587, Backward time: 2.4158, DDP time: 0.0052, Total iter time: 5.2109 [2020-11-08 11:07:40,950][root][INFO] - ===> Epoch[4172](4172/1): Loss -0.9123, Sem 0.0220, dir -0.9948, norm 0.0605, swav 0.0000 LR: 1.984e-02 Score 99.124 Data time: 0.2121, Forward time: 2.2586, Backward time: 2.4156, DDP time: 0.0052, Total iter time: 4.3122 [2020-11-08 11:07:45,642][root][INFO] - ===> Epoch[4173](4173/1): Loss -0.9140, Sem 0.0226, dir -0.9951, norm 0.0584, swav 0.0000 LR: 1.982e-02 Score 99.104 Data time: 0.2281, Forward time: 2.2587, Backward time: 2.4155, DDP time: 0.0052, Total iter time: 4.5512 [2020-11-08 11:07:50,538][root][INFO] - ===> Epoch[4174](4174/1): Loss -0.9129, Sem 0.0215, dir -0.9945, norm 0.0602, swav 0.0000 LR: 1.980e-02 Score 99.152 Data time: 0.1949, Forward time: 2.2586, Backward time: 2.4155, DDP time: 0.0052, Total iter time: 4.7688 [2020-11-08 11:07:55,365][root][INFO] - ===> Epoch[4175](4175/1): Loss -0.9136, Sem 0.0226, dir -0.9951, norm 0.0589, swav 0.0000 LR: 1.978e-02 Score 99.108 Data time: 0.2004, Forward time: 2.2586, Backward time: 2.4155, DDP time: 0.0052, Total iter time: 4.6990 [2020-11-08 11:08:00,371][root][INFO] - ===> Epoch[4176](4176/1): Loss -0.9176, Sem 0.0220, dir -0.9951, norm 0.0556, swav 0.0000 LR: 1.975e-02 Score 99.139 Data time: 0.2520, Forward time: 2.2586, Backward time: 2.4154, DDP time: 0.0052, Total iter time: 4.8904 [2020-11-08 11:08:05,557][root][INFO] - ===> Epoch[4177](4177/1): Loss -0.9132, Sem 0.0216, dir -0.9949, norm 0.0601, swav 0.0000 LR: 1.973e-02 Score 99.159 Data time: 0.2223, Forward time: 2.2587, Backward time: 2.4154, DDP time: 0.0052, Total iter time: 5.0416 [2020-11-08 11:08:10,043][root][INFO] - ===> Epoch[4178](4178/1): Loss -0.9127, Sem 0.0223, dir -0.9946, norm 0.0596, swav 0.0000 LR: 1.971e-02 Score 99.127 Data time: 0.2261, Forward time: 2.2587, Backward time: 2.4153, DDP time: 0.0052, Total iter time: 4.3587 [2020-11-08 11:08:14,575][root][INFO] - ===> Epoch[4179](4179/1): Loss -0.9095, Sem 0.0227, dir -0.9944, norm 0.0621, swav 0.0000 LR: 1.969e-02 Score 99.112 Data time: 0.2076, Forward time: 2.2587, Backward time: 2.4152, DDP time: 0.0052, Total iter time: 4.4228 [2020-11-08 11:08:19,829][root][INFO] - ===> Epoch[4180](4180/1): Loss -0.9096, Sem 0.0250, dir -0.9943, norm 0.0597, swav 0.0000 LR: 1.967e-02 Score 99.029 Data time: 0.1747, Forward time: 2.2586, Backward time: 2.4153, DDP time: 0.0052, Total iter time: 5.1427 [2020-11-08 11:08:24,829][root][INFO] - ===> Epoch[4181](4181/1): Loss -0.9077, Sem 0.0232, dir -0.9937, norm 0.0629, swav 0.0000 LR: 1.965e-02 Score 99.093 Data time: 0.2059, Forward time: 2.2586, Backward time: 2.4153, DDP time: 0.0052, Total iter time: 4.8902 [2020-11-08 11:08:29,780][root][INFO] - ===> Epoch[4182](4182/1): Loss -0.9212, Sem 0.0212, dir -0.9955, norm 0.0532, swav 0.0000 LR: 1.962e-02 Score 99.166 Data time: 0.2047, Forward time: 2.2586, Backward time: 2.4153, DDP time: 0.0052, Total iter time: 4.8463 [2020-11-08 11:08:34,797][root][INFO] - ===> Epoch[4183](4183/1): Loss -0.9125, Sem 0.0221, dir -0.9946, norm 0.0600, swav 0.0000 LR: 1.960e-02 Score 99.131 Data time: 0.2004, Forward time: 2.2585, Backward time: 2.4153, DDP time: 0.0052, Total iter time: 4.9009 [2020-11-08 11:08:40,031][root][INFO] - ===> Epoch[4184](4184/1): Loss -0.9114, Sem 0.0244, dir -0.9947, norm 0.0589, swav 0.0000 LR: 1.958e-02 Score 99.048 Data time: 0.2474, Forward time: 2.2585, Backward time: 2.4154, DDP time: 0.0052, Total iter time: 5.1315 [2020-11-08 11:08:45,056][root][INFO] - ===> Epoch[4185](4185/1): Loss -0.9111, Sem 0.0232, dir -0.9941, norm 0.0598, swav 0.0000 LR: 1.956e-02 Score 99.091 Data time: 0.2394, Forward time: 2.2586, Backward time: 2.4153, DDP time: 0.0052, Total iter time: 4.9036 [2020-11-08 11:08:50,222][root][INFO] - ===> Epoch[4186](4186/1): Loss -0.9069, Sem 0.0239, dir -0.9938, norm 0.0630, swav 0.0000 LR: 1.954e-02 Score 99.068 Data time: 0.2151, Forward time: 2.2586, Backward time: 2.4153, DDP time: 0.0052, Total iter time: 5.0448 [2020-11-08 11:08:54,993][root][INFO] - ===> Epoch[4187](4187/1): Loss -0.9119, Sem 0.0227, dir -0.9943, norm 0.0597, swav 0.0000 LR: 1.952e-02 Score 99.113 Data time: 0.2019, Forward time: 2.2585, Backward time: 2.4153, DDP time: 0.0053, Total iter time: 4.6512 [2020-11-08 11:08:59,689][root][INFO] - ===> Epoch[4188](4188/1): Loss -0.9160, Sem 0.0228, dir -0.9949, norm 0.0562, swav 0.0000 LR: 1.950e-02 Score 99.100 Data time: 0.2150, Forward time: 2.2585, Backward time: 2.4152, DDP time: 0.0053, Total iter time: 4.5751 [2020-11-08 11:09:05,102][root][INFO] - ===> Epoch[4189](4189/1): Loss -0.9101, Sem 0.0230, dir -0.9941, norm 0.0609, swav 0.0000 LR: 1.947e-02 Score 99.092 Data time: 0.2648, Forward time: 2.2586, Backward time: 2.4152, DDP time: 0.0053, Total iter time: 5.2788 [2020-11-08 11:09:09,719][root][INFO] - ===> Epoch[4190](4190/1): Loss -0.9126, Sem 0.0227, dir -0.9948, norm 0.0595, swav 0.0000 LR: 1.945e-02 Score 99.122 Data time: 0.2239, Forward time: 2.2587, Backward time: 2.4151, DDP time: 0.0053, Total iter time: 4.4930 [2020-11-08 11:09:14,649][root][INFO] - ===> Epoch[4191](4191/1): Loss -0.9146, Sem 0.0229, dir -0.9948, norm 0.0573, swav 0.0000 LR: 1.943e-02 Score 99.102 Data time: 0.2241, Forward time: 2.2587, Backward time: 2.4150, DDP time: 0.0053, Total iter time: 4.8050 [2020-11-08 11:09:19,797][root][INFO] - ===> Epoch[4192](4192/1): Loss -0.9134, Sem 0.0234, dir -0.9948, norm 0.0580, swav 0.0000 LR: 1.941e-02 Score 99.080 Data time: 0.2882, Forward time: 2.2588, Backward time: 2.4149, DDP time: 0.0053, Total iter time: 5.0242 [2020-11-08 11:09:24,272][root][INFO] - ===> Epoch[4193](4193/1): Loss -0.9067, Sem 0.0240, dir -0.9936, norm 0.0629, swav 0.0000 LR: 1.939e-02 Score 99.064 Data time: 0.2054, Forward time: 2.2588, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 4.3259 [2020-11-08 11:09:29,265][root][INFO] - ===> Epoch[4194](4194/1): Loss -0.9108, Sem 0.0232, dir -0.9942, norm 0.0602, swav 0.0000 LR: 1.937e-02 Score 99.100 Data time: 0.2029, Forward time: 2.2587, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 4.8795 [2020-11-08 11:09:33,986][root][INFO] - ===> Epoch[4195](4195/1): Loss -0.9139, Sem 0.0235, dir -0.9949, norm 0.0575, swav 0.0000 LR: 1.934e-02 Score 99.084 Data time: 0.1923, Forward time: 2.2587, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 4.6006 [2020-11-08 11:09:39,210][root][INFO] - ===> Epoch[4196](4196/1): Loss -0.9101, Sem 0.0232, dir -0.9947, norm 0.0614, swav 0.0000 LR: 1.932e-02 Score 99.087 Data time: 0.2429, Forward time: 2.2587, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 5.1157 [2020-11-08 11:09:44,498][root][INFO] - ===> Epoch[4197](4197/1): Loss -0.9125, Sem 0.0232, dir -0.9946, norm 0.0589, swav 0.0000 LR: 1.930e-02 Score 99.097 Data time: 0.2268, Forward time: 2.2587, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 5.1487 [2020-11-08 11:09:49,557][root][INFO] - ===> Epoch[4198](4198/1): Loss -0.9084, Sem 0.0237, dir -0.9945, norm 0.0624, swav 0.0000 LR: 1.928e-02 Score 99.061 Data time: 0.2047, Forward time: 2.2587, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 4.9224 [2020-11-08 11:09:54,454][root][INFO] - ===> Epoch[4199](4199/1): Loss -0.9113, Sem 0.0225, dir -0.9942, norm 0.0604, swav 0.0000 LR: 1.926e-02 Score 99.123 Data time: 0.2024, Forward time: 2.2587, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 4.7666 [2020-11-08 11:09:59,361][root][INFO] - ===> Epoch[4200](4200/1): Loss -0.9174, Sem 0.0219, dir -0.9952, norm 0.0559, swav 0.0000 LR: 1.924e-02 Score 99.136 Data time: 0.2021, Forward time: 2.2587, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 4.7997 [2020-11-08 11:10:04,610][root][INFO] - ===> Epoch[4201](4201/1): Loss -0.9126, Sem 0.0225, dir -0.9946, norm 0.0596, swav 0.0000 LR: 1.921e-02 Score 99.112 Data time: 0.2159, Forward time: 2.2587, Backward time: 2.4149, DDP time: 0.0053, Total iter time: 5.1311 [2020-11-08 11:10:09,870][root][INFO] - ===> Epoch[4202](4202/1): Loss -0.9095, Sem 0.0226, dir -0.9942, norm 0.0621, swav 0.0000 LR: 1.919e-02 Score 99.115 Data time: 0.2577, Forward time: 2.2588, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 5.1471 [2020-11-08 11:10:14,774][root][INFO] - ===> Epoch[4203](4203/1): Loss -0.9105, Sem 0.0235, dir -0.9946, norm 0.0607, swav 0.0000 LR: 1.917e-02 Score 99.086 Data time: 0.1693, Forward time: 2.2587, Backward time: 2.4149, DDP time: 0.0053, Total iter time: 4.7589 [2020-11-08 11:10:20,193][root][INFO] - ===> Epoch[4204](4204/1): Loss -0.9090, Sem 0.0237, dir -0.9942, norm 0.0614, swav 0.0000 LR: 1.915e-02 Score 99.070 Data time: 0.2186, Forward time: 2.2587, Backward time: 2.4149, DDP time: 0.0053, Total iter time: 5.3190 [2020-11-08 11:10:25,263][root][INFO] - ===> Epoch[4205](4205/1): Loss -0.9130, Sem 0.0231, dir -0.9946, norm 0.0585, swav 0.0000 LR: 1.913e-02 Score 99.085 Data time: 0.2028, Forward time: 2.2587, Backward time: 2.4150, DDP time: 0.0053, Total iter time: 4.9371 [2020-11-08 11:10:30,269][root][INFO] - ===> Epoch[4206](4206/1): Loss -0.9089, Sem 0.0228, dir -0.9939, norm 0.0622, swav 0.0000 LR: 1.911e-02 Score 99.120 Data time: 0.2586, Forward time: 2.2587, Backward time: 2.4149, DDP time: 0.0053, Total iter time: 4.8890 [2020-11-08 11:10:35,460][root][INFO] - ===> Epoch[4207](4207/1): Loss -0.9118, Sem 0.0222, dir -0.9946, norm 0.0605, swav 0.0000 LR: 1.908e-02 Score 99.127 Data time: 0.1867, Forward time: 2.2586, Backward time: 2.4150, DDP time: 0.0053, Total iter time: 5.0575 [2020-11-08 11:10:40,056][root][INFO] - ===> Epoch[4208](4208/1): Loss -0.9179, Sem 0.0218, dir -0.9946, norm 0.0549, swav 0.0000 LR: 1.906e-02 Score 99.156 Data time: 0.2250, Forward time: 2.2587, Backward time: 2.4149, DDP time: 0.0053, Total iter time: 4.4937 [2020-11-08 11:10:44,923][root][INFO] - ===> Epoch[4209](4209/1): Loss -0.9081, Sem 0.0233, dir -0.9943, norm 0.0630, swav 0.0000 LR: 1.904e-02 Score 99.081 Data time: 0.2404, Forward time: 2.2588, Backward time: 2.4147, DDP time: 0.0053, Total iter time: 4.7505 [2020-11-08 11:10:50,087][root][INFO] - ===> Epoch[4210](4210/1): Loss -0.9152, Sem 0.0229, dir -0.9949, norm 0.0568, swav 0.0000 LR: 1.902e-02 Score 99.102 Data time: 0.2378, Forward time: 2.2588, Backward time: 2.4147, DDP time: 0.0053, Total iter time: 5.0549 [2020-11-08 11:10:55,113][root][INFO] - ===> Epoch[4211](4211/1): Loss -0.9117, Sem 0.0241, dir -0.9941, norm 0.0583, swav 0.0000 LR: 1.900e-02 Score 99.069 Data time: 0.2252, Forward time: 2.2589, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.8962 [2020-11-08 11:11:00,098][root][INFO] - ===> Epoch[4212](4212/1): Loss -0.9139, Sem 0.0231, dir -0.9951, norm 0.0581, swav 0.0000 LR: 1.898e-02 Score 99.086 Data time: 0.2014, Forward time: 2.2589, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.8738 [2020-11-08 11:11:05,436][root][INFO] - ===> Epoch[4213](4213/1): Loss -0.9149, Sem 0.0220, dir -0.9951, norm 0.0583, swav 0.0000 LR: 1.895e-02 Score 99.133 Data time: 0.2279, Forward time: 2.2589, Backward time: 2.4147, DDP time: 0.0053, Total iter time: 5.2157 [2020-11-08 11:11:10,299][root][INFO] - ===> Epoch[4214](4214/1): Loss -0.9138, Sem 0.0220, dir -0.9949, norm 0.0592, swav 0.0000 LR: 1.893e-02 Score 99.140 Data time: 0.2351, Forward time: 2.2589, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.7271 [2020-11-08 11:11:15,371][root][INFO] - ===> Epoch[4215](4215/1): Loss -0.9169, Sem 0.0226, dir -0.9948, norm 0.0553, swav 0.0000 LR: 1.891e-02 Score 99.107 Data time: 0.2634, Forward time: 2.2589, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.9465 [2020-11-08 11:11:20,703][root][INFO] - ===> Epoch[4216](4216/1): Loss -0.9185, Sem 0.0230, dir -0.9948, norm 0.0533, swav 0.0000 LR: 1.889e-02 Score 99.102 Data time: 0.2620, Forward time: 2.2591, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.2111 [2020-11-08 11:11:25,251][root][INFO] - ===> Epoch[4217](4217/1): Loss -0.9160, Sem 0.0219, dir -0.9949, norm 0.0571, swav 0.0000 LR: 1.887e-02 Score 99.136 Data time: 0.1861, Forward time: 2.2590, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.4197 [2020-11-08 11:11:30,408][root][INFO] - ===> Epoch[4218](4218/1): Loss -0.9087, Sem 0.0237, dir -0.9939, norm 0.0615, swav 0.0000 LR: 1.885e-02 Score 99.070 Data time: 0.2224, Forward time: 2.2590, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.0564 [2020-11-08 11:11:35,491][root][INFO] - ===> Epoch[4219](4219/1): Loss -0.9149, Sem 0.0233, dir -0.9946, norm 0.0564, swav 0.0000 LR: 1.882e-02 Score 99.090 Data time: 0.2043, Forward time: 2.2590, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.9537 [2020-11-08 11:11:40,489][root][INFO] - ===> Epoch[4220](4220/1): Loss -0.9125, Sem 0.0228, dir -0.9943, norm 0.0589, swav 0.0000 LR: 1.880e-02 Score 99.104 Data time: 0.2328, Forward time: 2.2590, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.8969 [2020-11-08 11:11:45,527][root][INFO] - ===> Epoch[4221](4221/1): Loss -0.9130, Sem 0.0235, dir -0.9944, norm 0.0578, swav 0.0000 LR: 1.878e-02 Score 99.076 Data time: 0.2806, Forward time: 2.2591, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.8946 [2020-11-08 11:11:50,494][root][INFO] - ===> Epoch[4222](4222/1): Loss -0.9173, Sem 0.0212, dir -0.9948, norm 0.0563, swav 0.0000 LR: 1.876e-02 Score 99.169 Data time: 0.2167, Forward time: 2.2591, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.8359 [2020-11-08 11:11:55,988][root][INFO] - ===> Epoch[4223](4223/1): Loss -0.9162, Sem 0.0224, dir -0.9950, norm 0.0564, swav 0.0000 LR: 1.874e-02 Score 99.118 Data time: 0.2160, Forward time: 2.2591, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.3662 [2020-11-08 11:12:01,113][root][INFO] - ===> Epoch[4224](4224/1): Loss -0.9130, Sem 0.0232, dir -0.9948, norm 0.0585, swav 0.0000 LR: 1.872e-02 Score 99.094 Data time: 0.2410, Forward time: 2.2591, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.0144 [2020-11-08 11:12:05,961][root][INFO] - ===> Epoch[4225](4225/1): Loss -0.9146, Sem 0.0226, dir -0.9946, norm 0.0574, swav 0.0000 LR: 1.869e-02 Score 99.118 Data time: 0.2580, Forward time: 2.2592, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.7114 [2020-11-08 11:12:11,384][root][INFO] - ===> Epoch[4226](4226/1): Loss -0.9153, Sem 0.0222, dir -0.9950, norm 0.0575, swav 0.0000 LR: 1.867e-02 Score 99.121 Data time: 0.2958, Forward time: 2.2593, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 5.2760 [2020-11-08 11:12:16,120][root][INFO] - ===> Epoch[4227](4227/1): Loss -0.9179, Sem 0.0219, dir -0.9949, norm 0.0551, swav 0.0000 LR: 1.865e-02 Score 99.135 Data time: 0.2279, Forward time: 2.2594, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.5927 [2020-11-08 11:12:21,062][root][INFO] - ===> Epoch[4228](4228/1): Loss -0.9117, Sem 0.0224, dir -0.9938, norm 0.0597, swav 0.0000 LR: 1.863e-02 Score 99.131 Data time: 0.2501, Forward time: 2.2595, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.8126 [2020-11-08 11:12:26,479][root][INFO] - ===> Epoch[4229](4229/1): Loss -0.9130, Sem 0.0227, dir -0.9946, norm 0.0589, swav 0.0000 LR: 1.861e-02 Score 99.115 Data time: 0.2513, Forward time: 2.2595, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 5.2969 [2020-11-08 11:12:31,949][root][INFO] - ===> Epoch[4230](4230/1): Loss -0.9152, Sem 0.0222, dir -0.9944, norm 0.0570, swav 0.0000 LR: 1.859e-02 Score 99.127 Data time: 0.2483, Forward time: 2.2596, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 5.3334 [2020-11-08 11:12:37,728][root][INFO] - ===> Epoch[4231](4231/1): Loss -0.9138, Sem 0.0225, dir -0.9943, norm 0.0580, swav 0.0000 LR: 1.856e-02 Score 99.119 Data time: 0.2882, Forward time: 2.2598, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 5.6613 [2020-11-08 11:12:42,469][root][INFO] - ===> Epoch[4232](4232/1): Loss -0.9129, Sem 0.0220, dir -0.9946, norm 0.0598, swav 0.0000 LR: 1.854e-02 Score 99.136 Data time: 0.2078, Forward time: 2.2598, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.6116 [2020-11-08 11:12:47,366][root][INFO] - ===> Epoch[4233](4233/1): Loss -0.9135, Sem 0.0226, dir -0.9940, norm 0.0580, swav 0.0000 LR: 1.852e-02 Score 99.113 Data time: 0.1921, Forward time: 2.2597, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.7824 [2020-11-08 11:12:52,449][root][INFO] - ===> Epoch[4234](4234/1): Loss -0.9147, Sem 0.0226, dir -0.9947, norm 0.0574, swav 0.0000 LR: 1.850e-02 Score 99.110 Data time: 0.2188, Forward time: 2.2597, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.9784 [2020-11-08 11:12:57,645][root][INFO] - ===> Epoch[4235](4235/1): Loss -0.9173, Sem 0.0225, dir -0.9952, norm 0.0553, swav 0.0000 LR: 1.848e-02 Score 99.118 Data time: 0.2655, Forward time: 2.2598, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.0684 [2020-11-08 11:13:02,195][root][INFO] - ===> Epoch[4236](4236/1): Loss -0.9155, Sem 0.0221, dir -0.9948, norm 0.0572, swav 0.0000 LR: 1.846e-02 Score 99.128 Data time: 0.2265, Forward time: 2.2598, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.4141 [2020-11-08 11:13:07,535][root][INFO] - ===> Epoch[4237](4237/1): Loss -0.9173, Sem 0.0222, dir -0.9949, norm 0.0553, swav 0.0000 LR: 1.843e-02 Score 99.128 Data time: 0.2513, Forward time: 2.2600, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 5.2186 [2020-11-08 11:13:12,546][root][INFO] - ===> Epoch[4238](4238/1): Loss -0.9195, Sem 0.0224, dir -0.9948, norm 0.0529, swav 0.0000 LR: 1.841e-02 Score 99.121 Data time: 0.1835, Forward time: 2.2599, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.8896 [2020-11-08 11:13:17,483][root][INFO] - ===> Epoch[4239](4239/1): Loss -0.9134, Sem 0.0230, dir -0.9946, norm 0.0583, swav 0.0000 LR: 1.839e-02 Score 99.092 Data time: 0.1958, Forward time: 2.2598, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.8211 [2020-11-08 11:13:22,301][root][INFO] - ===> Epoch[4240](4240/1): Loss -0.9130, Sem 0.0246, dir -0.9947, norm 0.0571, swav 0.0000 LR: 1.837e-02 Score 99.031 Data time: 0.1977, Forward time: 2.2598, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.7123 [2020-11-08 11:13:27,996][root][INFO] - ===> Epoch[4241](4241/1): Loss -0.9138, Sem 0.0224, dir -0.9947, norm 0.0585, swav 0.0000 LR: 1.835e-02 Score 99.123 Data time: 0.1837, Forward time: 2.2597, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 5.5830 [2020-11-08 11:13:32,998][root][INFO] - ===> Epoch[4242](4242/1): Loss -0.9146, Sem 0.0231, dir -0.9944, norm 0.0566, swav 0.0000 LR: 1.833e-02 Score 99.091 Data time: 0.2255, Forward time: 2.2597, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.8696 [2020-11-08 11:13:38,465][root][INFO] - ===> Epoch[4243](4243/1): Loss -0.9138, Sem 0.0216, dir -0.9945, norm 0.0591, swav 0.0000 LR: 1.830e-02 Score 99.142 Data time: 0.2099, Forward time: 2.2597, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 5.3349 [2020-11-08 11:13:43,561][root][INFO] - ===> Epoch[4244](4244/1): Loss -0.9186, Sem 0.0215, dir -0.9947, norm 0.0546, swav 0.0000 LR: 1.828e-02 Score 99.151 Data time: 0.2266, Forward time: 2.2597, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.9747 [2020-11-08 11:13:48,488][root][INFO] - ===> Epoch[4245](4245/1): Loss -0.9124, Sem 0.0234, dir -0.9943, norm 0.0585, swav 0.0000 LR: 1.826e-02 Score 99.080 Data time: 0.1827, Forward time: 2.2597, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.7934 [2020-11-08 11:13:53,521][root][INFO] - ===> Epoch[4246](4246/1): Loss -0.9131, Sem 0.0228, dir -0.9949, norm 0.0589, swav 0.0000 LR: 1.824e-02 Score 99.106 Data time: 0.2495, Forward time: 2.2597, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.9031 [2020-11-08 11:13:58,431][root][INFO] - ===> Epoch[4247](4247/1): Loss -0.9148, Sem 0.0222, dir -0.9947, norm 0.0576, swav 0.0000 LR: 1.822e-02 Score 99.131 Data time: 0.2266, Forward time: 2.2597, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.7790 [2020-11-08 11:14:03,019][root][INFO] - ===> Epoch[4248](4248/1): Loss -0.9111, Sem 0.0233, dir -0.9942, norm 0.0598, swav 0.0000 LR: 1.820e-02 Score 99.092 Data time: 0.1977, Forward time: 2.2597, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.4650 [2020-11-08 11:14:08,208][root][INFO] - ===> Epoch[4249](4249/1): Loss -0.9125, Sem 0.0227, dir -0.9943, norm 0.0592, swav 0.0000 LR: 1.817e-02 Score 99.109 Data time: 0.2025, Forward time: 2.2597, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 5.0840 [2020-11-08 11:14:13,876][root][INFO] - ===> Epoch[4250](4250/1): Loss -0.9090, Sem 0.0240, dir -0.9937, norm 0.0606, swav 0.0000 LR: 1.815e-02 Score 99.072 Data time: 0.2121, Forward time: 2.2596, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 5.5433 [2020-11-08 11:14:18,794][root][INFO] - ===> Epoch[4251](4251/1): Loss -0.9124, Sem 0.0244, dir -0.9946, norm 0.0578, swav 0.0000 LR: 1.813e-02 Score 99.045 Data time: 0.2369, Forward time: 2.2597, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.8084 [2020-11-08 11:14:24,059][root][INFO] - ===> Epoch[4252](4252/1): Loss -0.9140, Sem 0.0231, dir -0.9949, norm 0.0578, swav 0.0000 LR: 1.811e-02 Score 99.094 Data time: 0.1777, Forward time: 2.2596, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 5.1403 [2020-11-08 11:14:29,385][root][INFO] - ===> Epoch[4253](4253/1): Loss -0.9106, Sem 0.0226, dir -0.9939, norm 0.0607, swav 0.0000 LR: 1.809e-02 Score 99.114 Data time: 0.1997, Forward time: 2.2596, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 5.2388 [2020-11-08 11:14:34,934][root][INFO] - ===> Epoch[4254](4254/1): Loss -0.9140, Sem 0.0221, dir -0.9948, norm 0.0588, swav 0.0000 LR: 1.806e-02 Score 99.133 Data time: 0.2182, Forward time: 2.2596, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.4279 [2020-11-08 11:14:40,275][root][INFO] - ===> Epoch[4255](4255/1): Loss -0.9137, Sem 0.0223, dir -0.9948, norm 0.0588, swav 0.0000 LR: 1.804e-02 Score 99.127 Data time: 0.1856, Forward time: 2.2595, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.2154 [2020-11-08 11:14:45,297][root][INFO] - ===> Epoch[4256](4256/1): Loss -0.9157, Sem 0.0224, dir -0.9947, norm 0.0566, swav 0.0000 LR: 1.802e-02 Score 99.116 Data time: 0.2095, Forward time: 2.2595, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.9288 [2020-11-08 11:14:50,482][root][INFO] - ===> Epoch[4257](4257/1): Loss -0.9091, Sem 0.0230, dir -0.9941, norm 0.0619, swav 0.0000 LR: 1.800e-02 Score 99.102 Data time: 0.2281, Forward time: 2.2595, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.0594 [2020-11-08 11:14:55,309][root][INFO] - ===> Epoch[4258](4258/1): Loss -0.9145, Sem 0.0235, dir -0.9948, norm 0.0568, swav 0.0000 LR: 1.798e-02 Score 99.082 Data time: 0.2403, Forward time: 2.2596, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.7051 [2020-11-08 11:15:00,509][root][INFO] - ===> Epoch[4259](4259/1): Loss -0.9162, Sem 0.0231, dir -0.9947, norm 0.0554, swav 0.0000 LR: 1.796e-02 Score 99.099 Data time: 0.1951, Forward time: 2.2596, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.0569 [2020-11-08 11:15:05,207][root][INFO] - ===> Epoch[4260](4260/1): Loss -0.9155, Sem 0.0237, dir -0.9951, norm 0.0558, swav 0.0000 LR: 1.793e-02 Score 99.061 Data time: 0.2213, Forward time: 2.2596, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.5786 [2020-11-08 11:15:10,111][root][INFO] - ===> Epoch[4261](4261/1): Loss -0.9138, Sem 0.0231, dir -0.9942, norm 0.0573, swav 0.0000 LR: 1.791e-02 Score 99.097 Data time: 0.2098, Forward time: 2.2596, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.7852 [2020-11-08 11:15:15,033][root][INFO] - ===> Epoch[4262](4262/1): Loss -0.9113, Sem 0.0229, dir -0.9942, norm 0.0600, swav 0.0000 LR: 1.789e-02 Score 99.103 Data time: 0.2052, Forward time: 2.2595, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.8189 [2020-11-08 11:15:20,435][root][INFO] - ===> Epoch[4263](4263/1): Loss -0.9141, Sem 0.0229, dir -0.9942, norm 0.0573, swav 0.0000 LR: 1.787e-02 Score 99.101 Data time: 0.2624, Forward time: 2.2596, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.3399 [2020-11-08 11:15:25,697][root][INFO] - ===> Epoch[4264](4264/1): Loss -0.9154, Sem 0.0219, dir -0.9946, norm 0.0574, swav 0.0000 LR: 1.785e-02 Score 99.142 Data time: 0.1919, Forward time: 2.2595, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.1423 [2020-11-08 11:15:30,880][root][INFO] - ===> Epoch[4265](4265/1): Loss -0.9143, Sem 0.0219, dir -0.9945, norm 0.0584, swav 0.0000 LR: 1.783e-02 Score 99.164 Data time: 0.2248, Forward time: 2.2596, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.0910 [2020-11-08 11:15:35,468][root][INFO] - ===> Epoch[4266](4266/1): Loss -0.9108, Sem 0.0242, dir -0.9942, norm 0.0592, swav 0.0000 LR: 1.780e-02 Score 99.062 Data time: 0.1934, Forward time: 2.2595, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.4486 [2020-11-08 11:15:40,568][root][INFO] - ===> Epoch[4267](4267/1): Loss -0.9137, Sem 0.0227, dir -0.9947, norm 0.0583, swav 0.0000 LR: 1.778e-02 Score 99.105 Data time: 0.2223, Forward time: 2.2595, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.9969 [2020-11-08 11:15:45,701][root][INFO] - ===> Epoch[4268](4268/1): Loss -0.9167, Sem 0.0224, dir -0.9951, norm 0.0560, swav 0.0000 LR: 1.776e-02 Score 99.122 Data time: 0.2330, Forward time: 2.2596, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.0157 [2020-11-08 11:15:50,424][root][INFO] - ===> Epoch[4269](4269/1): Loss -0.9163, Sem 0.0218, dir -0.9947, norm 0.0566, swav 0.0000 LR: 1.774e-02 Score 99.146 Data time: 0.2287, Forward time: 2.2596, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.6043 [2020-11-08 11:15:55,196][root][INFO] - ===> Epoch[4270](4270/1): Loss -0.9145, Sem 0.0229, dir -0.9948, norm 0.0574, swav 0.0000 LR: 1.772e-02 Score 99.104 Data time: 0.2012, Forward time: 2.2596, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.6747 [2020-11-08 11:16:00,366][root][INFO] - ===> Epoch[4271](4271/1): Loss -0.9120, Sem 0.0234, dir -0.9948, norm 0.0594, swav 0.0000 LR: 1.769e-02 Score 99.078 Data time: 0.2699, Forward time: 2.2597, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 5.0513 [2020-11-08 11:16:04,932][root][INFO] - ===> Epoch[4272](4272/1): Loss -0.9107, Sem 0.0232, dir -0.9941, norm 0.0602, swav 0.0000 LR: 1.767e-02 Score 99.087 Data time: 0.2119, Forward time: 2.2597, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.4124 [2020-11-08 11:16:09,534][root][INFO] - ===> Epoch[4273](4273/1): Loss -0.9143, Sem 0.0225, dir -0.9947, norm 0.0579, swav 0.0000 LR: 1.765e-02 Score 99.119 Data time: 0.2297, Forward time: 2.2597, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.4809 [2020-11-08 11:16:14,514][root][INFO] - ===> Epoch[4274](4274/1): Loss -0.9102, Sem 0.0235, dir -0.9946, norm 0.0609, swav 0.0000 LR: 1.763e-02 Score 99.083 Data time: 0.2370, Forward time: 2.2598, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.8496 [2020-11-08 11:16:19,324][root][INFO] - ===> Epoch[4275](4275/1): Loss -0.9106, Sem 0.0235, dir -0.9943, norm 0.0602, swav 0.0000 LR: 1.761e-02 Score 99.077 Data time: 0.2182, Forward time: 2.2597, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.6900 [2020-11-08 11:16:24,304][root][INFO] - ===> Epoch[4276](4276/1): Loss -0.9122, Sem 0.0232, dir -0.9948, norm 0.0594, swav 0.0000 LR: 1.759e-02 Score 99.083 Data time: 0.2212, Forward time: 2.2598, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.8602 [2020-11-08 11:16:29,437][root][INFO] - ===> Epoch[4277](4277/1): Loss -0.9163, Sem 0.0233, dir -0.9951, norm 0.0555, swav 0.0000 LR: 1.756e-02 Score 99.074 Data time: 0.2599, Forward time: 2.2598, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 5.0107 [2020-11-08 11:16:34,906][root][INFO] - ===> Epoch[4278](4278/1): Loss -0.9154, Sem 0.0219, dir -0.9949, norm 0.0576, swav 0.0000 LR: 1.754e-02 Score 99.139 Data time: 0.2710, Forward time: 2.2599, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 5.3151 [2020-11-08 11:16:40,072][root][INFO] - ===> Epoch[4279](4279/1): Loss -0.9156, Sem 0.0229, dir -0.9947, norm 0.0561, swav 0.0000 LR: 1.752e-02 Score 99.107 Data time: 0.2203, Forward time: 2.2600, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 5.0276 [2020-11-08 11:16:45,490][root][INFO] - ===> Epoch[4280](4280/1): Loss -0.9098, Sem 0.0233, dir -0.9938, norm 0.0607, swav 0.0000 LR: 1.750e-02 Score 99.091 Data time: 0.2389, Forward time: 2.2599, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 5.2780 [2020-11-08 11:16:50,652][root][INFO] - ===> Epoch[4281](4281/1): Loss -0.9133, Sem 0.0234, dir -0.9947, norm 0.0580, swav 0.0000 LR: 1.748e-02 Score 99.078 Data time: 0.1982, Forward time: 2.2599, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.0537 [2020-11-08 11:16:55,693][root][INFO] - ===> Epoch[4282](4282/1): Loss -0.9134, Sem 0.0221, dir -0.9946, norm 0.0592, swav 0.0000 LR: 1.745e-02 Score 99.132 Data time: 0.1949, Forward time: 2.2598, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.8881 [2020-11-08 11:17:01,428][root][INFO] - ===> Epoch[4283](4283/1): Loss -0.9120, Sem 0.0227, dir -0.9944, norm 0.0597, swav 0.0000 LR: 1.743e-02 Score 99.104 Data time: 0.2187, Forward time: 2.2599, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 5.6254 [2020-11-08 11:17:05,995][root][INFO] - ===> Epoch[4284](4284/1): Loss -0.9119, Sem 0.0234, dir -0.9937, norm 0.0584, swav 0.0000 LR: 1.741e-02 Score 99.084 Data time: 0.1756, Forward time: 2.2598, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.4486 [2020-11-08 11:17:10,978][root][INFO] - ===> Epoch[4285](4285/1): Loss -0.9197, Sem 0.0214, dir -0.9954, norm 0.0543, swav 0.0000 LR: 1.739e-02 Score 99.153 Data time: 0.2330, Forward time: 2.2598, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.8802 [2020-11-08 11:17:16,202][root][INFO] - ===> Epoch[4286](4286/1): Loss -0.9095, Sem 0.0229, dir -0.9945, norm 0.0621, swav 0.0000 LR: 1.737e-02 Score 99.102 Data time: 0.2449, Forward time: 2.2599, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 5.0886 [2020-11-08 11:17:21,278][root][INFO] - ===> Epoch[4287](4287/1): Loss -0.9171, Sem 0.0220, dir -0.9949, norm 0.0558, swav 0.0000 LR: 1.735e-02 Score 99.125 Data time: 0.2105, Forward time: 2.2599, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.9036 [2020-11-08 11:17:26,673][root][INFO] - ===> Epoch[4288](4288/1): Loss -0.9144, Sem 0.0228, dir -0.9948, norm 0.0576, swav 0.0000 LR: 1.732e-02 Score 99.097 Data time: 0.1893, Forward time: 2.2598, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 5.2580 [2020-11-08 11:17:31,259][root][INFO] - ===> Epoch[4289](4289/1): Loss -0.9163, Sem 0.0227, dir -0.9947, norm 0.0557, swav 0.0000 LR: 1.730e-02 Score 99.111 Data time: 0.1956, Forward time: 2.2598, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.4578 [2020-11-08 11:17:36,285][root][INFO] - ===> Epoch[4290](4290/1): Loss -0.9106, Sem 0.0232, dir -0.9938, norm 0.0600, swav 0.0000 LR: 1.728e-02 Score 99.101 Data time: 0.2238, Forward time: 2.2598, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.9058 [2020-11-08 11:17:40,730][root][INFO] - ===> Epoch[4291](4291/1): Loss -0.9119, Sem 0.0240, dir -0.9949, norm 0.0589, swav 0.0000 LR: 1.726e-02 Score 99.051 Data time: 0.2018, Forward time: 2.2597, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.3183 [2020-11-08 11:17:45,383][root][INFO] - ===> Epoch[4292](4292/1): Loss -0.9148, Sem 0.0219, dir -0.9944, norm 0.0577, swav 0.0000 LR: 1.724e-02 Score 99.140 Data time: 0.1935, Forward time: 2.2597, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.5294 [2020-11-08 11:17:50,169][root][INFO] - ===> Epoch[4293](4293/1): Loss -0.9161, Sem 0.0226, dir -0.9951, norm 0.0564, swav 0.0000 LR: 1.721e-02 Score 99.104 Data time: 0.2378, Forward time: 2.2596, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.6847 [2020-11-08 11:17:54,972][root][INFO] - ===> Epoch[4294](4294/1): Loss -0.9170, Sem 0.0218, dir -0.9946, norm 0.0558, swav 0.0000 LR: 1.719e-02 Score 99.139 Data time: 0.1837, Forward time: 2.2596, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.6802 [2020-11-08 11:18:00,030][root][INFO] - ===> Epoch[4295](4295/1): Loss -0.9153, Sem 0.0219, dir -0.9948, norm 0.0576, swav 0.0000 LR: 1.717e-02 Score 99.136 Data time: 0.2138, Forward time: 2.2596, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.9706 [2020-11-08 11:18:04,895][root][INFO] - ===> Epoch[4296](4296/1): Loss -0.9109, Sem 0.0225, dir -0.9943, norm 0.0608, swav 0.0000 LR: 1.715e-02 Score 99.121 Data time: 0.2523, Forward time: 2.2596, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.7359 [2020-11-08 11:18:09,660][root][INFO] - ===> Epoch[4297](4297/1): Loss -0.9126, Sem 0.0234, dir -0.9946, norm 0.0586, swav 0.0000 LR: 1.713e-02 Score 99.078 Data time: 0.2270, Forward time: 2.2596, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.6541 [2020-11-08 11:18:14,061][root][INFO] - ===> Epoch[4298](4298/1): Loss -0.9137, Sem 0.0232, dir -0.9948, norm 0.0579, swav 0.0000 LR: 1.710e-02 Score 99.086 Data time: 0.1874, Forward time: 2.2595, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.2770 [2020-11-08 11:18:19,399][root][INFO] - ===> Epoch[4299](4299/1): Loss -0.9129, Sem 0.0231, dir -0.9947, norm 0.0587, swav 0.0000 LR: 1.708e-02 Score 99.092 Data time: 0.2193, Forward time: 2.2595, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 5.2212 [2020-11-08 11:18:25,015][root][INFO] - ===> Epoch[4300](4300/1): Loss -0.9121, Sem 0.0229, dir -0.9946, norm 0.0596, swav 0.0000 LR: 1.706e-02 Score 99.110 Data time: 0.1827, Forward time: 2.2595, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.4990 [2020-11-08 11:18:29,587][root][INFO] - ===> Epoch[4301](4301/1): Loss -0.9099, Sem 0.0238, dir -0.9942, norm 0.0605, swav 0.0000 LR: 1.704e-02 Score 99.074 Data time: 0.2129, Forward time: 2.2594, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.4728 [2020-11-08 11:18:35,646][root][INFO] - ===> Epoch[4302](4302/1): Loss -0.9146, Sem 0.0215, dir -0.9949, norm 0.0588, swav 0.0000 LR: 1.702e-02 Score 99.160 Data time: 0.2359, Forward time: 2.2594, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 5.9425 [2020-11-08 11:18:40,697][root][INFO] - ===> Epoch[4303](4303/1): Loss -0.9101, Sem 0.0224, dir -0.9941, norm 0.0616, swav 0.0000 LR: 1.699e-02 Score 99.124 Data time: 0.2195, Forward time: 2.2594, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.9530 [2020-11-08 11:18:45,536][root][INFO] - ===> Epoch[4304](4304/1): Loss -0.9097, Sem 0.0235, dir -0.9944, norm 0.0612, swav 0.0000 LR: 1.697e-02 Score 99.078 Data time: 0.1996, Forward time: 2.2594, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.7139 [2020-11-08 11:18:50,596][root][INFO] - ===> Epoch[4305](4305/1): Loss -0.9183, Sem 0.0218, dir -0.9948, norm 0.0547, swav 0.0000 LR: 1.695e-02 Score 99.129 Data time: 0.2418, Forward time: 2.2594, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.9383 [2020-11-08 11:18:55,247][root][INFO] - ===> Epoch[4306](4306/1): Loss -0.9087, Sem 0.0239, dir -0.9941, norm 0.0615, swav 0.0000 LR: 1.693e-02 Score 99.078 Data time: 0.2705, Forward time: 2.2594, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.5263 [2020-11-08 11:19:00,758][root][INFO] - ===> Epoch[4307](4307/1): Loss -0.9195, Sem 0.0219, dir -0.9957, norm 0.0543, swav 0.0000 LR: 1.691e-02 Score 99.135 Data time: 0.2706, Forward time: 2.2595, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.3929 [2020-11-08 11:19:06,445][root][INFO] - ===> Epoch[4308](4308/1): Loss -0.9124, Sem 0.0213, dir -0.9945, norm 0.0609, swav 0.0000 LR: 1.689e-02 Score 99.175 Data time: 0.1969, Forward time: 2.2595, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 5.5514 [2020-11-08 11:19:11,279][root][INFO] - ===> Epoch[4309](4309/1): Loss -0.9119, Sem 0.0241, dir -0.9942, norm 0.0582, swav 0.0000 LR: 1.686e-02 Score 99.059 Data time: 0.2360, Forward time: 2.2595, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.7117 [2020-11-08 11:19:15,920][root][INFO] - ===> Epoch[4310](4310/1): Loss -0.9170, Sem 0.0214, dir -0.9949, norm 0.0565, swav 0.0000 LR: 1.684e-02 Score 99.164 Data time: 0.2237, Forward time: 2.2596, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.5156 [2020-11-08 11:19:20,501][root][INFO] - ===> Epoch[4311](4311/1): Loss -0.9122, Sem 0.0229, dir -0.9939, norm 0.0588, swav 0.0000 LR: 1.682e-02 Score 99.105 Data time: 0.2091, Forward time: 2.2596, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.4542 [2020-11-08 11:19:25,604][root][INFO] - ===> Epoch[4312](4312/1): Loss -0.9139, Sem 0.0227, dir -0.9945, norm 0.0579, swav 0.0000 LR: 1.680e-02 Score 99.109 Data time: 0.1854, Forward time: 2.2595, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.9873 [2020-11-08 11:19:30,755][root][INFO] - ===> Epoch[4313](4313/1): Loss -0.9133, Sem 0.0216, dir -0.9943, norm 0.0594, swav 0.0000 LR: 1.678e-02 Score 99.153 Data time: 0.2090, Forward time: 2.2594, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.0590 [2020-11-08 11:19:36,020][root][INFO] - ===> Epoch[4314](4314/1): Loss -0.9169, Sem 0.0217, dir -0.9946, norm 0.0560, swav 0.0000 LR: 1.675e-02 Score 99.149 Data time: 0.2578, Forward time: 2.2595, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.1423 [2020-11-08 11:19:41,279][root][INFO] - ===> Epoch[4315](4315/1): Loss -0.9134, Sem 0.0240, dir -0.9944, norm 0.0570, swav 0.0000 LR: 1.673e-02 Score 99.061 Data time: 0.2495, Forward time: 2.2596, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.1429 [2020-11-08 11:19:46,535][root][INFO] - ===> Epoch[4316](4316/1): Loss -0.9128, Sem 0.0233, dir -0.9943, norm 0.0582, swav 0.0000 LR: 1.671e-02 Score 99.087 Data time: 0.2515, Forward time: 2.2597, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 5.1401 [2020-11-08 11:19:52,452][root][INFO] - ===> Epoch[4317](4317/1): Loss -0.9126, Sem 0.0222, dir -0.9941, norm 0.0592, swav 0.0000 LR: 1.669e-02 Score 99.130 Data time: 0.2043, Forward time: 2.2597, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 5.7951 [2020-11-08 11:19:57,708][root][INFO] - ===> Epoch[4318](4318/1): Loss -0.9150, Sem 0.0229, dir -0.9949, norm 0.0570, swav 0.0000 LR: 1.667e-02 Score 99.099 Data time: 0.2690, Forward time: 2.2598, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.1372 [2020-11-08 11:20:03,184][root][INFO] - ===> Epoch[4319](4319/1): Loss -0.9154, Sem 0.0226, dir -0.9950, norm 0.0570, swav 0.0000 LR: 1.664e-02 Score 99.111 Data time: 0.2622, Forward time: 2.2599, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.3488 [2020-11-08 11:20:08,821][root][INFO] - ===> Epoch[4320](4320/1): Loss -0.9131, Sem 0.0232, dir -0.9947, norm 0.0584, swav 0.0000 LR: 1.662e-02 Score 99.088 Data time: 0.2397, Forward time: 2.2600, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.4964 [2020-11-08 11:20:13,741][root][INFO] - ===> Epoch[4321](4321/1): Loss -0.9156, Sem 0.0230, dir -0.9948, norm 0.0563, swav 0.0000 LR: 1.660e-02 Score 99.107 Data time: 0.2216, Forward time: 2.2600, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.7901 [2020-11-08 11:20:18,842][root][INFO] - ===> Epoch[4322](4322/1): Loss -0.9101, Sem 0.0227, dir -0.9949, norm 0.0620, swav 0.0000 LR: 1.658e-02 Score 99.103 Data time: 0.2371, Forward time: 2.2601, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.9736 [2020-11-08 11:20:23,581][root][INFO] - ===> Epoch[4323](4323/1): Loss -0.9148, Sem 0.0233, dir -0.9947, norm 0.0566, swav 0.0000 LR: 1.656e-02 Score 99.086 Data time: 0.1911, Forward time: 2.2600, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.6134 [2020-11-08 11:20:28,252][root][INFO] - ===> Epoch[4324](4324/1): Loss -0.9181, Sem 0.0219, dir -0.9950, norm 0.0550, swav 0.0000 LR: 1.653e-02 Score 99.150 Data time: 0.2054, Forward time: 2.2600, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.5568 [2020-11-08 11:20:33,559][root][INFO] - ===> Epoch[4325](4325/1): Loss -0.9204, Sem 0.0217, dir -0.9956, norm 0.0535, swav 0.0000 LR: 1.651e-02 Score 99.149 Data time: 0.2185, Forward time: 2.2600, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 5.1889 [2020-11-08 11:20:39,060][root][INFO] - ===> Epoch[4326](4326/1): Loss -0.9093, Sem 0.0239, dir -0.9942, norm 0.0610, swav 0.0000 LR: 1.649e-02 Score 99.075 Data time: 0.1706, Forward time: 2.2599, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 5.3611 [2020-11-08 11:20:44,578][root][INFO] - ===> Epoch[4327](4327/1): Loss -0.9137, Sem 0.0222, dir -0.9948, norm 0.0589, swav 0.0000 LR: 1.647e-02 Score 99.127 Data time: 0.2208, Forward time: 2.2599, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 5.4035 [2020-11-08 11:20:49,493][root][INFO] - ===> Epoch[4328](4328/1): Loss -0.9122, Sem 0.0216, dir -0.9945, norm 0.0607, swav 0.0000 LR: 1.645e-02 Score 99.154 Data time: 0.2168, Forward time: 2.2599, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.7873 [2020-11-08 11:20:54,481][root][INFO] - ===> Epoch[4329](4329/1): Loss -0.9153, Sem 0.0231, dir -0.9950, norm 0.0565, swav 0.0000 LR: 1.642e-02 Score 99.098 Data time: 0.1985, Forward time: 2.2599, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.8515 [2020-11-08 11:20:59,659][root][INFO] - ===> Epoch[4330](4330/1): Loss -0.9111, Sem 0.0233, dir -0.9943, norm 0.0599, swav 0.0000 LR: 1.640e-02 Score 99.091 Data time: 0.1772, Forward time: 2.2598, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 5.0484 [2020-11-08 11:21:04,827][root][INFO] - ===> Epoch[4331](4331/1): Loss -0.9147, Sem 0.0222, dir -0.9944, norm 0.0575, swav 0.0000 LR: 1.638e-02 Score 99.122 Data time: 0.2550, Forward time: 2.2599, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 5.0531 [2020-11-08 11:21:10,040][root][INFO] - ===> Epoch[4332](4332/1): Loss -0.9107, Sem 0.0236, dir -0.9944, norm 0.0601, swav 0.0000 LR: 1.636e-02 Score 99.076 Data time: 0.2075, Forward time: 2.2598, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 5.0777 [2020-11-08 11:21:15,177][root][INFO] - ===> Epoch[4333](4333/1): Loss -0.9111, Sem 0.0232, dir -0.9941, norm 0.0598, swav 0.0000 LR: 1.634e-02 Score 99.086 Data time: 0.2527, Forward time: 2.2599, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 5.0158 [2020-11-08 11:21:19,916][root][INFO] - ===> Epoch[4334](4334/1): Loss -0.9183, Sem 0.0211, dir -0.9948, norm 0.0554, swav 0.0000 LR: 1.631e-02 Score 99.172 Data time: 0.2005, Forward time: 2.2599, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.6201 [2020-11-08 11:21:25,113][root][INFO] - ===> Epoch[4335](4335/1): Loss -0.9171, Sem 0.0216, dir -0.9951, norm 0.0565, swav 0.0000 LR: 1.629e-02 Score 99.160 Data time: 0.1940, Forward time: 2.2598, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 5.0672 [2020-11-08 11:21:30,422][root][INFO] - ===> Epoch[4336](4336/1): Loss -0.9122, Sem 0.0229, dir -0.9945, norm 0.0593, swav 0.0000 LR: 1.627e-02 Score 99.106 Data time: 0.1806, Forward time: 2.2597, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 5.2144 [2020-11-08 11:21:35,398][root][INFO] - ===> Epoch[4337](4337/1): Loss -0.9137, Sem 0.0241, dir -0.9946, norm 0.0568, swav 0.0000 LR: 1.625e-02 Score 99.074 Data time: 0.1632, Forward time: 2.2596, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.8279 [2020-11-08 11:21:40,307][root][INFO] - ===> Epoch[4338](4338/1): Loss -0.9152, Sem 0.0208, dir -0.9945, norm 0.0586, swav 0.0000 LR: 1.623e-02 Score 99.182 Data time: 0.2338, Forward time: 2.2597, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.8212 [2020-11-08 11:21:44,652][root][INFO] - ===> Epoch[4339](4339/1): Loss -0.9113, Sem 0.0244, dir -0.9943, norm 0.0586, swav 0.0000 LR: 1.620e-02 Score 99.050 Data time: 0.1781, Forward time: 2.2596, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 4.2147 [2020-11-08 11:21:49,631][root][INFO] - ===> Epoch[4340](4340/1): Loss -0.9130, Sem 0.0232, dir -0.9951, norm 0.0589, swav 0.0000 LR: 1.618e-02 Score 99.084 Data time: 0.2439, Forward time: 2.2597, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 4.8624 [2020-11-08 11:21:54,778][root][INFO] - ===> Epoch[4341](4341/1): Loss -0.9177, Sem 0.0231, dir -0.9949, norm 0.0541, swav 0.0000 LR: 1.616e-02 Score 99.086 Data time: 0.1640, Forward time: 2.2596, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 5.0263 [2020-11-08 11:21:59,738][root][INFO] - ===> Epoch[4342](4342/1): Loss -0.9091, Sem 0.0237, dir -0.9937, norm 0.0608, swav 0.0000 LR: 1.614e-02 Score 99.071 Data time: 0.2238, Forward time: 2.2595, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.8320 [2020-11-08 11:22:04,611][root][INFO] - ===> Epoch[4343](4343/1): Loss -0.9133, Sem 0.0241, dir -0.9945, norm 0.0571, swav 0.0000 LR: 1.612e-02 Score 99.055 Data time: 0.2180, Forward time: 2.2595, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.7414 [2020-11-08 11:22:09,807][root][INFO] - ===> Epoch[4344](4344/1): Loss -0.9138, Sem 0.0230, dir -0.9947, norm 0.0579, swav 0.0000 LR: 1.609e-02 Score 99.100 Data time: 0.2870, Forward time: 2.2596, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 5.0718 [2020-11-08 11:22:14,912][root][INFO] - ===> Epoch[4345](4345/1): Loss -0.9137, Sem 0.0228, dir -0.9946, norm 0.0581, swav 0.0000 LR: 1.607e-02 Score 99.101 Data time: 0.2137, Forward time: 2.2596, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 4.9693 [2020-11-08 11:22:19,674][root][INFO] - ===> Epoch[4346](4346/1): Loss -0.9148, Sem 0.0225, dir -0.9946, norm 0.0573, swav 0.0000 LR: 1.605e-02 Score 99.123 Data time: 0.2230, Forward time: 2.2596, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.6375 [2020-11-08 11:22:24,834][root][INFO] - ===> Epoch[4347](4347/1): Loss -0.9168, Sem 0.0220, dir -0.9944, norm 0.0556, swav 0.0000 LR: 1.603e-02 Score 99.145 Data time: 0.2529, Forward time: 2.2597, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 5.0372 [2020-11-08 11:22:29,578][root][INFO] - ===> Epoch[4348](4348/1): Loss -0.9117, Sem 0.0237, dir -0.9942, norm 0.0589, swav 0.0000 LR: 1.601e-02 Score 99.089 Data time: 0.2099, Forward time: 2.2597, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.6222 [2020-11-08 11:22:34,382][root][INFO] - ===> Epoch[4349](4349/1): Loss -0.9134, Sem 0.0227, dir -0.9948, norm 0.0588, swav 0.0000 LR: 1.598e-02 Score 99.115 Data time: 0.2192, Forward time: 2.2597, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.6909 [2020-11-08 11:22:39,063][root][INFO] - ===> Epoch[4350](4350/1): Loss -0.9140, Sem 0.0218, dir -0.9944, norm 0.0586, swav 0.0000 LR: 1.596e-02 Score 99.151 Data time: 0.1844, Forward time: 2.2596, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.5658 [2020-11-08 11:22:44,182][root][INFO] - ===> Epoch[4351](4351/1): Loss -0.9158, Sem 0.0227, dir -0.9949, norm 0.0564, swav 0.0000 LR: 1.594e-02 Score 99.108 Data time: 0.1961, Forward time: 2.2596, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 5.0062 [2020-11-08 11:22:49,033][root][INFO] - ===> Epoch[4352](4352/1): Loss -0.9153, Sem 0.0229, dir -0.9944, norm 0.0562, swav 0.0000 LR: 1.592e-02 Score 99.101 Data time: 0.1915, Forward time: 2.2596, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.7200 [2020-11-08 11:22:53,772][root][INFO] - ===> Epoch[4353](4353/1): Loss -0.9180, Sem 0.0219, dir -0.9951, norm 0.0552, swav 0.0000 LR: 1.590e-02 Score 99.141 Data time: 0.2045, Forward time: 2.2596, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.6151 [2020-11-08 11:22:58,882][root][INFO] - ===> Epoch[4354](4354/1): Loss -0.9165, Sem 0.0223, dir -0.9947, norm 0.0559, swav 0.0000 LR: 1.587e-02 Score 99.123 Data time: 0.1838, Forward time: 2.2595, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.9881 [2020-11-08 11:23:03,825][root][INFO] - ===> Epoch[4355](4355/1): Loss -0.9176, Sem 0.0219, dir -0.9948, norm 0.0553, swav 0.0000 LR: 1.585e-02 Score 99.144 Data time: 0.2515, Forward time: 2.2595, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.8179 [2020-11-08 11:23:08,690][root][INFO] - ===> Epoch[4356](4356/1): Loss -0.9174, Sem 0.0212, dir -0.9949, norm 0.0563, swav 0.0000 LR: 1.583e-02 Score 99.168 Data time: 0.2366, Forward time: 2.2596, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.7329 [2020-11-08 11:23:14,227][root][INFO] - ===> Epoch[4357](4357/1): Loss -0.9170, Sem 0.0223, dir -0.9944, norm 0.0551, swav 0.0000 LR: 1.581e-02 Score 99.142 Data time: 0.2207, Forward time: 2.2596, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.4180 [2020-11-08 11:23:19,360][root][INFO] - ===> Epoch[4358](4358/1): Loss -0.9125, Sem 0.0228, dir -0.9948, norm 0.0595, swav 0.0000 LR: 1.578e-02 Score 99.100 Data time: 0.2796, Forward time: 2.2597, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 5.0229 [2020-11-08 11:23:23,988][root][INFO] - ===> Epoch[4359](4359/1): Loss -0.9161, Sem 0.0232, dir -0.9947, norm 0.0554, swav 0.0000 LR: 1.576e-02 Score 99.082 Data time: 0.1971, Forward time: 2.2597, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.5048 [2020-11-08 11:23:29,264][root][INFO] - ===> Epoch[4360](4360/1): Loss -0.9131, Sem 0.0231, dir -0.9946, norm 0.0584, swav 0.0000 LR: 1.574e-02 Score 99.085 Data time: 0.2356, Forward time: 2.2597, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 5.1553 [2020-11-08 11:23:34,166][root][INFO] - ===> Epoch[4361](4361/1): Loss -0.9174, Sem 0.0220, dir -0.9952, norm 0.0558, swav 0.0000 LR: 1.572e-02 Score 99.143 Data time: 0.2050, Forward time: 2.2596, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.7863 [2020-11-08 11:23:39,476][root][INFO] - ===> Epoch[4362](4362/1): Loss -0.9161, Sem 0.0229, dir -0.9950, norm 0.0560, swav 0.0000 LR: 1.570e-02 Score 99.101 Data time: 0.2176, Forward time: 2.2596, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 5.1796 [2020-11-08 11:23:44,740][root][INFO] - ===> Epoch[4363](4363/1): Loss -0.9121, Sem 0.0235, dir -0.9943, norm 0.0587, swav 0.0000 LR: 1.567e-02 Score 99.078 Data time: 0.2064, Forward time: 2.2596, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.1325 [2020-11-08 11:23:49,553][root][INFO] - ===> Epoch[4364](4364/1): Loss -0.9130, Sem 0.0230, dir -0.9946, norm 0.0587, swav 0.0000 LR: 1.565e-02 Score 99.101 Data time: 0.2016, Forward time: 2.2596, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.7188 [2020-11-08 11:23:54,289][root][INFO] - ===> Epoch[4365](4365/1): Loss -0.9171, Sem 0.0235, dir -0.9951, norm 0.0545, swav 0.0000 LR: 1.563e-02 Score 99.076 Data time: 0.2234, Forward time: 2.2596, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.6176 [2020-11-08 11:23:59,358][root][INFO] - ===> Epoch[4366](4366/1): Loss -0.9119, Sem 0.0231, dir -0.9945, norm 0.0595, swav 0.0000 LR: 1.561e-02 Score 99.092 Data time: 0.2688, Forward time: 2.2597, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.9558 [2020-11-08 11:24:05,078][root][INFO] - ===> Epoch[4367](4367/1): Loss -0.9203, Sem 0.0203, dir -0.9949, norm 0.0543, swav 0.0000 LR: 1.559e-02 Score 99.201 Data time: 0.2190, Forward time: 2.2597, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.5975 [2020-11-08 11:24:09,736][root][INFO] - ===> Epoch[4368](4368/1): Loss -0.9175, Sem 0.0214, dir -0.9950, norm 0.0561, swav 0.0000 LR: 1.556e-02 Score 99.160 Data time: 0.2306, Forward time: 2.2597, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.5561 [2020-11-08 11:24:14,301][root][INFO] - ===> Epoch[4369](4369/1): Loss -0.9156, Sem 0.0222, dir -0.9945, norm 0.0567, swav 0.0000 LR: 1.554e-02 Score 99.127 Data time: 0.2267, Forward time: 2.2597, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.4451 [2020-11-08 11:24:19,650][root][INFO] - ===> Epoch[4370](4370/1): Loss -0.9095, Sem 0.0245, dir -0.9946, norm 0.0607, swav 0.0000 LR: 1.552e-02 Score 99.042 Data time: 0.2360, Forward time: 2.2598, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 5.2343 [2020-11-08 11:24:24,882][root][INFO] - ===> Epoch[4371](4371/1): Loss -0.9118, Sem 0.0243, dir -0.9943, norm 0.0582, swav 0.0000 LR: 1.550e-02 Score 99.052 Data time: 0.1846, Forward time: 2.2597, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 5.0908 [2020-11-08 11:24:29,837][root][INFO] - ===> Epoch[4372](4372/1): Loss -0.9113, Sem 0.0223, dir -0.9945, norm 0.0609, swav 0.0000 LR: 1.548e-02 Score 99.131 Data time: 0.2013, Forward time: 2.2597, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.8488 [2020-11-08 11:24:34,709][root][INFO] - ===> Epoch[4373](4373/1): Loss -0.9177, Sem 0.0220, dir -0.9949, norm 0.0552, swav 0.0000 LR: 1.545e-02 Score 99.130 Data time: 0.2751, Forward time: 2.2597, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.7410 [2020-11-08 11:24:39,790][root][INFO] - ===> Epoch[4374](4374/1): Loss -0.9152, Sem 0.0230, dir -0.9943, norm 0.0561, swav 0.0000 LR: 1.543e-02 Score 99.097 Data time: 0.2384, Forward time: 2.2598, Backward time: 2.4136, DDP time: 0.0053, Total iter time: 4.9412 [2020-11-08 11:24:44,652][root][INFO] - ===> Epoch[4375](4375/1): Loss -0.9197, Sem 0.0211, dir -0.9950, norm 0.0542, swav 0.0000 LR: 1.541e-02 Score 99.163 Data time: 0.2140, Forward time: 2.2598, Backward time: 2.4136, DDP time: 0.0053, Total iter time: 4.7365 [2020-11-08 11:24:49,930][root][INFO] - ===> Epoch[4376](4376/1): Loss -0.9170, Sem 0.0217, dir -0.9950, norm 0.0563, swav 0.0000 LR: 1.539e-02 Score 99.150 Data time: 0.1826, Forward time: 2.2597, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 5.1513 [2020-11-08 11:24:55,185][root][INFO] - ===> Epoch[4377](4377/1): Loss -0.9143, Sem 0.0217, dir -0.9947, norm 0.0587, swav 0.0000 LR: 1.536e-02 Score 99.136 Data time: 0.2066, Forward time: 2.2597, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 5.1586 [2020-11-08 11:25:00,100][root][INFO] - ===> Epoch[4378](4378/1): Loss -0.9117, Sem 0.0231, dir -0.9945, norm 0.0598, swav 0.0000 LR: 1.534e-02 Score 99.096 Data time: 0.1920, Forward time: 2.2596, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.7936 [2020-11-08 11:25:05,062][root][INFO] - ===> Epoch[4379](4379/1): Loss -0.9162, Sem 0.0224, dir -0.9949, norm 0.0563, swav 0.0000 LR: 1.532e-02 Score 99.124 Data time: 0.2080, Forward time: 2.2596, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.8461 [2020-11-08 11:25:10,066][root][INFO] - ===> Epoch[4380](4380/1): Loss -0.9127, Sem 0.0240, dir -0.9946, norm 0.0580, swav 0.0000 LR: 1.530e-02 Score 99.080 Data time: 0.1741, Forward time: 2.2596, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.8816 [2020-11-08 11:25:15,295][root][INFO] - ===> Epoch[4381](4381/1): Loss -0.9140, Sem 0.0216, dir -0.9944, norm 0.0588, swav 0.0000 LR: 1.528e-02 Score 99.150 Data time: 0.2419, Forward time: 2.2596, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.1142 [2020-11-08 11:25:20,244][root][INFO] - ===> Epoch[4382](4382/1): Loss -0.9136, Sem 0.0228, dir -0.9946, norm 0.0582, swav 0.0000 LR: 1.525e-02 Score 99.106 Data time: 0.2023, Forward time: 2.2595, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 4.8213 [2020-11-08 11:25:25,093][root][INFO] - ===> Epoch[4383](4383/1): Loss -0.9124, Sem 0.0219, dir -0.9946, norm 0.0604, swav 0.0000 LR: 1.523e-02 Score 99.138 Data time: 0.2423, Forward time: 2.2595, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.7374 [2020-11-08 11:25:29,922][root][INFO] - ===> Epoch[4384](4384/1): Loss -0.9121, Sem 0.0229, dir -0.9945, norm 0.0595, swav 0.0000 LR: 1.521e-02 Score 99.094 Data time: 0.2459, Forward time: 2.2596, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.6913 [2020-11-08 11:25:35,206][root][INFO] - ===> Epoch[4385](4385/1): Loss -0.9110, Sem 0.0234, dir -0.9942, norm 0.0597, swav 0.0000 LR: 1.519e-02 Score 99.086 Data time: 0.2456, Forward time: 2.2597, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 5.1753 [2020-11-08 11:25:39,895][root][INFO] - ===> Epoch[4386](4386/1): Loss -0.9120, Sem 0.0230, dir -0.9943, norm 0.0593, swav 0.0000 LR: 1.516e-02 Score 99.088 Data time: 0.2164, Forward time: 2.2596, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.5634 [2020-11-08 11:25:45,257][root][INFO] - ===> Epoch[4387](4387/1): Loss -0.9129, Sem 0.0223, dir -0.9943, norm 0.0591, swav 0.0000 LR: 1.514e-02 Score 99.134 Data time: 0.1831, Forward time: 2.2595, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 5.2600 [2020-11-08 11:25:50,384][root][INFO] - ===> Epoch[4388](4388/1): Loss -0.9131, Sem 0.0228, dir -0.9943, norm 0.0584, swav 0.0000 LR: 1.512e-02 Score 99.121 Data time: 0.2020, Forward time: 2.2595, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.0270 [2020-11-08 11:25:55,423][root][INFO] - ===> Epoch[4389](4389/1): Loss -0.9135, Sem 0.0225, dir -0.9945, norm 0.0584, swav 0.0000 LR: 1.510e-02 Score 99.118 Data time: 0.2420, Forward time: 2.2595, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 4.9359 [2020-11-08 11:26:00,432][root][INFO] - ===> Epoch[4390](4390/1): Loss -0.9137, Sem 0.0235, dir -0.9949, norm 0.0578, swav 0.0000 LR: 1.508e-02 Score 99.080 Data time: 0.2375, Forward time: 2.2596, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.8807 [2020-11-08 11:26:05,161][root][INFO] - ===> Epoch[4391](4391/1): Loss -0.9135, Sem 0.0224, dir -0.9939, norm 0.0580, swav 0.0000 LR: 1.505e-02 Score 99.121 Data time: 0.1802, Forward time: 2.2595, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.5959 [2020-11-08 11:26:10,266][root][INFO] - ===> Epoch[4392](4392/1): Loss -0.9152, Sem 0.0231, dir -0.9947, norm 0.0565, swav 0.0000 LR: 1.503e-02 Score 99.094 Data time: 0.2269, Forward time: 2.2595, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.9903 [2020-11-08 11:26:14,913][root][INFO] - ===> Epoch[4393](4393/1): Loss -0.9158, Sem 0.0239, dir -0.9950, norm 0.0553, swav 0.0000 LR: 1.501e-02 Score 99.066 Data time: 0.2138, Forward time: 2.2595, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.5331 [2020-11-08 11:26:19,549][root][INFO] - ===> Epoch[4394](4394/1): Loss -0.9128, Sem 0.0230, dir -0.9942, norm 0.0584, swav 0.0000 LR: 1.499e-02 Score 99.095 Data time: 0.2058, Forward time: 2.2595, Backward time: 2.4136, DDP time: 0.0053, Total iter time: 4.5284 [2020-11-08 11:26:24,186][root][INFO] - ===> Epoch[4395](4395/1): Loss -0.9129, Sem 0.0235, dir -0.9943, norm 0.0578, swav 0.0000 LR: 1.496e-02 Score 99.079 Data time: 0.1755, Forward time: 2.2594, Backward time: 2.4136, DDP time: 0.0053, Total iter time: 4.5121 [2020-11-08 11:26:29,258][root][INFO] - ===> Epoch[4396](4396/1): Loss -0.9138, Sem 0.0228, dir -0.9943, norm 0.0577, swav 0.0000 LR: 1.494e-02 Score 99.108 Data time: 0.1760, Forward time: 2.2593, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.9835 [2020-11-08 11:26:34,674][root][INFO] - ===> Epoch[4397](4397/1): Loss -0.9185, Sem 0.0215, dir -0.9947, norm 0.0547, swav 0.0000 LR: 1.492e-02 Score 99.158 Data time: 0.2218, Forward time: 2.2594, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 5.3297 [2020-11-08 11:26:39,736][root][INFO] - ===> Epoch[4398](4398/1): Loss -0.9154, Sem 0.0230, dir -0.9949, norm 0.0565, swav 0.0000 LR: 1.490e-02 Score 99.097 Data time: 0.2309, Forward time: 2.2594, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 4.9343 [2020-11-08 11:26:45,068][root][INFO] - ===> Epoch[4399](4399/1): Loss -0.9161, Sem 0.0220, dir -0.9947, norm 0.0565, swav 0.0000 LR: 1.488e-02 Score 99.134 Data time: 0.2669, Forward time: 2.2595, Backward time: 2.4137, DDP time: 0.0053, Total iter time: 5.1976 [2020-11-08 11:26:50,500][root][INFO] - ===> Epoch[4400](4400/1): Loss -0.9154, Sem 0.0240, dir -0.9944, norm 0.0551, swav 0.0000 LR: 1.485e-02 Score 99.058 Data time: 0.2421, Forward time: 2.2594, Backward time: 2.4138, DDP time: 0.0053, Total iter time: 5.3091 [2020-11-08 11:26:55,762][root][INFO] - ===> Epoch[4401](4401/1): Loss -0.9130, Sem 0.0230, dir -0.9943, norm 0.0583, swav 0.0000 LR: 1.483e-02 Score 99.103 Data time: 0.1966, Forward time: 2.2594, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.1485 [2020-11-08 11:27:01,021][root][INFO] - ===> Epoch[4402](4402/1): Loss -0.9243, Sem 0.0207, dir -0.9956, norm 0.0505, swav 0.0000 LR: 1.481e-02 Score 99.179 Data time: 0.2099, Forward time: 2.2594, Backward time: 2.4139, DDP time: 0.0053, Total iter time: 5.1491 [2020-11-08 11:27:06,555][root][INFO] - ===> Epoch[4403](4403/1): Loss -0.9133, Sem 0.0229, dir -0.9943, norm 0.0581, swav 0.0000 LR: 1.479e-02 Score 99.108 Data time: 0.2136, Forward time: 2.2594, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 5.3782 [2020-11-08 11:27:11,717][root][INFO] - ===> Epoch[4404](4404/1): Loss -0.9192, Sem 0.0225, dir -0.9953, norm 0.0536, swav 0.0000 LR: 1.476e-02 Score 99.107 Data time: 0.1962, Forward time: 2.2593, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 5.0393 [2020-11-08 11:27:16,587][root][INFO] - ===> Epoch[4405](4405/1): Loss -0.9129, Sem 0.0230, dir -0.9939, norm 0.0580, swav 0.0000 LR: 1.474e-02 Score 99.100 Data time: 0.1940, Forward time: 2.2593, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.7466 [2020-11-08 11:27:21,040][root][INFO] - ===> Epoch[4406](4406/1): Loss -0.9119, Sem 0.0229, dir -0.9947, norm 0.0600, swav 0.0000 LR: 1.472e-02 Score 99.104 Data time: 0.1935, Forward time: 2.2592, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.3422 [2020-11-08 11:27:26,207][root][INFO] - ===> Epoch[4407](4407/1): Loss -0.9144, Sem 0.0237, dir -0.9947, norm 0.0566, swav 0.0000 LR: 1.470e-02 Score 99.072 Data time: 0.2452, Forward time: 2.2593, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 5.0500 [2020-11-08 11:27:31,444][root][INFO] - ===> Epoch[4408](4408/1): Loss -0.9167, Sem 0.0229, dir -0.9945, norm 0.0549, swav 0.0000 LR: 1.468e-02 Score 99.097 Data time: 0.2117, Forward time: 2.2593, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 5.0985 [2020-11-08 11:27:36,373][root][INFO] - ===> Epoch[4409](4409/1): Loss -0.9136, Sem 0.0232, dir -0.9944, norm 0.0577, swav 0.0000 LR: 1.465e-02 Score 99.095 Data time: 0.1810, Forward time: 2.2592, Backward time: 2.4140, DDP time: 0.0053, Total iter time: 4.7931 [2020-11-08 11:27:41,440][root][INFO] - ===> Epoch[4410](4410/1): Loss -0.9212, Sem 0.0210, dir -0.9950, norm 0.0527, swav 0.0000 LR: 1.463e-02 Score 99.165 Data time: 0.1842, Forward time: 2.2592, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.9664 [2020-11-08 11:27:46,656][root][INFO] - ===> Epoch[4411](4411/1): Loss -0.9146, Sem 0.0228, dir -0.9949, norm 0.0575, swav 0.0000 LR: 1.461e-02 Score 99.101 Data time: 0.2539, Forward time: 2.2593, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 5.1072 [2020-11-08 11:27:51,890][root][INFO] - ===> Epoch[4412](4412/1): Loss -0.9138, Sem 0.0233, dir -0.9948, norm 0.0577, swav 0.0000 LR: 1.459e-02 Score 99.084 Data time: 0.2300, Forward time: 2.2593, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 5.0858 [2020-11-08 11:27:56,835][root][INFO] - ===> Epoch[4413](4413/1): Loss -0.9161, Sem 0.0234, dir -0.9950, norm 0.0554, swav 0.0000 LR: 1.456e-02 Score 99.076 Data time: 0.2112, Forward time: 2.2593, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 4.8154 [2020-11-08 11:28:01,996][root][INFO] - ===> Epoch[4414](4414/1): Loss -0.9217, Sem 0.0217, dir -0.9952, norm 0.0518, swav 0.0000 LR: 1.454e-02 Score 99.148 Data time: 0.1938, Forward time: 2.2592, Backward time: 2.4141, DDP time: 0.0053, Total iter time: 5.0438 [2020-11-08 11:28:07,797][root][INFO] - ===> Epoch[4415](4415/1): Loss -0.9175, Sem 0.0220, dir -0.9948, norm 0.0553, swav 0.0000 LR: 1.452e-02 Score 99.130 Data time: 0.1886, Forward time: 2.2592, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.6943 [2020-11-08 11:28:13,229][root][INFO] - ===> Epoch[4416](4416/1): Loss -0.9164, Sem 0.0215, dir -0.9946, norm 0.0568, swav 0.0000 LR: 1.450e-02 Score 99.157 Data time: 0.2268, Forward time: 2.2592, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.3187 [2020-11-08 11:28:18,401][root][INFO] - ===> Epoch[4417](4417/1): Loss -0.9172, Sem 0.0214, dir -0.9944, norm 0.0558, swav 0.0000 LR: 1.448e-02 Score 99.155 Data time: 0.2054, Forward time: 2.2592, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.0471 [2020-11-08 11:28:23,153][root][INFO] - ===> Epoch[4418](4418/1): Loss -0.9113, Sem 0.0246, dir -0.9942, norm 0.0583, swav 0.0000 LR: 1.445e-02 Score 99.047 Data time: 0.1959, Forward time: 2.2591, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.6254 [2020-11-08 11:28:27,720][root][INFO] - ===> Epoch[4419](4419/1): Loss -0.9129, Sem 0.0232, dir -0.9943, norm 0.0582, swav 0.0000 LR: 1.443e-02 Score 99.104 Data time: 0.2252, Forward time: 2.2591, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.4611 [2020-11-08 11:28:32,683][root][INFO] - ===> Epoch[4420](4420/1): Loss -0.9163, Sem 0.0217, dir -0.9949, norm 0.0568, swav 0.0000 LR: 1.441e-02 Score 99.147 Data time: 0.1570, Forward time: 2.2590, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.8403 [2020-11-08 11:28:37,547][root][INFO] - ===> Epoch[4421](4421/1): Loss -0.9101, Sem 0.0238, dir -0.9943, norm 0.0603, swav 0.0000 LR: 1.439e-02 Score 99.072 Data time: 0.2434, Forward time: 2.2591, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.7853 [2020-11-08 11:28:42,451][root][INFO] - ===> Epoch[4422](4422/1): Loss -0.9142, Sem 0.0228, dir -0.9945, norm 0.0575, swav 0.0000 LR: 1.436e-02 Score 99.104 Data time: 0.1875, Forward time: 2.2590, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.7799 [2020-11-08 11:28:47,629][root][INFO] - ===> Epoch[4423](4423/1): Loss -0.9112, Sem 0.0229, dir -0.9943, norm 0.0602, swav 0.0000 LR: 1.434e-02 Score 99.104 Data time: 0.1935, Forward time: 2.2589, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.0812 [2020-11-08 11:28:52,816][root][INFO] - ===> Epoch[4424](4424/1): Loss -0.9133, Sem 0.0225, dir -0.9941, norm 0.0583, swav 0.0000 LR: 1.432e-02 Score 99.121 Data time: 0.2093, Forward time: 2.2589, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.0814 [2020-11-08 11:28:57,553][root][INFO] - ===> Epoch[4425](4425/1): Loss -0.9138, Sem 0.0227, dir -0.9947, norm 0.0582, swav 0.0000 LR: 1.430e-02 Score 99.115 Data time: 0.2113, Forward time: 2.2589, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.6262 [2020-11-08 11:29:02,331][root][INFO] - ===> Epoch[4426](4426/1): Loss -0.9166, Sem 0.0220, dir -0.9946, norm 0.0560, swav 0.0000 LR: 1.427e-02 Score 99.133 Data time: 0.2559, Forward time: 2.2590, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.6663 [2020-11-08 11:29:07,744][root][INFO] - ===> Epoch[4427](4427/1): Loss -0.9136, Sem 0.0215, dir -0.9946, norm 0.0594, swav 0.0000 LR: 1.425e-02 Score 99.149 Data time: 0.2166, Forward time: 2.2589, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.2860 [2020-11-08 11:29:12,834][root][INFO] - ===> Epoch[4428](4428/1): Loss -0.9139, Sem 0.0226, dir -0.9946, norm 0.0581, swav 0.0000 LR: 1.423e-02 Score 99.119 Data time: 0.2698, Forward time: 2.2590, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.9628 [2020-11-08 11:29:17,741][root][INFO] - ===> Epoch[4429](4429/1): Loss -0.9140, Sem 0.0228, dir -0.9946, norm 0.0578, swav 0.0000 LR: 1.421e-02 Score 99.105 Data time: 0.1879, Forward time: 2.2590, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.7811 [2020-11-08 11:29:22,708][root][INFO] - ===> Epoch[4430](4430/1): Loss -0.9201, Sem 0.0214, dir -0.9952, norm 0.0537, swav 0.0000 LR: 1.418e-02 Score 99.161 Data time: 0.2168, Forward time: 2.2590, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.8638 [2020-11-08 11:29:27,537][root][INFO] - ===> Epoch[4431](4431/1): Loss -0.9158, Sem 0.0219, dir -0.9946, norm 0.0569, swav 0.0000 LR: 1.416e-02 Score 99.135 Data time: 0.2282, Forward time: 2.2590, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.7148 [2020-11-08 11:29:32,699][root][INFO] - ===> Epoch[4432](4432/1): Loss -0.9121, Sem 0.0234, dir -0.9943, norm 0.0588, swav 0.0000 LR: 1.414e-02 Score 99.075 Data time: 0.1846, Forward time: 2.2589, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.0279 [2020-11-08 11:29:37,491][root][INFO] - ===> Epoch[4433](4433/1): Loss -0.9190, Sem 0.0213, dir -0.9951, norm 0.0548, swav 0.0000 LR: 1.412e-02 Score 99.158 Data time: 0.2144, Forward time: 2.2589, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.6786 [2020-11-08 11:29:42,581][root][INFO] - ===> Epoch[4434](4434/1): Loss -0.9113, Sem 0.0238, dir -0.9945, norm 0.0594, swav 0.0000 LR: 1.410e-02 Score 99.071 Data time: 0.2419, Forward time: 2.2590, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.9677 [2020-11-08 11:29:47,392][root][INFO] - ===> Epoch[4435](4435/1): Loss -0.9178, Sem 0.0217, dir -0.9950, norm 0.0555, swav 0.0000 LR: 1.407e-02 Score 99.141 Data time: 0.2100, Forward time: 2.2590, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 4.6695 [2020-11-08 11:29:53,063][root][INFO] - ===> Epoch[4436](4436/1): Loss -0.9142, Sem 0.0228, dir -0.9948, norm 0.0578, swav 0.0000 LR: 1.405e-02 Score 99.120 Data time: 0.1989, Forward time: 2.2589, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.5356 [2020-11-08 11:29:58,401][root][INFO] - ===> Epoch[4437](4437/1): Loss -0.9118, Sem 0.0238, dir -0.9941, norm 0.0585, swav 0.0000 LR: 1.403e-02 Score 99.074 Data time: 0.1767, Forward time: 2.2588, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 5.2384 [2020-11-08 11:30:03,382][root][INFO] - ===> Epoch[4438](4438/1): Loss -0.9142, Sem 0.0226, dir -0.9944, norm 0.0575, swav 0.0000 LR: 1.401e-02 Score 99.117 Data time: 0.2082, Forward time: 2.2588, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.8672 [2020-11-08 11:30:08,480][root][INFO] - ===> Epoch[4439](4439/1): Loss -0.9142, Sem 0.0228, dir -0.9945, norm 0.0575, swav 0.0000 LR: 1.398e-02 Score 99.100 Data time: 0.2604, Forward time: 2.2589, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.9695 [2020-11-08 11:30:13,337][root][INFO] - ===> Epoch[4440](4440/1): Loss -0.9164, Sem 0.0218, dir -0.9952, norm 0.0570, swav 0.0000 LR: 1.396e-02 Score 99.146 Data time: 0.2295, Forward time: 2.2589, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.7356 [2020-11-08 11:30:18,617][root][INFO] - ===> Epoch[4441](4441/1): Loss -0.9161, Sem 0.0219, dir -0.9947, norm 0.0567, swav 0.0000 LR: 1.394e-02 Score 99.136 Data time: 0.1995, Forward time: 2.2589, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.1431 [2020-11-08 11:30:23,818][root][INFO] - ===> Epoch[4442](4442/1): Loss -0.9170, Sem 0.0226, dir -0.9948, norm 0.0552, swav 0.0000 LR: 1.392e-02 Score 99.101 Data time: 0.1972, Forward time: 2.2589, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.0786 [2020-11-08 11:30:28,874][root][INFO] - ===> Epoch[4443](4443/1): Loss -0.9125, Sem 0.0231, dir -0.9945, norm 0.0589, swav 0.0000 LR: 1.389e-02 Score 99.093 Data time: 0.2327, Forward time: 2.2589, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.9471 [2020-11-08 11:30:34,103][root][INFO] - ===> Epoch[4444](4444/1): Loss -0.9161, Sem 0.0227, dir -0.9945, norm 0.0557, swav 0.0000 LR: 1.387e-02 Score 99.113 Data time: 0.2518, Forward time: 2.2590, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.1003 [2020-11-08 11:30:39,281][root][INFO] - ===> Epoch[4445](4445/1): Loss -0.9194, Sem 0.0206, dir -0.9951, norm 0.0550, swav 0.0000 LR: 1.385e-02 Score 99.181 Data time: 0.2163, Forward time: 2.2590, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.0536 [2020-11-08 11:30:44,032][root][INFO] - ===> Epoch[4446](4446/1): Loss -0.9175, Sem 0.0220, dir -0.9949, norm 0.0554, swav 0.0000 LR: 1.383e-02 Score 99.128 Data time: 0.2433, Forward time: 2.2591, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.6124 [2020-11-08 11:30:48,999][root][INFO] - ===> Epoch[4447](4447/1): Loss -0.9157, Sem 0.0236, dir -0.9949, norm 0.0555, swav 0.0000 LR: 1.380e-02 Score 99.071 Data time: 0.2697, Forward time: 2.2591, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.8314 [2020-11-08 11:30:54,231][root][INFO] - ===> Epoch[4448](4448/1): Loss -0.9168, Sem 0.0221, dir -0.9951, norm 0.0562, swav 0.0000 LR: 1.378e-02 Score 99.126 Data time: 0.1850, Forward time: 2.2590, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.1041 [2020-11-08 11:30:59,538][root][INFO] - ===> Epoch[4449](4449/1): Loss -0.9136, Sem 0.0227, dir -0.9944, norm 0.0580, swav 0.0000 LR: 1.376e-02 Score 99.106 Data time: 0.1997, Forward time: 2.2590, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.1974 [2020-11-08 11:31:04,746][root][INFO] - ===> Epoch[4450](4450/1): Loss -0.9123, Sem 0.0228, dir -0.9941, norm 0.0590, swav 0.0000 LR: 1.374e-02 Score 99.099 Data time: 0.2479, Forward time: 2.2591, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.1072 [2020-11-08 11:31:09,928][root][INFO] - ===> Epoch[4451](4451/1): Loss -0.9161, Sem 0.0220, dir -0.9950, norm 0.0568, swav 0.0000 LR: 1.371e-02 Score 99.131 Data time: 0.1972, Forward time: 2.2591, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.0665 [2020-11-08 11:31:14,757][root][INFO] - ===> Epoch[4452](4452/1): Loss -0.9162, Sem 0.0219, dir -0.9946, norm 0.0566, swav 0.0000 LR: 1.369e-02 Score 99.143 Data time: 0.1975, Forward time: 2.2590, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.7199 [2020-11-08 11:31:20,238][root][INFO] - ===> Epoch[4453](4453/1): Loss -0.9166, Sem 0.0224, dir -0.9952, norm 0.0561, swav 0.0000 LR: 1.367e-02 Score 99.128 Data time: 0.2705, Forward time: 2.2591, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.3791 [2020-11-08 11:31:25,269][root][INFO] - ===> Epoch[4454](4454/1): Loss -0.9185, Sem 0.0226, dir -0.9953, norm 0.0542, swav 0.0000 LR: 1.365e-02 Score 99.108 Data time: 0.1949, Forward time: 2.2591, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.8985 [2020-11-08 11:31:30,108][root][INFO] - ===> Epoch[4455](4455/1): Loss -0.9159, Sem 0.0221, dir -0.9947, norm 0.0567, swav 0.0000 LR: 1.362e-02 Score 99.125 Data time: 0.1994, Forward time: 2.2591, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.7270 [2020-11-08 11:31:34,973][root][INFO] - ===> Epoch[4456](4456/1): Loss -0.9157, Sem 0.0225, dir -0.9949, norm 0.0566, swav 0.0000 LR: 1.360e-02 Score 99.116 Data time: 0.1965, Forward time: 2.2590, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.7572 [2020-11-08 11:31:40,257][root][INFO] - ===> Epoch[4457](4457/1): Loss -0.9150, Sem 0.0224, dir -0.9947, norm 0.0573, swav 0.0000 LR: 1.358e-02 Score 99.125 Data time: 0.2479, Forward time: 2.2591, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.1830 [2020-11-08 11:31:45,600][root][INFO] - ===> Epoch[4458](4458/1): Loss -0.9145, Sem 0.0229, dir -0.9943, norm 0.0568, swav 0.0000 LR: 1.356e-02 Score 99.092 Data time: 0.2141, Forward time: 2.2591, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 5.2005 [2020-11-08 11:31:51,228][root][INFO] - ===> Epoch[4459](4459/1): Loss -0.9165, Sem 0.0220, dir -0.9949, norm 0.0564, swav 0.0000 LR: 1.353e-02 Score 99.138 Data time: 0.2250, Forward time: 2.2592, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 5.5016 [2020-11-08 11:31:56,534][root][INFO] - ===> Epoch[4460](4460/1): Loss -0.9210, Sem 0.0217, dir -0.9948, norm 0.0521, swav 0.0000 LR: 1.351e-02 Score 99.141 Data time: 0.1989, Forward time: 2.2591, Backward time: 2.4147, DDP time: 0.0053, Total iter time: 5.1675 [2020-11-08 11:32:01,960][root][INFO] - ===> Epoch[4461](4461/1): Loss -0.9193, Sem 0.0220, dir -0.9954, norm 0.0541, swav 0.0000 LR: 1.349e-02 Score 99.135 Data time: 0.2212, Forward time: 2.2591, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 5.3125 [2020-11-08 11:32:07,276][root][INFO] - ===> Epoch[4462](4462/1): Loss -0.9151, Sem 0.0226, dir -0.9945, norm 0.0568, swav 0.0000 LR: 1.347e-02 Score 99.106 Data time: 0.2029, Forward time: 2.2591, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 5.1956 [2020-11-08 11:32:12,257][root][INFO] - ===> Epoch[4463](4463/1): Loss -0.9151, Sem 0.0232, dir -0.9941, norm 0.0558, swav 0.0000 LR: 1.344e-02 Score 99.097 Data time: 0.2295, Forward time: 2.2591, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 4.8567 [2020-11-08 11:32:17,169][root][INFO] - ===> Epoch[4464](4464/1): Loss -0.9132, Sem 0.0227, dir -0.9945, norm 0.0586, swav 0.0000 LR: 1.342e-02 Score 99.104 Data time: 0.2284, Forward time: 2.2591, Backward time: 2.4147, DDP time: 0.0053, Total iter time: 4.7931 [2020-11-08 11:32:22,212][root][INFO] - ===> Epoch[4465](4465/1): Loss -0.9168, Sem 0.0224, dir -0.9947, norm 0.0555, swav 0.0000 LR: 1.340e-02 Score 99.115 Data time: 0.2788, Forward time: 2.2592, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.9054 [2020-11-08 11:32:27,553][root][INFO] - ===> Epoch[4466](4466/1): Loss -0.9124, Sem 0.0235, dir -0.9944, norm 0.0586, swav 0.0000 LR: 1.338e-02 Score 99.083 Data time: 0.1718, Forward time: 2.2591, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 5.2116 [2020-11-08 11:32:32,597][root][INFO] - ===> Epoch[4467](4467/1): Loss -0.9150, Sem 0.0234, dir -0.9947, norm 0.0562, swav 0.0000 LR: 1.335e-02 Score 99.081 Data time: 0.2050, Forward time: 2.2590, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 4.9158 [2020-11-08 11:32:37,368][root][INFO] - ===> Epoch[4468](4468/1): Loss -0.9114, Sem 0.0231, dir -0.9943, norm 0.0598, swav 0.0000 LR: 1.333e-02 Score 99.101 Data time: 0.2249, Forward time: 2.2591, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 4.6631 [2020-11-08 11:32:42,846][root][INFO] - ===> Epoch[4469](4469/1): Loss -0.9160, Sem 0.0240, dir -0.9949, norm 0.0550, swav 0.0000 LR: 1.331e-02 Score 99.052 Data time: 0.1745, Forward time: 2.2590, Backward time: 2.4149, DDP time: 0.0053, Total iter time: 5.3402 [2020-11-08 11:32:48,084][root][INFO] - ===> Epoch[4470](4470/1): Loss -0.9152, Sem 0.0232, dir -0.9949, norm 0.0564, swav 0.0000 LR: 1.329e-02 Score 99.088 Data time: 0.2002, Forward time: 2.2590, Backward time: 2.4150, DDP time: 0.0053, Total iter time: 5.1362 [2020-11-08 11:32:52,981][root][INFO] - ===> Epoch[4471](4471/1): Loss -0.9171, Sem 0.0221, dir -0.9947, norm 0.0555, swav 0.0000 LR: 1.326e-02 Score 99.133 Data time: 0.2211, Forward time: 2.2590, Backward time: 2.4150, DDP time: 0.0053, Total iter time: 4.7838 [2020-11-08 11:32:57,809][root][INFO] - ===> Epoch[4472](4472/1): Loss -0.9166, Sem 0.0229, dir -0.9949, norm 0.0555, swav 0.0000 LR: 1.324e-02 Score 99.097 Data time: 0.2200, Forward time: 2.2590, Backward time: 2.4149, DDP time: 0.0053, Total iter time: 4.7013 [2020-11-08 11:33:03,053][root][INFO] - ===> Epoch[4473](4473/1): Loss -0.9151, Sem 0.0230, dir -0.9948, norm 0.0567, swav 0.0000 LR: 1.322e-02 Score 99.092 Data time: 0.2213, Forward time: 2.2590, Backward time: 2.4149, DDP time: 0.0053, Total iter time: 5.1277 [2020-11-08 11:33:08,443][root][INFO] - ===> Epoch[4474](4474/1): Loss -0.9165, Sem 0.0222, dir -0.9950, norm 0.0563, swav 0.0000 LR: 1.320e-02 Score 99.124 Data time: 0.2288, Forward time: 2.2590, Backward time: 2.4149, DDP time: 0.0053, Total iter time: 5.2706 [2020-11-08 11:33:13,480][root][INFO] - ===> Epoch[4475](4475/1): Loss -0.9133, Sem 0.0235, dir -0.9940, norm 0.0571, swav 0.0000 LR: 1.317e-02 Score 99.079 Data time: 0.2458, Forward time: 2.2591, Backward time: 2.4149, DDP time: 0.0053, Total iter time: 4.9071 [2020-11-08 11:33:18,148][root][INFO] - ===> Epoch[4476](4476/1): Loss -0.9186, Sem 0.0213, dir -0.9953, norm 0.0554, swav 0.0000 LR: 1.315e-02 Score 99.156 Data time: 0.2073, Forward time: 2.2591, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 4.5469 [2020-11-08 11:33:22,985][root][INFO] - ===> Epoch[4477](4477/1): Loss -0.9154, Sem 0.0229, dir -0.9948, norm 0.0565, swav 0.0000 LR: 1.313e-02 Score 99.111 Data time: 0.2159, Forward time: 2.2591, Backward time: 2.4147, DDP time: 0.0053, Total iter time: 4.7120 [2020-11-08 11:33:28,255][root][INFO] - ===> Epoch[4478](4478/1): Loss -0.9160, Sem 0.0231, dir -0.9942, norm 0.0551, swav 0.0000 LR: 1.311e-02 Score 99.095 Data time: 0.2228, Forward time: 2.2592, Backward time: 2.4147, DDP time: 0.0053, Total iter time: 5.1289 [2020-11-08 11:33:33,068][root][INFO] - ===> Epoch[4479](4479/1): Loss -0.9205, Sem 0.0226, dir -0.9956, norm 0.0525, swav 0.0000 LR: 1.308e-02 Score 99.112 Data time: 0.2058, Forward time: 2.2591, Backward time: 2.4147, DDP time: 0.0053, Total iter time: 4.6755 [2020-11-08 11:33:37,586][root][INFO] - ===> Epoch[4480](4480/1): Loss -0.9155, Sem 0.0225, dir -0.9944, norm 0.0563, swav 0.0000 LR: 1.306e-02 Score 99.117 Data time: 0.2129, Forward time: 2.2591, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.4020 [2020-11-08 11:33:42,599][root][INFO] - ===> Epoch[4481](4481/1): Loss -0.9123, Sem 0.0244, dir -0.9943, norm 0.0576, swav 0.0000 LR: 1.304e-02 Score 99.070 Data time: 0.2040, Forward time: 2.2591, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.8912 [2020-11-08 11:33:47,615][root][INFO] - ===> Epoch[4482](4482/1): Loss -0.9137, Sem 0.0230, dir -0.9945, norm 0.0577, swav 0.0000 LR: 1.302e-02 Score 99.098 Data time: 0.2240, Forward time: 2.2590, Backward time: 2.4147, DDP time: 0.0053, Total iter time: 4.8993 [2020-11-08 11:33:52,623][root][INFO] - ===> Epoch[4483](4483/1): Loss -0.9174, Sem 0.0226, dir -0.9949, norm 0.0549, swav 0.0000 LR: 1.299e-02 Score 99.120 Data time: 0.2534, Forward time: 2.2591, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.8935 [2020-11-08 11:33:57,990][root][INFO] - ===> Epoch[4484](4484/1): Loss -0.9166, Sem 0.0229, dir -0.9953, norm 0.0557, swav 0.0000 LR: 1.297e-02 Score 99.102 Data time: 0.2390, Forward time: 2.2591, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 5.2469 [2020-11-08 11:34:03,149][root][INFO] - ===> Epoch[4485](4485/1): Loss -0.9125, Sem 0.0245, dir -0.9948, norm 0.0578, swav 0.0000 LR: 1.295e-02 Score 99.034 Data time: 0.1878, Forward time: 2.2591, Backward time: 2.4147, DDP time: 0.0053, Total iter time: 5.0290 [2020-11-08 11:34:08,463][root][INFO] - ===> Epoch[4486](4486/1): Loss -0.9147, Sem 0.0226, dir -0.9948, norm 0.0576, swav 0.0000 LR: 1.293e-02 Score 99.114 Data time: 0.1926, Forward time: 2.2591, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 5.2144 [2020-11-08 11:34:13,200][root][INFO] - ===> Epoch[4487](4487/1): Loss -0.9165, Sem 0.0233, dir -0.9951, norm 0.0553, swav 0.0000 LR: 1.290e-02 Score 99.079 Data time: 0.2004, Forward time: 2.2590, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 4.6063 [2020-11-08 11:34:18,420][root][INFO] - ===> Epoch[4488](4488/1): Loss -0.9186, Sem 0.0216, dir -0.9948, norm 0.0546, swav 0.0000 LR: 1.288e-02 Score 99.152 Data time: 0.2410, Forward time: 2.2590, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 5.1111 [2020-11-08 11:34:23,889][root][INFO] - ===> Epoch[4489](4489/1): Loss -0.9210, Sem 0.0219, dir -0.9954, norm 0.0525, swav 0.0000 LR: 1.286e-02 Score 99.135 Data time: 0.2413, Forward time: 2.2591, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 5.3473 [2020-11-08 11:34:28,515][root][INFO] - ===> Epoch[4490](4490/1): Loss -0.9155, Sem 0.0240, dir -0.9948, norm 0.0553, swav 0.0000 LR: 1.284e-02 Score 99.055 Data time: 0.1766, Forward time: 2.2590, Backward time: 2.4148, DDP time: 0.0053, Total iter time: 4.5022 [2020-11-08 11:34:33,106][root][INFO] - ===> Epoch[4491](4491/1): Loss -0.9160, Sem 0.0229, dir -0.9947, norm 0.0558, swav 0.0000 LR: 1.281e-02 Score 99.097 Data time: 0.2231, Forward time: 2.2590, Backward time: 2.4147, DDP time: 0.0053, Total iter time: 4.4955 [2020-11-08 11:34:38,027][root][INFO] - ===> Epoch[4492](4492/1): Loss -0.9201, Sem 0.0223, dir -0.9951, norm 0.0527, swav 0.0000 LR: 1.279e-02 Score 99.118 Data time: 0.1983, Forward time: 2.2590, Backward time: 2.4147, DDP time: 0.0053, Total iter time: 4.8098 [2020-11-08 11:34:42,770][root][INFO] - ===> Epoch[4493](4493/1): Loss -0.9145, Sem 0.0231, dir -0.9945, norm 0.0569, swav 0.0000 LR: 1.277e-02 Score 99.095 Data time: 0.1996, Forward time: 2.2590, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.6409 [2020-11-08 11:34:47,451][root][INFO] - ===> Epoch[4494](4494/1): Loss -0.9201, Sem 0.0211, dir -0.9947, norm 0.0536, swav 0.0000 LR: 1.275e-02 Score 99.167 Data time: 0.1983, Forward time: 2.2589, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.5671 [2020-11-08 11:34:53,198][root][INFO] - ===> Epoch[4495](4495/1): Loss -0.9246, Sem 0.0203, dir -0.9951, norm 0.0501, swav 0.0000 LR: 1.272e-02 Score 99.199 Data time: 0.2877, Forward time: 2.2591, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 5.6323 [2020-11-08 11:34:58,575][root][INFO] - ===> Epoch[4496](4496/1): Loss -0.9151, Sem 0.0222, dir -0.9942, norm 0.0569, swav 0.0000 LR: 1.270e-02 Score 99.129 Data time: 0.2013, Forward time: 2.2591, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 5.2545 [2020-11-08 11:35:03,040][root][INFO] - ===> Epoch[4497](4497/1): Loss -0.9103, Sem 0.0243, dir -0.9940, norm 0.0594, swav 0.0000 LR: 1.268e-02 Score 99.049 Data time: 0.2010, Forward time: 2.2591, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.3482 [2020-11-08 11:35:07,845][root][INFO] - ===> Epoch[4498](4498/1): Loss -0.9175, Sem 0.0217, dir -0.9947, norm 0.0555, swav 0.0000 LR: 1.265e-02 Score 99.143 Data time: 0.1491, Forward time: 2.2589, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.6826 [2020-11-08 11:35:12,862][root][INFO] - ===> Epoch[4499](4499/1): Loss -0.9166, Sem 0.0221, dir -0.9942, norm 0.0555, swav 0.0000 LR: 1.263e-02 Score 99.139 Data time: 0.2440, Forward time: 2.2590, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.9254 [2020-11-08 11:35:17,805][root][INFO] - ===> Epoch[4500](4500/1): Loss -0.9139, Sem 0.0229, dir -0.9948, norm 0.0580, swav 0.0000 LR: 1.261e-02 Score 99.099 Data time: 0.1882, Forward time: 2.2590, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.8127 [2020-11-08 11:35:18,730][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 11:35:18,929][root][INFO] - ===> Start testing [2020-11-08 11:36:51,893][root][INFO] - 101/312: Data time: 0.0060, Iter time: 0.4227 Loss 2.765 (AVG: 2.579) Score 63.507 (AVG: 72.156) mIOU 27.217 mAP 38.909 mAcc 38.175 IOU: 68.925 93.252 19.155 35.845 59.468 42.923 37.004 31.183 4.492 25.313 15.752 15.395 28.309 30.024 10.435 0.000 0.000 15.715 0.000 11.153 mAP: 69.987 92.946 24.776 46.187 62.788 67.272 46.953 44.074 15.045 44.654 36.243 31.453 35.247 46.952 23.580 10.758 3.988 38.622 10.075 26.576 mAcc: 90.136 98.054 27.760 38.480 77.128 54.306 63.015 45.116 4.818 35.415 30.271 34.884 53.372 43.315 29.592 0.000 0.000 24.300 0.000 13.547 [2020-11-08 11:38:21,058][root][INFO] - 201/312: Data time: 0.0084, Iter time: 0.3962 Loss 1.872 (AVG: 2.490) Score 75.448 (AVG: 73.165) mIOU 28.782 mAP 39.033 mAcc 39.796 IOU: 68.849 93.533 19.849 40.696 63.757 45.702 41.664 29.501 5.428 42.085 18.737 16.231 27.579 26.409 12.225 0.000 0.000 11.993 0.000 11.407 mAP: 69.627 93.982 24.614 48.860 65.304 67.326 52.732 41.112 17.478 43.444 33.299 31.585 38.569 40.102 24.223 9.797 7.664 34.676 9.658 26.601 mAcc: 89.278 98.427 29.308 44.869 81.314 56.579 65.391 44.720 5.857 55.099 34.573 37.793 46.976 40.905 34.346 0.000 0.000 16.497 0.000 13.990 [2020-11-08 11:39:50,592][root][INFO] - 301/312: Data time: 0.0043, Iter time: 0.2120 Loss 3.141 (AVG: 2.544) Score 67.517 (AVG: 72.685) mIOU 29.083 mAP 39.804 mAcc 39.865 IOU: 68.571 93.438 20.581 44.441 61.683 44.524 41.747 30.076 5.830 39.135 17.640 17.809 27.769 34.710 12.271 0.000 0.000 11.600 0.000 9.837 mAP: 70.196 94.254 27.012 47.993 66.395 65.946 52.156 42.034 17.091 45.004 32.503 29.429 41.154 45.994 30.177 10.033 8.499 34.700 8.860 26.639 mAcc: 89.798 98.433 30.018 50.139 78.710 55.276 67.015 45.405 6.264 51.287 32.712 37.962 47.136 49.151 29.574 0.000 0.000 16.416 0.000 12.006 [2020-11-08 11:40:03,219][root][INFO] - 312/312: Data time: 0.0028, Iter time: 0.2294 Loss 1.601 (AVG: 2.532) Score 71.497 (AVG: 72.687) mIOU 29.113 mAP 39.879 mAcc 39.914 IOU: 68.639 93.441 21.240 45.503 61.484 43.260 42.180 29.775 5.730 38.838 17.202 18.103 27.666 33.452 13.682 0.000 0.000 12.244 0.000 9.824 mAP: 70.146 94.192 27.446 48.679 66.343 65.741 52.277 41.921 16.732 45.004 32.790 30.241 41.583 45.202 30.462 9.473 8.269 35.407 9.055 26.626 mAcc: 89.651 98.439 30.886 51.380 78.964 53.802 66.918 44.749 6.154 51.287 30.758 38.224 47.274 47.861 32.619 0.000 0.000 17.289 0.000 12.024 [2020-11-08 11:40:03,220][root][INFO] - Finished test. Elapsed time: 284.2892 [2020-11-08 11:40:19,066][root][INFO] - [2020-11-08 11:40:19,067][root][INFO] - ################################################################ [2020-11-08 11:40:19,067][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 11:40:19,067][root][INFO] - ################################################################ [2020-11-08 11:40:19,067][root][INFO] - cabinet : 0.009 0.029 0.123 [2020-11-08 11:40:19,067][root][INFO] - bed : 0.136 0.324 0.446 [2020-11-08 11:40:19,067][root][INFO] - chair : 0.438 0.614 0.721 [2020-11-08 11:40:19,067][root][INFO] - sofa : 0.214 0.405 0.573 [2020-11-08 11:40:19,067][root][INFO] - table : 0.079 0.153 0.255 [2020-11-08 11:40:19,067][root][INFO] - door : 0.089 0.182 0.314 [2020-11-08 11:40:19,067][root][INFO] - window : 0.000 0.000 0.017 [2020-11-08 11:40:19,067][root][INFO] - bookshelf : 0.013 0.039 0.211 [2020-11-08 11:40:19,067][root][INFO] - picture : 0.043 0.102 0.207 [2020-11-08 11:40:19,067][root][INFO] - counter : 0.000 0.001 0.038 [2020-11-08 11:40:19,067][root][INFO] - desk : 0.003 0.016 0.289 [2020-11-08 11:40:19,067][root][INFO] - curtain : 0.038 0.103 0.209 [2020-11-08 11:40:19,067][root][INFO] - refrigerator : 0.047 0.098 0.168 [2020-11-08 11:40:19,067][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 11:40:19,067][root][INFO] - toilet : 0.000 0.000 0.000 [2020-11-08 11:40:19,067][root][INFO] - sink : 0.010 0.032 0.097 [2020-11-08 11:40:19,067][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-08 11:40:19,067][root][INFO] - otherfurniture : 0.074 0.116 0.178 [2020-11-08 11:40:19,067][root][INFO] - ---------------------------------------------------------------- [2020-11-08 11:40:19,068][root][INFO] - average : 0.066 0.123 0.214 [2020-11-08 11:40:19,068][root][INFO] - [2020-11-08 11:40:19,301][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 11:40:19,303][root][INFO] - Current best mIoU: 29.305 at iter 2500 [2020-11-08 11:40:23,527][root][INFO] - ===> Epoch[4501](4501/1): Loss -0.9183, Sem 0.0219, dir -0.9955, norm 0.0553, swav 0.0000 LR: 1.259e-02 Score 99.137 Data time: 0.1885, Forward time: 2.2589, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.2166 [2020-11-08 11:40:28,400][root][INFO] - ===> Epoch[4502](4502/1): Loss -0.9154, Sem 0.0221, dir -0.9949, norm 0.0575, swav 0.0000 LR: 1.256e-02 Score 99.132 Data time: 0.2413, Forward time: 2.2590, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.7431 [2020-11-08 11:40:33,322][root][INFO] - ===> Epoch[4503](4503/1): Loss -0.9161, Sem 0.0224, dir -0.9944, norm 0.0559, swav 0.0000 LR: 1.254e-02 Score 99.120 Data time: 0.2377, Forward time: 2.2590, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.7910 [2020-11-08 11:40:38,322][root][INFO] - ===> Epoch[4504](4504/1): Loss -0.9167, Sem 0.0222, dir -0.9947, norm 0.0559, swav 0.0000 LR: 1.252e-02 Score 99.120 Data time: 0.2032, Forward time: 2.2590, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.8759 [2020-11-08 11:40:43,063][root][INFO] - ===> Epoch[4505](4505/1): Loss -0.9183, Sem 0.0227, dir -0.9952, norm 0.0542, swav 0.0000 LR: 1.250e-02 Score 99.104 Data time: 0.2233, Forward time: 2.2591, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 4.6213 [2020-11-08 11:40:48,309][root][INFO] - ===> Epoch[4506](4506/1): Loss -0.9144, Sem 0.0226, dir -0.9942, norm 0.0572, swav 0.0000 LR: 1.247e-02 Score 99.118 Data time: 0.1895, Forward time: 2.2590, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 5.1179 [2020-11-08 11:40:53,426][root][INFO] - ===> Epoch[4507](4507/1): Loss -0.9140, Sem 0.0222, dir -0.9945, norm 0.0583, swav 0.0000 LR: 1.245e-02 Score 99.134 Data time: 0.2305, Forward time: 2.2590, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 5.0100 [2020-11-08 11:40:58,221][root][INFO] - ===> Epoch[4508](4508/1): Loss -0.9136, Sem 0.0245, dir -0.9947, norm 0.0566, swav 0.0000 LR: 1.243e-02 Score 99.036 Data time: 0.2201, Forward time: 2.2590, Backward time: 2.4142, DDP time: 0.0053, Total iter time: 4.6542 [2020-11-08 11:41:04,081][root][INFO] - ===> Epoch[4509](4509/1): Loss -0.9178, Sem 0.0219, dir -0.9945, norm 0.0548, swav 0.0000 LR: 1.241e-02 Score 99.143 Data time: 0.2355, Forward time: 2.2590, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.7296 [2020-11-08 11:41:09,067][root][INFO] - ===> Epoch[4510](4510/1): Loss -0.9133, Sem 0.0233, dir -0.9944, norm 0.0578, swav 0.0000 LR: 1.238e-02 Score 99.091 Data time: 0.1840, Forward time: 2.2590, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.8432 [2020-11-08 11:41:14,024][root][INFO] - ===> Epoch[4511](4511/1): Loss -0.9169, Sem 0.0213, dir -0.9949, norm 0.0566, swav 0.0000 LR: 1.236e-02 Score 99.152 Data time: 0.2122, Forward time: 2.2590, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.8340 [2020-11-08 11:41:18,891][root][INFO] - ===> Epoch[4512](4512/1): Loss -0.9197, Sem 0.0217, dir -0.9949, norm 0.0535, swav 0.0000 LR: 1.234e-02 Score 99.150 Data time: 0.1788, Forward time: 2.2589, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.7507 [2020-11-08 11:41:23,900][root][INFO] - ===> Epoch[4513](4513/1): Loss -0.9171, Sem 0.0222, dir -0.9946, norm 0.0553, swav 0.0000 LR: 1.231e-02 Score 99.134 Data time: 0.1917, Forward time: 2.2588, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.9044 [2020-11-08 11:41:29,467][root][INFO] - ===> Epoch[4514](4514/1): Loss -0.9157, Sem 0.0221, dir -0.9946, norm 0.0569, swav 0.0000 LR: 1.229e-02 Score 99.134 Data time: 0.2099, Forward time: 2.2588, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 5.4294 [2020-11-08 11:41:34,256][root][INFO] - ===> Epoch[4515](4515/1): Loss -0.9204, Sem 0.0224, dir -0.9952, norm 0.0524, swav 0.0000 LR: 1.227e-02 Score 99.125 Data time: 0.2091, Forward time: 2.2588, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.6664 [2020-11-08 11:41:38,797][root][INFO] - ===> Epoch[4516](4516/1): Loss -0.9148, Sem 0.0223, dir -0.9947, norm 0.0576, swav 0.0000 LR: 1.225e-02 Score 99.119 Data time: 0.1739, Forward time: 2.2587, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.4141 [2020-11-08 11:41:43,501][root][INFO] - ===> Epoch[4517](4517/1): Loss -0.9139, Sem 0.0234, dir -0.9944, norm 0.0571, swav 0.0000 LR: 1.222e-02 Score 99.085 Data time: 0.1873, Forward time: 2.2586, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.6128 [2020-11-08 11:41:48,486][root][INFO] - ===> Epoch[4518](4518/1): Loss -0.9176, Sem 0.0221, dir -0.9949, norm 0.0553, swav 0.0000 LR: 1.220e-02 Score 99.134 Data time: 0.1840, Forward time: 2.2585, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.8656 [2020-11-08 11:41:52,892][root][INFO] - ===> Epoch[4519](4519/1): Loss -0.9169, Sem 0.0226, dir -0.9950, norm 0.0555, swav 0.0000 LR: 1.218e-02 Score 99.112 Data time: 0.1979, Forward time: 2.2585, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.3221 [2020-11-08 11:41:57,669][root][INFO] - ===> Epoch[4520](4520/1): Loss -0.9174, Sem 0.0223, dir -0.9950, norm 0.0553, swav 0.0000 LR: 1.216e-02 Score 99.127 Data time: 0.2463, Forward time: 2.2585, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.6701 [2020-11-08 11:42:02,998][root][INFO] - ===> Epoch[4521](4521/1): Loss -0.9158, Sem 0.0226, dir -0.9949, norm 0.0564, swav 0.0000 LR: 1.213e-02 Score 99.107 Data time: 0.2565, Forward time: 2.2586, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.2003 [2020-11-08 11:42:07,540][root][INFO] - ===> Epoch[4522](4522/1): Loss -0.9145, Sem 0.0235, dir -0.9950, norm 0.0570, swav 0.0000 LR: 1.211e-02 Score 99.083 Data time: 0.2105, Forward time: 2.2586, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.4094 [2020-11-08 11:42:12,697][root][INFO] - ===> Epoch[4523](4523/1): Loss -0.9151, Sem 0.0231, dir -0.9949, norm 0.0567, swav 0.0000 LR: 1.209e-02 Score 99.096 Data time: 0.2218, Forward time: 2.2586, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.0329 [2020-11-08 11:42:18,283][root][INFO] - ===> Epoch[4524](4524/1): Loss -0.9164, Sem 0.0223, dir -0.9946, norm 0.0560, swav 0.0000 LR: 1.206e-02 Score 99.129 Data time: 0.2691, Forward time: 2.2586, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.4784 [2020-11-08 11:42:23,246][root][INFO] - ===> Epoch[4525](4525/1): Loss -0.9212, Sem 0.0221, dir -0.9951, norm 0.0519, swav 0.0000 LR: 1.204e-02 Score 99.128 Data time: 0.2284, Forward time: 2.2586, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.8334 [2020-11-08 11:42:28,075][root][INFO] - ===> Epoch[4526](4526/1): Loss -0.9171, Sem 0.0218, dir -0.9945, norm 0.0556, swav 0.0000 LR: 1.202e-02 Score 99.145 Data time: 0.2280, Forward time: 2.2586, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.7238 [2020-11-08 11:42:33,111][root][INFO] - ===> Epoch[4527](4527/1): Loss -0.9144, Sem 0.0229, dir -0.9947, norm 0.0574, swav 0.0000 LR: 1.200e-02 Score 99.103 Data time: 0.1858, Forward time: 2.2586, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.8983 [2020-11-08 11:42:37,947][root][INFO] - ===> Epoch[4528](4528/1): Loss -0.9171, Sem 0.0217, dir -0.9947, norm 0.0559, swav 0.0000 LR: 1.197e-02 Score 99.144 Data time: 0.2315, Forward time: 2.2586, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.7376 [2020-11-08 11:42:43,277][root][INFO] - ===> Epoch[4529](4529/1): Loss -0.9159, Sem 0.0225, dir -0.9945, norm 0.0561, swav 0.0000 LR: 1.195e-02 Score 99.114 Data time: 0.2233, Forward time: 2.2586, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.1966 [2020-11-08 11:42:48,825][root][INFO] - ===> Epoch[4530](4530/1): Loss -0.9152, Sem 0.0231, dir -0.9947, norm 0.0565, swav 0.0000 LR: 1.193e-02 Score 99.094 Data time: 0.2482, Forward time: 2.2587, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.4107 [2020-11-08 11:42:53,721][root][INFO] - ===> Epoch[4531](4531/1): Loss -0.9155, Sem 0.0232, dir -0.9948, norm 0.0561, swav 0.0000 LR: 1.191e-02 Score 99.087 Data time: 0.2082, Forward time: 2.2587, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.7528 [2020-11-08 11:42:58,949][root][INFO] - ===> Epoch[4532](4532/1): Loss -0.9151, Sem 0.0234, dir -0.9950, norm 0.0565, swav 0.0000 LR: 1.188e-02 Score 99.079 Data time: 0.2029, Forward time: 2.2587, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.1053 [2020-11-08 11:43:03,729][root][INFO] - ===> Epoch[4533](4533/1): Loss -0.9153, Sem 0.0238, dir -0.9950, norm 0.0559, swav 0.0000 LR: 1.186e-02 Score 99.065 Data time: 0.1953, Forward time: 2.2586, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 4.6791 [2020-11-08 11:43:09,032][root][INFO] - ===> Epoch[4534](4534/1): Loss -0.9134, Sem 0.0240, dir -0.9945, norm 0.0571, swav 0.0000 LR: 1.184e-02 Score 99.070 Data time: 0.2221, Forward time: 2.2587, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.1848 [2020-11-08 11:43:13,792][root][INFO] - ===> Epoch[4535](4535/1): Loss -0.9147, Sem 0.0228, dir -0.9948, norm 0.0573, swav 0.0000 LR: 1.181e-02 Score 99.105 Data time: 0.2658, Forward time: 2.2587, Backward time: 2.4143, DDP time: 0.0053, Total iter time: 4.6078 [2020-11-08 11:43:19,670][root][INFO] - ===> Epoch[4536](4536/1): Loss -0.9138, Sem 0.0225, dir -0.9946, norm 0.0583, swav 0.0000 LR: 1.179e-02 Score 99.112 Data time: 0.2466, Forward time: 2.2588, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.7270 [2020-11-08 11:43:24,866][root][INFO] - ===> Epoch[4537](4537/1): Loss -0.9161, Sem 0.0227, dir -0.9948, norm 0.0560, swav 0.0000 LR: 1.177e-02 Score 99.111 Data time: 0.2111, Forward time: 2.2588, Backward time: 2.4144, DDP time: 0.0053, Total iter time: 5.0372 [2020-11-08 11:43:30,396][root][INFO] - ===> Epoch[4538](4538/1): Loss -0.9163, Sem 0.0230, dir -0.9946, norm 0.0553, swav 0.0000 LR: 1.175e-02 Score 99.096 Data time: 0.2185, Forward time: 2.2587, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 5.4134 [2020-11-08 11:43:35,437][root][INFO] - ===> Epoch[4539](4539/1): Loss -0.9180, Sem 0.0224, dir -0.9945, norm 0.0541, swav 0.0000 LR: 1.172e-02 Score 99.114 Data time: 0.2422, Forward time: 2.2588, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.9137 [2020-11-08 11:43:40,543][root][INFO] - ===> Epoch[4540](4540/1): Loss -0.9176, Sem 0.0220, dir -0.9943, norm 0.0547, swav 0.0000 LR: 1.170e-02 Score 99.130 Data time: 0.1851, Forward time: 2.2587, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.9718 [2020-11-08 11:43:45,841][root][INFO] - ===> Epoch[4541](4541/1): Loss -0.9170, Sem 0.0226, dir -0.9949, norm 0.0553, swav 0.0000 LR: 1.168e-02 Score 99.119 Data time: 0.2109, Forward time: 2.2587, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 5.1699 [2020-11-08 11:43:50,355][root][INFO] - ===> Epoch[4542](4542/1): Loss -0.9134, Sem 0.0235, dir -0.9939, norm 0.0570, swav 0.0000 LR: 1.165e-02 Score 99.091 Data time: 0.1896, Forward time: 2.2587, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.3998 [2020-11-08 11:43:55,387][root][INFO] - ===> Epoch[4543](4543/1): Loss -0.9137, Sem 0.0221, dir -0.9949, norm 0.0590, swav 0.0000 LR: 1.163e-02 Score 99.129 Data time: 0.2168, Forward time: 2.2587, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.9311 [2020-11-08 11:44:00,232][root][INFO] - ===> Epoch[4544](4544/1): Loss -0.9151, Sem 0.0227, dir -0.9946, norm 0.0567, swav 0.0000 LR: 1.161e-02 Score 99.111 Data time: 0.2131, Forward time: 2.2587, Backward time: 2.4145, DDP time: 0.0053, Total iter time: 4.7229 [2020-11-08 11:44:05,531][root][INFO] - ===> Epoch[4545](4545/1): Loss -0.9153, Sem 0.0224, dir -0.9944, norm 0.0566, swav 0.0000 LR: 1.159e-02 Score 99.116 Data time: 0.2407, Forward time: 2.2586, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 5.1757 [2020-11-08 11:44:10,606][root][INFO] - ===> Epoch[4546](4546/1): Loss -0.9177, Sem 0.0229, dir -0.9947, norm 0.0540, swav 0.0000 LR: 1.156e-02 Score 99.112 Data time: 0.2330, Forward time: 2.2587, Backward time: 2.4146, DDP time: 0.0053, Total iter time: 4.9667 [2020-11-08 11:44:16,225][root][INFO] - ===> Epoch[4547](4547/1): Loss -0.9151, Sem 0.0235, dir -0.9949, norm 0.0563, swav 0.0000 LR: 1.154e-02 Score 99.074 Data time: 0.2496, Forward time: 2.2588, Backward time: 2.4146, DDP time: 0.0054, Total iter time: 5.5080 [2020-11-08 11:44:20,994][root][INFO] - ===> Epoch[4548](4548/1): Loss -0.9134, Sem 0.0231, dir -0.9944, norm 0.0579, swav 0.0000 LR: 1.152e-02 Score 99.101 Data time: 0.2051, Forward time: 2.2588, Backward time: 2.4145, DDP time: 0.0054, Total iter time: 4.6334 [2020-11-08 11:44:25,925][root][INFO] - ===> Epoch[4549](4549/1): Loss -0.9144, Sem 0.0228, dir -0.9948, norm 0.0576, swav 0.0000 LR: 1.149e-02 Score 99.104 Data time: 0.2284, Forward time: 2.2588, Backward time: 2.4145, DDP time: 0.0054, Total iter time: 4.8233 [2020-11-08 11:44:31,245][root][INFO] - ===> Epoch[4550](4550/1): Loss -0.9186, Sem 0.0213, dir -0.9952, norm 0.0552, swav 0.0000 LR: 1.147e-02 Score 99.153 Data time: 0.2241, Forward time: 2.2588, Backward time: 2.4146, DDP time: 0.0054, Total iter time: 5.2022 [2020-11-08 11:44:36,231][root][INFO] - ===> Epoch[4551](4551/1): Loss -0.9221, Sem 0.0224, dir -0.9953, norm 0.0508, swav 0.0000 LR: 1.145e-02 Score 99.140 Data time: 0.1667, Forward time: 2.2587, Backward time: 2.4147, DDP time: 0.0054, Total iter time: 4.8625 [2020-11-08 11:44:41,079][root][INFO] - ===> Epoch[4552](4552/1): Loss -0.9203, Sem 0.0210, dir -0.9954, norm 0.0541, swav 0.0000 LR: 1.143e-02 Score 99.174 Data time: 0.2324, Forward time: 2.2587, Backward time: 2.4146, DDP time: 0.0054, Total iter time: 4.7523 [2020-11-08 11:44:45,436][root][INFO] - ===> Epoch[4553](4553/1): Loss -0.9188, Sem 0.0232, dir -0.9950, norm 0.0531, swav 0.0000 LR: 1.140e-02 Score 99.094 Data time: 0.1941, Forward time: 2.2586, Backward time: 2.4145, DDP time: 0.0054, Total iter time: 4.2401 [2020-11-08 11:44:50,637][root][INFO] - ===> Epoch[4554](4554/1): Loss -0.9110, Sem 0.0255, dir -0.9939, norm 0.0574, swav 0.0000 LR: 1.138e-02 Score 99.032 Data time: 0.2413, Forward time: 2.2587, Backward time: 2.4144, DDP time: 0.0054, Total iter time: 5.1199 [2020-11-08 11:44:55,318][root][INFO] - ===> Epoch[4555](4555/1): Loss -0.9115, Sem 0.0231, dir -0.9941, norm 0.0595, swav 0.0000 LR: 1.136e-02 Score 99.095 Data time: 0.2262, Forward time: 2.2588, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 4.5551 [2020-11-08 11:45:00,028][root][INFO] - ===> Epoch[4556](4556/1): Loss -0.9187, Sem 0.0223, dir -0.9952, norm 0.0542, swav 0.0000 LR: 1.133e-02 Score 99.121 Data time: 0.2325, Forward time: 2.2588, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.5778 [2020-11-08 11:45:04,689][root][INFO] - ===> Epoch[4557](4557/1): Loss -0.9166, Sem 0.0226, dir -0.9946, norm 0.0554, swav 0.0000 LR: 1.131e-02 Score 99.114 Data time: 0.2018, Forward time: 2.2588, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.5313 [2020-11-08 11:45:09,704][root][INFO] - ===> Epoch[4558](4558/1): Loss -0.9133, Sem 0.0225, dir -0.9943, norm 0.0585, swav 0.0000 LR: 1.129e-02 Score 99.122 Data time: 0.1835, Forward time: 2.2587, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.9078 [2020-11-08 11:45:14,468][root][INFO] - ===> Epoch[4559](4559/1): Loss -0.9173, Sem 0.0219, dir -0.9948, norm 0.0556, swav 0.0000 LR: 1.126e-02 Score 99.130 Data time: 0.1875, Forward time: 2.2586, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.6642 [2020-11-08 11:45:19,223][root][INFO] - ===> Epoch[4560](4560/1): Loss -0.9169, Sem 0.0225, dir -0.9946, norm 0.0552, swav 0.0000 LR: 1.124e-02 Score 99.127 Data time: 0.2243, Forward time: 2.2587, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.6832 [2020-11-08 11:45:23,698][root][INFO] - ===> Epoch[4561](4561/1): Loss -0.9149, Sem 0.0229, dir -0.9945, norm 0.0568, swav 0.0000 LR: 1.122e-02 Score 99.105 Data time: 0.2049, Forward time: 2.2587, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.3419 [2020-11-08 11:45:28,839][root][INFO] - ===> Epoch[4562](4562/1): Loss -0.9168, Sem 0.0230, dir -0.9946, norm 0.0548, swav 0.0000 LR: 1.120e-02 Score 99.096 Data time: 0.2194, Forward time: 2.2587, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.0331 [2020-11-08 11:45:33,759][root][INFO] - ===> Epoch[4563](4563/1): Loss -0.9136, Sem 0.0234, dir -0.9943, norm 0.0573, swav 0.0000 LR: 1.117e-02 Score 99.080 Data time: 0.2064, Forward time: 2.2587, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.8059 [2020-11-08 11:45:38,322][root][INFO] - ===> Epoch[4564](4564/1): Loss -0.9180, Sem 0.0220, dir -0.9946, norm 0.0547, swav 0.0000 LR: 1.115e-02 Score 99.138 Data time: 0.2402, Forward time: 2.2587, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.4523 [2020-11-08 11:45:43,449][root][INFO] - ===> Epoch[4565](4565/1): Loss -0.9166, Sem 0.0222, dir -0.9945, norm 0.0557, swav 0.0000 LR: 1.113e-02 Score 99.124 Data time: 0.2191, Forward time: 2.2587, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.9792 [2020-11-08 11:45:48,300][root][INFO] - ===> Epoch[4566](4566/1): Loss -0.9138, Sem 0.0229, dir -0.9945, norm 0.0578, swav 0.0000 LR: 1.110e-02 Score 99.103 Data time: 0.2144, Forward time: 2.2587, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.7416 [2020-11-08 11:45:52,722][root][INFO] - ===> Epoch[4567](4567/1): Loss -0.9105, Sem 0.0241, dir -0.9944, norm 0.0598, swav 0.0000 LR: 1.108e-02 Score 99.052 Data time: 0.2135, Forward time: 2.2587, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.3065 [2020-11-08 11:45:58,110][root][INFO] - ===> Epoch[4568](4568/1): Loss -0.9136, Sem 0.0230, dir -0.9945, norm 0.0579, swav 0.0000 LR: 1.106e-02 Score 99.110 Data time: 0.2775, Forward time: 2.2588, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.2801 [2020-11-08 11:46:03,200][root][INFO] - ===> Epoch[4569](4569/1): Loss -0.9180, Sem 0.0221, dir -0.9947, norm 0.0547, swav 0.0000 LR: 1.104e-02 Score 99.135 Data time: 0.2242, Forward time: 2.2588, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.9380 [2020-11-08 11:46:08,398][root][INFO] - ===> Epoch[4570](4570/1): Loss -0.9182, Sem 0.0224, dir -0.9949, norm 0.0543, swav 0.0000 LR: 1.101e-02 Score 99.114 Data time: 0.2529, Forward time: 2.2589, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 5.0810 [2020-11-08 11:46:13,551][root][INFO] - ===> Epoch[4571](4571/1): Loss -0.9184, Sem 0.0224, dir -0.9950, norm 0.0542, swav 0.0000 LR: 1.099e-02 Score 99.115 Data time: 0.2138, Forward time: 2.2589, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.0227 [2020-11-08 11:46:18,668][root][INFO] - ===> Epoch[4572](4572/1): Loss -0.9158, Sem 0.0234, dir -0.9948, norm 0.0556, swav 0.0000 LR: 1.097e-02 Score 99.079 Data time: 0.2494, Forward time: 2.2589, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.9917 [2020-11-08 11:46:24,025][root][INFO] - ===> Epoch[4573](4573/1): Loss -0.9148, Sem 0.0225, dir -0.9946, norm 0.0573, swav 0.0000 LR: 1.094e-02 Score 99.110 Data time: 0.2169, Forward time: 2.2589, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.2238 [2020-11-08 11:46:29,382][root][INFO] - ===> Epoch[4574](4574/1): Loss -0.9174, Sem 0.0227, dir -0.9950, norm 0.0549, swav 0.0000 LR: 1.092e-02 Score 99.103 Data time: 0.2294, Forward time: 2.2589, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.2383 [2020-11-08 11:46:34,338][root][INFO] - ===> Epoch[4575](4575/1): Loss -0.9150, Sem 0.0237, dir -0.9952, norm 0.0565, swav 0.0000 LR: 1.090e-02 Score 99.062 Data time: 0.2513, Forward time: 2.2590, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.8458 [2020-11-08 11:46:39,359][root][INFO] - ===> Epoch[4576](4576/1): Loss -0.9201, Sem 0.0224, dir -0.9951, norm 0.0526, swav 0.0000 LR: 1.087e-02 Score 99.123 Data time: 0.2479, Forward time: 2.2591, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.8912 [2020-11-08 11:46:44,868][root][INFO] - ===> Epoch[4577](4577/1): Loss -0.9143, Sem 0.0222, dir -0.9944, norm 0.0579, swav 0.0000 LR: 1.085e-02 Score 99.129 Data time: 0.2715, Forward time: 2.2592, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 5.3935 [2020-11-08 11:46:50,116][root][INFO] - ===> Epoch[4578](4578/1): Loss -0.9163, Sem 0.0223, dir -0.9951, norm 0.0565, swav 0.0000 LR: 1.083e-02 Score 99.119 Data time: 0.2097, Forward time: 2.2592, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 5.1148 [2020-11-08 11:46:55,511][root][INFO] - ===> Epoch[4579](4579/1): Loss -0.9176, Sem 0.0223, dir -0.9948, norm 0.0548, swav 0.0000 LR: 1.081e-02 Score 99.111 Data time: 0.1994, Forward time: 2.2592, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.2950 [2020-11-08 11:47:01,056][root][INFO] - ===> Epoch[4580](4580/1): Loss -0.9208, Sem 0.0216, dir -0.9957, norm 0.0532, swav 0.0000 LR: 1.078e-02 Score 99.155 Data time: 0.1960, Forward time: 2.2592, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.4695 [2020-11-08 11:47:05,887][root][INFO] - ===> Epoch[4581](4581/1): Loss -0.9203, Sem 0.0215, dir -0.9948, norm 0.0530, swav 0.0000 LR: 1.076e-02 Score 99.149 Data time: 0.2115, Forward time: 2.2592, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.7253 [2020-11-08 11:47:11,184][root][INFO] - ===> Epoch[4582](4582/1): Loss -0.9233, Sem 0.0213, dir -0.9957, norm 0.0512, swav 0.0000 LR: 1.074e-02 Score 99.155 Data time: 0.2769, Forward time: 2.2592, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.1954 [2020-11-08 11:47:15,781][root][INFO] - ===> Epoch[4583](4583/1): Loss -0.9193, Sem 0.0227, dir -0.9950, norm 0.0531, swav 0.0000 LR: 1.071e-02 Score 99.104 Data time: 0.2049, Forward time: 2.2592, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.4504 [2020-11-08 11:47:20,261][root][INFO] - ===> Epoch[4584](4584/1): Loss -0.9151, Sem 0.0230, dir -0.9949, norm 0.0568, swav 0.0000 LR: 1.069e-02 Score 99.093 Data time: 0.2076, Forward time: 2.2591, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.3636 [2020-11-08 11:47:25,416][root][INFO] - ===> Epoch[4585](4585/1): Loss -0.9150, Sem 0.0226, dir -0.9947, norm 0.0571, swav 0.0000 LR: 1.067e-02 Score 99.118 Data time: 0.1916, Forward time: 2.2591, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.0188 [2020-11-08 11:47:30,526][root][INFO] - ===> Epoch[4586](4586/1): Loss -0.9209, Sem 0.0212, dir -0.9952, norm 0.0531, swav 0.0000 LR: 1.064e-02 Score 99.160 Data time: 0.1581, Forward time: 2.2589, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.0084 [2020-11-08 11:47:35,320][root][INFO] - ===> Epoch[4587](4587/1): Loss -0.9212, Sem 0.0215, dir -0.9951, norm 0.0524, swav 0.0000 LR: 1.062e-02 Score 99.154 Data time: 0.2002, Forward time: 2.2589, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.7342 [2020-11-08 11:47:40,639][root][INFO] - ===> Epoch[4588](4588/1): Loss -0.9137, Sem 0.0233, dir -0.9943, norm 0.0573, swav 0.0000 LR: 1.060e-02 Score 99.089 Data time: 0.1759, Forward time: 2.2588, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.1828 [2020-11-08 11:47:45,485][root][INFO] - ===> Epoch[4589](4589/1): Loss -0.9151, Sem 0.0225, dir -0.9943, norm 0.0567, swav 0.0000 LR: 1.057e-02 Score 99.114 Data time: 0.2381, Forward time: 2.2588, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.7377 [2020-11-08 11:47:50,225][root][INFO] - ===> Epoch[4590](4590/1): Loss -0.9180, Sem 0.0229, dir -0.9947, norm 0.0538, swav 0.0000 LR: 1.055e-02 Score 99.091 Data time: 0.2159, Forward time: 2.2588, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.5982 [2020-11-08 11:47:55,579][root][INFO] - ===> Epoch[4591](4591/1): Loss -0.9178, Sem 0.0230, dir -0.9947, norm 0.0539, swav 0.0000 LR: 1.053e-02 Score 99.097 Data time: 0.1625, Forward time: 2.2587, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.2225 [2020-11-08 11:48:00,690][root][INFO] - ===> Epoch[4592](4592/1): Loss -0.9164, Sem 0.0229, dir -0.9946, norm 0.0553, swav 0.0000 LR: 1.051e-02 Score 99.106 Data time: 0.2121, Forward time: 2.2587, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.0050 [2020-11-08 11:48:06,296][root][INFO] - ===> Epoch[4593](4593/1): Loss -0.9178, Sem 0.0220, dir -0.9948, norm 0.0550, swav 0.0000 LR: 1.048e-02 Score 99.139 Data time: 0.2080, Forward time: 2.2587, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 5.4662 [2020-11-08 11:48:10,832][root][INFO] - ===> Epoch[4594](4594/1): Loss -0.9199, Sem 0.0226, dir -0.9951, norm 0.0525, swav 0.0000 LR: 1.046e-02 Score 99.107 Data time: 0.1989, Forward time: 2.2586, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.3761 [2020-11-08 11:48:15,791][root][INFO] - ===> Epoch[4595](4595/1): Loss -0.9168, Sem 0.0222, dir -0.9947, norm 0.0557, swav 0.0000 LR: 1.044e-02 Score 99.122 Data time: 0.2053, Forward time: 2.2586, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.8297 [2020-11-08 11:48:20,792][root][INFO] - ===> Epoch[4596](4596/1): Loss -0.9192, Sem 0.0220, dir -0.9953, norm 0.0540, swav 0.0000 LR: 1.041e-02 Score 99.126 Data time: 0.1918, Forward time: 2.2585, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.8969 [2020-11-08 11:48:25,557][root][INFO] - ===> Epoch[4597](4597/1): Loss -0.9174, Sem 0.0217, dir -0.9945, norm 0.0554, swav 0.0000 LR: 1.039e-02 Score 99.142 Data time: 0.2006, Forward time: 2.2585, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.6400 [2020-11-08 11:48:30,298][root][INFO] - ===> Epoch[4598](4598/1): Loss -0.9121, Sem 0.0231, dir -0.9942, norm 0.0589, swav 0.0000 LR: 1.037e-02 Score 99.098 Data time: 0.2791, Forward time: 2.2585, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.6264 [2020-11-08 11:48:35,977][root][INFO] - ===> Epoch[4599](4599/1): Loss -0.9174, Sem 0.0218, dir -0.9945, norm 0.0553, swav 0.0000 LR: 1.034e-02 Score 99.140 Data time: 0.2697, Forward time: 2.2587, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.5600 [2020-11-08 11:48:40,946][root][INFO] - ===> Epoch[4600](4600/1): Loss -0.9188, Sem 0.0213, dir -0.9948, norm 0.0547, swav 0.0000 LR: 1.032e-02 Score 99.168 Data time: 0.2188, Forward time: 2.2587, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.8369 [2020-11-08 11:48:45,649][root][INFO] - ===> Epoch[4601](4601/1): Loss -0.9143, Sem 0.0241, dir -0.9945, norm 0.0562, swav 0.0000 LR: 1.030e-02 Score 99.048 Data time: 0.2068, Forward time: 2.2587, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.5832 [2020-11-08 11:48:51,089][root][INFO] - ===> Epoch[4602](4602/1): Loss -0.9157, Sem 0.0226, dir -0.9946, norm 0.0562, swav 0.0000 LR: 1.027e-02 Score 99.111 Data time: 0.2547, Forward time: 2.2587, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.3236 [2020-11-08 11:48:56,364][root][INFO] - ===> Epoch[4603](4603/1): Loss -0.9176, Sem 0.0222, dir -0.9949, norm 0.0550, swav 0.0000 LR: 1.025e-02 Score 99.135 Data time: 0.1874, Forward time: 2.2586, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.1536 [2020-11-08 11:49:01,878][root][INFO] - ===> Epoch[4604](4604/1): Loss -0.9158, Sem 0.0220, dir -0.9945, norm 0.0567, swav 0.0000 LR: 1.023e-02 Score 99.131 Data time: 0.2428, Forward time: 2.2587, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.4195 [2020-11-08 11:49:07,279][root][INFO] - ===> Epoch[4605](4605/1): Loss -0.9196, Sem 0.0214, dir -0.9951, norm 0.0541, swav 0.0000 LR: 1.020e-02 Score 99.153 Data time: 0.2199, Forward time: 2.2587, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 5.2764 [2020-11-08 11:49:12,194][root][INFO] - ===> Epoch[4606](4606/1): Loss -0.9144, Sem 0.0231, dir -0.9949, norm 0.0574, swav 0.0000 LR: 1.018e-02 Score 99.098 Data time: 0.2310, Forward time: 2.2587, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.8058 [2020-11-08 11:49:16,851][root][INFO] - ===> Epoch[4607](4607/1): Loss -0.9159, Sem 0.0227, dir -0.9945, norm 0.0559, swav 0.0000 LR: 1.016e-02 Score 99.108 Data time: 0.2210, Forward time: 2.2587, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.5435 [2020-11-08 11:49:21,804][root][INFO] - ===> Epoch[4608](4608/1): Loss -0.9186, Sem 0.0221, dir -0.9947, norm 0.0540, swav 0.0000 LR: 1.013e-02 Score 99.137 Data time: 0.2322, Forward time: 2.2588, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.8221 [2020-11-08 11:49:26,852][root][INFO] - ===> Epoch[4609](4609/1): Loss -0.9223, Sem 0.0214, dir -0.9952, norm 0.0515, swav 0.0000 LR: 1.011e-02 Score 99.157 Data time: 0.2185, Forward time: 2.2588, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.9178 [2020-11-08 11:49:31,686][root][INFO] - ===> Epoch[4610](4610/1): Loss -0.9147, Sem 0.0226, dir -0.9944, norm 0.0571, swav 0.0000 LR: 1.009e-02 Score 99.110 Data time: 0.1879, Forward time: 2.2587, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.7281 [2020-11-08 11:49:36,908][root][INFO] - ===> Epoch[4611](4611/1): Loss -0.9177, Sem 0.0227, dir -0.9950, norm 0.0546, swav 0.0000 LR: 1.006e-02 Score 99.104 Data time: 0.2062, Forward time: 2.2587, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.1200 [2020-11-08 11:49:41,976][root][INFO] - ===> Epoch[4612](4612/1): Loss -0.9194, Sem 0.0225, dir -0.9951, norm 0.0533, swav 0.0000 LR: 1.004e-02 Score 99.115 Data time: 0.2651, Forward time: 2.2587, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.9597 [2020-11-08 11:49:46,619][root][INFO] - ===> Epoch[4613](4613/1): Loss -0.9192, Sem 0.0218, dir -0.9951, norm 0.0540, swav 0.0000 LR: 1.002e-02 Score 99.149 Data time: 0.2095, Forward time: 2.2587, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.4947 [2020-11-08 11:49:51,106][root][INFO] - ===> Epoch[4614](4614/1): Loss -0.9205, Sem 0.0223, dir -0.9949, norm 0.0521, swav 0.0000 LR: 9.995e-03 Score 99.129 Data time: 0.2067, Forward time: 2.2587, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.3514 [2020-11-08 11:49:56,169][root][INFO] - ===> Epoch[4615](4615/1): Loss -0.9156, Sem 0.0238, dir -0.9947, norm 0.0554, swav 0.0000 LR: 9.972e-03 Score 99.069 Data time: 0.2422, Forward time: 2.2587, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.9627 [2020-11-08 11:50:00,975][root][INFO] - ===> Epoch[4616](4616/1): Loss -0.9207, Sem 0.0221, dir -0.9954, norm 0.0526, swav 0.0000 LR: 9.949e-03 Score 99.132 Data time: 0.2040, Forward time: 2.2587, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.6737 [2020-11-08 11:50:06,242][root][INFO] - ===> Epoch[4617](4617/1): Loss -0.9192, Sem 0.0211, dir -0.9953, norm 0.0550, swav 0.0000 LR: 9.925e-03 Score 99.166 Data time: 0.2219, Forward time: 2.2587, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.1636 [2020-11-08 11:50:11,213][root][INFO] - ===> Epoch[4618](4618/1): Loss -0.9185, Sem 0.0218, dir -0.9948, norm 0.0545, swav 0.0000 LR: 9.902e-03 Score 99.149 Data time: 0.2343, Forward time: 2.2587, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.8288 [2020-11-08 11:50:15,597][root][INFO] - ===> Epoch[4619](4619/1): Loss -0.9159, Sem 0.0228, dir -0.9944, norm 0.0557, swav 0.0000 LR: 9.879e-03 Score 99.114 Data time: 0.2058, Forward time: 2.2587, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.2484 [2020-11-08 11:50:20,653][root][INFO] - ===> Epoch[4620](4620/1): Loss -0.9179, Sem 0.0226, dir -0.9948, norm 0.0542, swav 0.0000 LR: 9.856e-03 Score 99.106 Data time: 0.1856, Forward time: 2.2586, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.9166 [2020-11-08 11:50:26,472][root][INFO] - ===> Epoch[4621](4621/1): Loss -0.9196, Sem 0.0224, dir -0.9952, norm 0.0532, swav 0.0000 LR: 9.832e-03 Score 99.119 Data time: 0.1802, Forward time: 2.2585, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.7023 [2020-11-08 11:50:31,643][root][INFO] - ===> Epoch[4622](4622/1): Loss -0.9165, Sem 0.0224, dir -0.9944, norm 0.0554, swav 0.0000 LR: 9.809e-03 Score 99.120 Data time: 0.2149, Forward time: 2.2585, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.0515 [2020-11-08 11:50:37,057][root][INFO] - ===> Epoch[4623](4623/1): Loss -0.9214, Sem 0.0220, dir -0.9956, norm 0.0523, swav 0.0000 LR: 9.786e-03 Score 99.135 Data time: 0.2166, Forward time: 2.2585, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.2953 [2020-11-08 11:50:41,737][root][INFO] - ===> Epoch[4624](4624/1): Loss -0.9185, Sem 0.0221, dir -0.9944, norm 0.0538, swav 0.0000 LR: 9.762e-03 Score 99.133 Data time: 0.2356, Forward time: 2.2585, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.5616 [2020-11-08 11:50:46,653][root][INFO] - ===> Epoch[4625](4625/1): Loss -0.9172, Sem 0.0223, dir -0.9949, norm 0.0554, swav 0.0000 LR: 9.739e-03 Score 99.123 Data time: 0.2223, Forward time: 2.2586, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.7871 [2020-11-08 11:50:51,285][root][INFO] - ===> Epoch[4626](4626/1): Loss -0.9155, Sem 0.0232, dir -0.9945, norm 0.0558, swav 0.0000 LR: 9.716e-03 Score 99.098 Data time: 0.1941, Forward time: 2.2585, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.5038 [2020-11-08 11:50:56,623][root][INFO] - ===> Epoch[4627](4627/1): Loss -0.9128, Sem 0.0240, dir -0.9950, norm 0.0582, swav 0.0000 LR: 9.692e-03 Score 99.054 Data time: 0.2285, Forward time: 2.2585, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.2330 [2020-11-08 11:51:01,685][root][INFO] - ===> Epoch[4628](4628/1): Loss -0.9126, Sem 0.0225, dir -0.9950, norm 0.0599, swav 0.0000 LR: 9.669e-03 Score 99.119 Data time: 0.1895, Forward time: 2.2585, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.9343 [2020-11-08 11:51:06,709][root][INFO] - ===> Epoch[4629](4629/1): Loss -0.9114, Sem 0.0248, dir -0.9939, norm 0.0576, swav 0.0000 LR: 9.646e-03 Score 99.041 Data time: 0.1632, Forward time: 2.2584, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.9073 [2020-11-08 11:51:11,432][root][INFO] - ===> Epoch[4630](4630/1): Loss -0.9151, Sem 0.0228, dir -0.9946, norm 0.0568, swav 0.0000 LR: 9.622e-03 Score 99.103 Data time: 0.2121, Forward time: 2.2584, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.6347 [2020-11-08 11:51:16,454][root][INFO] - ===> Epoch[4631](4631/1): Loss -0.9139, Sem 0.0226, dir -0.9948, norm 0.0583, swav 0.0000 LR: 9.599e-03 Score 99.106 Data time: 0.2143, Forward time: 2.2583, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.8792 [2020-11-08 11:51:21,515][root][INFO] - ===> Epoch[4632](4632/1): Loss -0.9176, Sem 0.0219, dir -0.9949, norm 0.0554, swav 0.0000 LR: 9.576e-03 Score 99.128 Data time: 0.2264, Forward time: 2.2584, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.9239 [2020-11-08 11:51:26,073][root][INFO] - ===> Epoch[4633](4633/1): Loss -0.9232, Sem 0.0213, dir -0.9951, norm 0.0505, swav 0.0000 LR: 9.552e-03 Score 99.158 Data time: 0.2084, Forward time: 2.2584, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.4241 [2020-11-08 11:51:31,168][root][INFO] - ===> Epoch[4634](4634/1): Loss -0.9158, Sem 0.0230, dir -0.9947, norm 0.0559, swav 0.0000 LR: 9.529e-03 Score 99.091 Data time: 0.1973, Forward time: 2.2583, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.9662 [2020-11-08 11:51:35,843][root][INFO] - ===> Epoch[4635](4635/1): Loss -0.9197, Sem 0.0221, dir -0.9949, norm 0.0532, swav 0.0000 LR: 9.506e-03 Score 99.125 Data time: 0.2201, Forward time: 2.2583, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.5512 [2020-11-08 11:51:40,760][root][INFO] - ===> Epoch[4636](4636/1): Loss -0.9161, Sem 0.0222, dir -0.9942, norm 0.0559, swav 0.0000 LR: 9.482e-03 Score 99.131 Data time: 0.1799, Forward time: 2.2582, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.7907 [2020-11-08 11:51:45,990][root][INFO] - ===> Epoch[4637](4637/1): Loss -0.9195, Sem 0.0221, dir -0.9949, norm 0.0532, swav 0.0000 LR: 9.459e-03 Score 99.125 Data time: 0.2456, Forward time: 2.2583, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.1517 [2020-11-08 11:51:50,749][root][INFO] - ===> Epoch[4638](4638/1): Loss -0.9136, Sem 0.0234, dir -0.9947, norm 0.0578, swav 0.0000 LR: 9.435e-03 Score 99.083 Data time: 0.1761, Forward time: 2.2583, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.6339 [2020-11-08 11:51:55,640][root][INFO] - ===> Epoch[4639](4639/1): Loss -0.9177, Sem 0.0225, dir -0.9951, norm 0.0549, swav 0.0000 LR: 9.412e-03 Score 99.114 Data time: 0.2127, Forward time: 2.2582, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.7857 [2020-11-08 11:52:00,644][root][INFO] - ===> Epoch[4640](4640/1): Loss -0.9171, Sem 0.0222, dir -0.9949, norm 0.0556, swav 0.0000 LR: 9.389e-03 Score 99.127 Data time: 0.1817, Forward time: 2.2581, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.8878 [2020-11-08 11:52:05,583][root][INFO] - ===> Epoch[4641](4641/1): Loss -0.9229, Sem 0.0213, dir -0.9951, norm 0.0509, swav 0.0000 LR: 9.365e-03 Score 99.162 Data time: 0.2396, Forward time: 2.2582, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.8360 [2020-11-08 11:52:10,815][root][INFO] - ===> Epoch[4642](4642/1): Loss -0.9210, Sem 0.0225, dir -0.9953, norm 0.0519, swav 0.0000 LR: 9.342e-03 Score 99.108 Data time: 0.2155, Forward time: 2.2582, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.1144 [2020-11-08 11:52:16,106][root][INFO] - ===> Epoch[4643](4643/1): Loss -0.9142, Sem 0.0228, dir -0.9950, norm 0.0580, swav 0.0000 LR: 9.318e-03 Score 99.108 Data time: 0.2053, Forward time: 2.2582, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.1692 [2020-11-08 11:52:21,115][root][INFO] - ===> Epoch[4644](4644/1): Loss -0.9198, Sem 0.0221, dir -0.9949, norm 0.0530, swav 0.0000 LR: 9.295e-03 Score 99.131 Data time: 0.2180, Forward time: 2.2582, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.9013 [2020-11-08 11:52:25,936][root][INFO] - ===> Epoch[4645](4645/1): Loss -0.9128, Sem 0.0235, dir -0.9938, norm 0.0574, swav 0.0000 LR: 9.272e-03 Score 99.096 Data time: 0.2359, Forward time: 2.2582, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.7015 [2020-11-08 11:52:30,737][root][INFO] - ===> Epoch[4646](4646/1): Loss -0.9159, Sem 0.0236, dir -0.9948, norm 0.0553, swav 0.0000 LR: 9.248e-03 Score 99.069 Data time: 0.2112, Forward time: 2.2582, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.7009 [2020-11-08 11:52:35,534][root][INFO] - ===> Epoch[4647](4647/1): Loss -0.9199, Sem 0.0221, dir -0.9955, norm 0.0536, swav 0.0000 LR: 9.225e-03 Score 99.136 Data time: 0.2373, Forward time: 2.2582, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.6852 [2020-11-08 11:52:40,304][root][INFO] - ===> Epoch[4648](4648/1): Loss -0.9188, Sem 0.0215, dir -0.9951, norm 0.0548, swav 0.0000 LR: 9.201e-03 Score 99.151 Data time: 0.2208, Forward time: 2.2582, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.6277 [2020-11-08 11:52:45,688][root][INFO] - ===> Epoch[4649](4649/1): Loss -0.9185, Sem 0.0219, dir -0.9948, norm 0.0544, swav 0.0000 LR: 9.178e-03 Score 99.144 Data time: 0.2240, Forward time: 2.2583, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.2642 [2020-11-08 11:52:50,620][root][INFO] - ===> Epoch[4650](4650/1): Loss -0.9147, Sem 0.0229, dir -0.9950, norm 0.0574, swav 0.0000 LR: 9.154e-03 Score 99.098 Data time: 0.2166, Forward time: 2.2583, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.7970 [2020-11-08 11:52:55,623][root][INFO] - ===> Epoch[4651](4651/1): Loss -0.9161, Sem 0.0229, dir -0.9947, norm 0.0558, swav 0.0000 LR: 9.131e-03 Score 99.106 Data time: 0.1752, Forward time: 2.2582, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.8819 [2020-11-08 11:53:00,774][root][INFO] - ===> Epoch[4652](4652/1): Loss -0.9164, Sem 0.0231, dir -0.9948, norm 0.0553, swav 0.0000 LR: 9.107e-03 Score 99.092 Data time: 0.2452, Forward time: 2.2582, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.0347 [2020-11-08 11:53:05,400][root][INFO] - ===> Epoch[4653](4653/1): Loss -0.9206, Sem 0.0223, dir -0.9952, norm 0.0523, swav 0.0000 LR: 9.084e-03 Score 99.118 Data time: 0.2105, Forward time: 2.2582, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.4854 [2020-11-08 11:53:10,399][root][INFO] - ===> Epoch[4654](4654/1): Loss -0.9193, Sem 0.0222, dir -0.9949, norm 0.0534, swav 0.0000 LR: 9.060e-03 Score 99.121 Data time: 0.2474, Forward time: 2.2582, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.8798 [2020-11-08 11:53:15,588][root][INFO] - ===> Epoch[4655](4655/1): Loss -0.9142, Sem 0.0219, dir -0.9943, norm 0.0582, swav 0.0000 LR: 9.037e-03 Score 99.147 Data time: 0.2130, Forward time: 2.2583, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.0593 [2020-11-08 11:53:20,510][root][INFO] - ===> Epoch[4656](4656/1): Loss -0.9193, Sem 0.0214, dir -0.9948, norm 0.0541, swav 0.0000 LR: 9.013e-03 Score 99.161 Data time: 0.1836, Forward time: 2.2582, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.7920 [2020-11-08 11:53:25,532][root][INFO] - ===> Epoch[4657](4657/1): Loss -0.9187, Sem 0.0221, dir -0.9954, norm 0.0546, swav 0.0000 LR: 8.990e-03 Score 99.138 Data time: 0.1895, Forward time: 2.2581, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.9365 [2020-11-08 11:53:30,906][root][INFO] - ===> Epoch[4658](4658/1): Loss -0.9151, Sem 0.0232, dir -0.9944, norm 0.0561, swav 0.0000 LR: 8.966e-03 Score 99.100 Data time: 0.1959, Forward time: 2.2581, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.2779 [2020-11-08 11:53:35,802][root][INFO] - ===> Epoch[4659](4659/1): Loss -0.9155, Sem 0.0231, dir -0.9945, norm 0.0559, swav 0.0000 LR: 8.943e-03 Score 99.092 Data time: 0.2273, Forward time: 2.2581, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.7897 [2020-11-08 11:53:40,667][root][INFO] - ===> Epoch[4660](4660/1): Loss -0.9168, Sem 0.0228, dir -0.9948, norm 0.0552, swav 0.0000 LR: 8.919e-03 Score 99.099 Data time: 0.2221, Forward time: 2.2581, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.7378 [2020-11-08 11:53:45,609][root][INFO] - ===> Epoch[4661](4661/1): Loss -0.9150, Sem 0.0228, dir -0.9947, norm 0.0568, swav 0.0000 LR: 8.896e-03 Score 99.103 Data time: 0.1492, Forward time: 2.2579, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.8082 [2020-11-08 11:53:50,125][root][INFO] - ===> Epoch[4662](4662/1): Loss -0.9149, Sem 0.0223, dir -0.9945, norm 0.0573, swav 0.0000 LR: 8.872e-03 Score 99.125 Data time: 0.1901, Forward time: 2.2578, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.4325 [2020-11-08 11:53:55,605][root][INFO] - ===> Epoch[4663](4663/1): Loss -0.9183, Sem 0.0210, dir -0.9947, norm 0.0554, swav 0.0000 LR: 8.849e-03 Score 99.178 Data time: 0.2636, Forward time: 2.2580, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.3776 [2020-11-08 11:54:00,491][root][INFO] - ===> Epoch[4664](4664/1): Loss -0.9193, Sem 0.0220, dir -0.9949, norm 0.0536, swav 0.0000 LR: 8.825e-03 Score 99.125 Data time: 0.2444, Forward time: 2.2580, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.7507 [2020-11-08 11:54:05,868][root][INFO] - ===> Epoch[4665](4665/1): Loss -0.9148, Sem 0.0228, dir -0.9947, norm 0.0571, swav 0.0000 LR: 8.801e-03 Score 99.111 Data time: 0.1844, Forward time: 2.2579, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.2401 [2020-11-08 11:54:10,847][root][INFO] - ===> Epoch[4666](4666/1): Loss -0.9200, Sem 0.0210, dir -0.9952, norm 0.0542, swav 0.0000 LR: 8.778e-03 Score 99.168 Data time: 0.2158, Forward time: 2.2579, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.8836 [2020-11-08 11:54:15,882][root][INFO] - ===> Epoch[4667](4667/1): Loss -0.9185, Sem 0.0223, dir -0.9953, norm 0.0544, swav 0.0000 LR: 8.754e-03 Score 99.120 Data time: 0.2553, Forward time: 2.2579, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.9142 [2020-11-08 11:54:20,591][root][INFO] - ===> Epoch[4668](4668/1): Loss -0.9152, Sem 0.0239, dir -0.9949, norm 0.0558, swav 0.0000 LR: 8.731e-03 Score 99.066 Data time: 0.2332, Forward time: 2.2580, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.5786 [2020-11-08 11:54:26,061][root][INFO] - ===> Epoch[4669](4669/1): Loss -0.9192, Sem 0.0219, dir -0.9949, norm 0.0537, swav 0.0000 LR: 8.707e-03 Score 99.135 Data time: 0.1876, Forward time: 2.2579, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.3500 [2020-11-08 11:54:31,238][root][INFO] - ===> Epoch[4670](4670/1): Loss -0.9171, Sem 0.0228, dir -0.9947, norm 0.0548, swav 0.0000 LR: 8.683e-03 Score 99.104 Data time: 0.1810, Forward time: 2.2578, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.0731 [2020-11-08 11:54:36,104][root][INFO] - ===> Epoch[4671](4671/1): Loss -0.9181, Sem 0.0223, dir -0.9946, norm 0.0542, swav 0.0000 LR: 8.660e-03 Score 99.127 Data time: 0.1812, Forward time: 2.2578, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.7913 [2020-11-08 11:54:41,291][root][INFO] - ===> Epoch[4672](4672/1): Loss -0.9173, Sem 0.0231, dir -0.9943, norm 0.0539, swav 0.0000 LR: 8.636e-03 Score 99.093 Data time: 0.2150, Forward time: 2.2578, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 5.0735 [2020-11-08 11:54:46,283][root][INFO] - ===> Epoch[4673](4673/1): Loss -0.9191, Sem 0.0222, dir -0.9948, norm 0.0535, swav 0.0000 LR: 8.613e-03 Score 99.126 Data time: 0.2147, Forward time: 2.2578, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.8737 [2020-11-08 11:54:51,459][root][INFO] - ===> Epoch[4674](4674/1): Loss -0.9174, Sem 0.0217, dir -0.9944, norm 0.0553, swav 0.0000 LR: 8.589e-03 Score 99.145 Data time: 0.2736, Forward time: 2.2578, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.0485 [2020-11-08 11:54:56,283][root][INFO] - ===> Epoch[4675](4675/1): Loss -0.9227, Sem 0.0214, dir -0.9955, norm 0.0515, swav 0.0000 LR: 8.565e-03 Score 99.169 Data time: 0.2056, Forward time: 2.2578, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.6877 [2020-11-08 11:55:01,633][root][INFO] - ===> Epoch[4676](4676/1): Loss -0.9219, Sem 0.0221, dir -0.9954, norm 0.0514, swav 0.0000 LR: 8.542e-03 Score 99.121 Data time: 0.2353, Forward time: 2.2578, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 5.2261 [2020-11-08 11:55:07,181][root][INFO] - ===> Epoch[4677](4677/1): Loss -0.9164, Sem 0.0219, dir -0.9945, norm 0.0563, swav 0.0000 LR: 8.518e-03 Score 99.137 Data time: 0.2003, Forward time: 2.2578, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 5.4181 [2020-11-08 11:55:12,513][root][INFO] - ===> Epoch[4678](4678/1): Loss -0.9182, Sem 0.0216, dir -0.9949, norm 0.0551, swav 0.0000 LR: 8.494e-03 Score 99.148 Data time: 0.1860, Forward time: 2.2577, Backward time: 2.4144, DDP time: 0.0054, Total iter time: 5.2190 [2020-11-08 11:55:17,248][root][INFO] - ===> Epoch[4679](4679/1): Loss -0.9161, Sem 0.0229, dir -0.9947, norm 0.0556, swav 0.0000 LR: 8.471e-03 Score 99.095 Data time: 0.2248, Forward time: 2.2577, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 4.6098 [2020-11-08 11:55:23,275][root][INFO] - ===> Epoch[4680](4680/1): Loss -0.9198, Sem 0.0217, dir -0.9949, norm 0.0534, swav 0.0000 LR: 8.447e-03 Score 99.144 Data time: 0.2677, Forward time: 2.2578, Backward time: 2.4144, DDP time: 0.0054, Total iter time: 5.8949 [2020-11-08 11:55:28,886][root][INFO] - ===> Epoch[4681](4681/1): Loss -0.9171, Sem 0.0217, dir -0.9950, norm 0.0562, swav 0.0000 LR: 8.423e-03 Score 99.146 Data time: 0.1989, Forward time: 2.2578, Backward time: 2.4146, DDP time: 0.0054, Total iter time: 5.4852 [2020-11-08 11:55:33,750][root][INFO] - ===> Epoch[4682](4682/1): Loss -0.9171, Sem 0.0228, dir -0.9947, norm 0.0548, swav 0.0000 LR: 8.400e-03 Score 99.097 Data time: 0.2250, Forward time: 2.2578, Backward time: 2.4145, DDP time: 0.0054, Total iter time: 4.7344 [2020-11-08 11:55:38,336][root][INFO] - ===> Epoch[4683](4683/1): Loss -0.9217, Sem 0.0204, dir -0.9951, norm 0.0530, swav 0.0000 LR: 8.376e-03 Score 99.186 Data time: 0.2370, Forward time: 2.2578, Backward time: 2.4144, DDP time: 0.0054, Total iter time: 4.4655 [2020-11-08 11:55:43,556][root][INFO] - ===> Epoch[4684](4684/1): Loss -0.9185, Sem 0.0219, dir -0.9947, norm 0.0543, swav 0.0000 LR: 8.352e-03 Score 99.137 Data time: 0.2366, Forward time: 2.2579, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 5.0953 [2020-11-08 11:55:48,049][root][INFO] - ===> Epoch[4685](4685/1): Loss -0.9161, Sem 0.0227, dir -0.9944, norm 0.0556, swav 0.0000 LR: 8.329e-03 Score 99.118 Data time: 0.1773, Forward time: 2.2578, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 4.3657 [2020-11-08 11:55:53,179][root][INFO] - ===> Epoch[4686](4686/1): Loss -0.9172, Sem 0.0236, dir -0.9950, norm 0.0541, swav 0.0000 LR: 8.305e-03 Score 99.073 Data time: 0.2562, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 5.0158 [2020-11-08 11:55:58,281][root][INFO] - ===> Epoch[4687](4687/1): Loss -0.9178, Sem 0.0232, dir -0.9947, norm 0.0538, swav 0.0000 LR: 8.281e-03 Score 99.085 Data time: 0.1988, Forward time: 2.2579, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 4.9650 [2020-11-08 11:56:03,281][root][INFO] - ===> Epoch[4688](4688/1): Loss -0.9205, Sem 0.0215, dir -0.9946, norm 0.0526, swav 0.0000 LR: 8.257e-03 Score 99.156 Data time: 0.2057, Forward time: 2.2578, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 4.8774 [2020-11-08 11:56:08,329][root][INFO] - ===> Epoch[4689](4689/1): Loss -0.9136, Sem 0.0234, dir -0.9946, norm 0.0575, swav 0.0000 LR: 8.234e-03 Score 99.089 Data time: 0.2423, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.9642 [2020-11-08 11:56:13,140][root][INFO] - ===> Epoch[4690](4690/1): Loss -0.9169, Sem 0.0229, dir -0.9952, norm 0.0553, swav 0.0000 LR: 8.210e-03 Score 99.110 Data time: 0.2064, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.6795 [2020-11-08 11:56:18,528][root][INFO] - ===> Epoch[4691](4691/1): Loss -0.9190, Sem 0.0223, dir -0.9949, norm 0.0536, swav 0.0000 LR: 8.186e-03 Score 99.114 Data time: 0.1897, Forward time: 2.2578, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 5.2706 [2020-11-08 11:56:23,567][root][INFO] - ===> Epoch[4692](4692/1): Loss -0.9171, Sem 0.0225, dir -0.9945, norm 0.0549, swav 0.0000 LR: 8.162e-03 Score 99.114 Data time: 0.2387, Forward time: 2.2579, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 4.9208 [2020-11-08 11:56:28,710][root][INFO] - ===> Epoch[4693](4693/1): Loss -0.9182, Sem 0.0226, dir -0.9949, norm 0.0540, swav 0.0000 LR: 8.139e-03 Score 99.107 Data time: 0.2094, Forward time: 2.2579, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 5.0078 [2020-11-08 11:56:33,402][root][INFO] - ===> Epoch[4694](4694/1): Loss -0.9166, Sem 0.0229, dir -0.9944, norm 0.0550, swav 0.0000 LR: 8.115e-03 Score 99.101 Data time: 0.1990, Forward time: 2.2578, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.5423 [2020-11-08 11:56:38,723][root][INFO] - ===> Epoch[4695](4695/1): Loss -0.9178, Sem 0.0224, dir -0.9951, norm 0.0549, swav 0.0000 LR: 8.091e-03 Score 99.112 Data time: 0.2278, Forward time: 2.2578, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 5.2140 [2020-11-08 11:56:43,341][root][INFO] - ===> Epoch[4696](4696/1): Loss -0.9197, Sem 0.0223, dir -0.9952, norm 0.0533, swav 0.0000 LR: 8.067e-03 Score 99.120 Data time: 0.2094, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.4622 [2020-11-08 11:56:48,385][root][INFO] - ===> Epoch[4697](4697/1): Loss -0.9149, Sem 0.0229, dir -0.9951, norm 0.0572, swav 0.0000 LR: 8.043e-03 Score 99.101 Data time: 0.1983, Forward time: 2.2578, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.9152 [2020-11-08 11:56:53,706][root][INFO] - ===> Epoch[4698](4698/1): Loss -0.9196, Sem 0.0226, dir -0.9954, norm 0.0531, swav 0.0000 LR: 8.019e-03 Score 99.106 Data time: 0.2543, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 5.2106 [2020-11-08 11:56:58,700][root][INFO] - ===> Epoch[4699](4699/1): Loss -0.9164, Sem 0.0219, dir -0.9948, norm 0.0565, swav 0.0000 LR: 7.996e-03 Score 99.140 Data time: 0.1910, Forward time: 2.2578, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.8600 [2020-11-08 11:57:03,670][root][INFO] - ===> Epoch[4700](4700/1): Loss -0.9193, Sem 0.0227, dir -0.9951, norm 0.0531, swav 0.0000 LR: 7.972e-03 Score 99.100 Data time: 0.2551, Forward time: 2.2579, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.8880 [2020-11-08 11:57:08,711][root][INFO] - ===> Epoch[4701](4701/1): Loss -0.9188, Sem 0.0214, dir -0.9948, norm 0.0546, swav 0.0000 LR: 7.948e-03 Score 99.159 Data time: 0.2851, Forward time: 2.2580, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.8912 [2020-11-08 11:57:14,656][root][INFO] - ===> Epoch[4702](4702/1): Loss -0.9195, Sem 0.0219, dir -0.9953, norm 0.0540, swav 0.0000 LR: 7.924e-03 Score 99.132 Data time: 0.1909, Forward time: 2.2579, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 5.8234 [2020-11-08 11:57:19,777][root][INFO] - ===> Epoch[4703](4703/1): Loss -0.9171, Sem 0.0226, dir -0.9948, norm 0.0550, swav 0.0000 LR: 7.900e-03 Score 99.108 Data time: 0.2122, Forward time: 2.2579, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 5.0082 [2020-11-08 11:57:24,428][root][INFO] - ===> Epoch[4704](4704/1): Loss -0.9171, Sem 0.0233, dir -0.9950, norm 0.0546, swav 0.0000 LR: 7.876e-03 Score 99.079 Data time: 0.2064, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.5397 [2020-11-08 11:57:29,307][root][INFO] - ===> Epoch[4705](4705/1): Loss -0.9165, Sem 0.0236, dir -0.9947, norm 0.0546, swav 0.0000 LR: 7.853e-03 Score 99.077 Data time: 0.2126, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.7711 [2020-11-08 11:57:34,119][root][INFO] - ===> Epoch[4706](4706/1): Loss -0.9144, Sem 0.0238, dir -0.9948, norm 0.0567, swav 0.0000 LR: 7.829e-03 Score 99.072 Data time: 0.2410, Forward time: 2.2580, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.6942 [2020-11-08 11:57:38,673][root][INFO] - ===> Epoch[4707](4707/1): Loss -0.9131, Sem 0.0229, dir -0.9941, norm 0.0581, swav 0.0000 LR: 7.805e-03 Score 99.096 Data time: 0.2109, Forward time: 2.2580, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.4223 [2020-11-08 11:57:43,578][root][INFO] - ===> Epoch[4708](4708/1): Loss -0.9176, Sem 0.0222, dir -0.9947, norm 0.0549, swav 0.0000 LR: 7.781e-03 Score 99.126 Data time: 0.2063, Forward time: 2.2579, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.7871 [2020-11-08 11:57:48,725][root][INFO] - ===> Epoch[4709](4709/1): Loss -0.9183, Sem 0.0225, dir -0.9950, norm 0.0543, swav 0.0000 LR: 7.757e-03 Score 99.115 Data time: 0.2415, Forward time: 2.2580, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.0286 [2020-11-08 11:57:54,152][root][INFO] - ===> Epoch[4710](4710/1): Loss -0.9179, Sem 0.0225, dir -0.9947, norm 0.0543, swav 0.0000 LR: 7.733e-03 Score 99.113 Data time: 0.2281, Forward time: 2.2581, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.3023 [2020-11-08 11:57:58,943][root][INFO] - ===> Epoch[4711](4711/1): Loss -0.9122, Sem 0.0240, dir -0.9947, norm 0.0586, swav 0.0000 LR: 7.709e-03 Score 99.061 Data time: 0.2188, Forward time: 2.2581, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.6507 [2020-11-08 11:58:04,075][root][INFO] - ===> Epoch[4712](4712/1): Loss -0.9202, Sem 0.0224, dir -0.9956, norm 0.0529, swav 0.0000 LR: 7.685e-03 Score 99.119 Data time: 0.2169, Forward time: 2.2580, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.9918 [2020-11-08 11:58:08,940][root][INFO] - ===> Epoch[4713](4713/1): Loss -0.9199, Sem 0.0215, dir -0.9953, norm 0.0539, swav 0.0000 LR: 7.661e-03 Score 99.158 Data time: 0.2289, Forward time: 2.2581, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.7488 [2020-11-08 11:58:13,973][root][INFO] - ===> Epoch[4714](4714/1): Loss -0.9191, Sem 0.0219, dir -0.9950, norm 0.0540, swav 0.0000 LR: 7.637e-03 Score 99.132 Data time: 0.2252, Forward time: 2.2581, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.9013 [2020-11-08 11:58:18,990][root][INFO] - ===> Epoch[4715](4715/1): Loss -0.9159, Sem 0.0235, dir -0.9948, norm 0.0553, swav 0.0000 LR: 7.613e-03 Score 99.086 Data time: 0.2268, Forward time: 2.2581, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.8852 [2020-11-08 11:58:24,161][root][INFO] - ===> Epoch[4716](4716/1): Loss -0.9196, Sem 0.0220, dir -0.9949, norm 0.0533, swav 0.0000 LR: 7.589e-03 Score 99.134 Data time: 0.2525, Forward time: 2.2581, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.0468 [2020-11-08 11:58:29,259][root][INFO] - ===> Epoch[4717](4717/1): Loss -0.9191, Sem 0.0208, dir -0.9948, norm 0.0549, swav 0.0000 LR: 7.565e-03 Score 99.184 Data time: 0.2255, Forward time: 2.2581, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.9810 [2020-11-08 11:58:33,914][root][INFO] - ===> Epoch[4718](4718/1): Loss -0.9154, Sem 0.0239, dir -0.9942, norm 0.0549, swav 0.0000 LR: 7.541e-03 Score 99.066 Data time: 0.2158, Forward time: 2.2581, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.5136 [2020-11-08 11:58:38,873][root][INFO] - ===> Epoch[4719](4719/1): Loss -0.9195, Sem 0.0227, dir -0.9950, norm 0.0529, swav 0.0000 LR: 7.517e-03 Score 99.107 Data time: 0.2041, Forward time: 2.2581, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.8360 [2020-11-08 11:58:43,762][root][INFO] - ===> Epoch[4720](4720/1): Loss -0.9204, Sem 0.0221, dir -0.9952, norm 0.0528, swav 0.0000 LR: 7.493e-03 Score 99.131 Data time: 0.2071, Forward time: 2.2581, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.7891 [2020-11-08 11:58:48,458][root][INFO] - ===> Epoch[4721](4721/1): Loss -0.9178, Sem 0.0221, dir -0.9950, norm 0.0551, swav 0.0000 LR: 7.469e-03 Score 99.116 Data time: 0.2105, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.5766 [2020-11-08 11:58:52,730][root][INFO] - ===> Epoch[4722](4722/1): Loss -0.9202, Sem 0.0229, dir -0.9952, norm 0.0520, swav 0.0000 LR: 7.445e-03 Score 99.096 Data time: 0.2118, Forward time: 2.2580, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.1536 [2020-11-08 11:58:58,284][root][INFO] - ===> Epoch[4723](4723/1): Loss -0.9182, Sem 0.0216, dir -0.9953, norm 0.0555, swav 0.0000 LR: 7.421e-03 Score 99.149 Data time: 0.2093, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.4358 [2020-11-08 11:59:03,334][root][INFO] - ===> Epoch[4724](4724/1): Loss -0.9214, Sem 0.0215, dir -0.9954, norm 0.0525, swav 0.0000 LR: 7.397e-03 Score 99.148 Data time: 0.2332, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.8944 [2020-11-08 11:59:08,624][root][INFO] - ===> Epoch[4725](4725/1): Loss -0.9154, Sem 0.0238, dir -0.9952, norm 0.0559, swav 0.0000 LR: 7.373e-03 Score 99.077 Data time: 0.2112, Forward time: 2.2580, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.1462 [2020-11-08 11:59:13,594][root][INFO] - ===> Epoch[4726](4726/1): Loss -0.9170, Sem 0.0227, dir -0.9949, norm 0.0552, swav 0.0000 LR: 7.349e-03 Score 99.105 Data time: 0.2462, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.8399 [2020-11-08 11:59:18,742][root][INFO] - ===> Epoch[4727](4727/1): Loss -0.9176, Sem 0.0219, dir -0.9948, norm 0.0553, swav 0.0000 LR: 7.325e-03 Score 99.145 Data time: 0.1756, Forward time: 2.2579, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.0172 [2020-11-08 11:59:23,894][root][INFO] - ===> Epoch[4728](4728/1): Loss -0.9168, Sem 0.0230, dir -0.9947, norm 0.0550, swav 0.0000 LR: 7.301e-03 Score 99.092 Data time: 0.2120, Forward time: 2.2579, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.0521 [2020-11-08 11:59:28,888][root][INFO] - ===> Epoch[4729](4729/1): Loss -0.9164, Sem 0.0228, dir -0.9949, norm 0.0557, swav 0.0000 LR: 7.277e-03 Score 99.099 Data time: 0.1930, Forward time: 2.2579, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.8814 [2020-11-08 11:59:33,888][root][INFO] - ===> Epoch[4730](4730/1): Loss -0.9203, Sem 0.0226, dir -0.9953, norm 0.0524, swav 0.0000 LR: 7.253e-03 Score 99.111 Data time: 0.2540, Forward time: 2.2579, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.9021 [2020-11-08 11:59:38,990][root][INFO] - ===> Epoch[4731](4731/1): Loss -0.9099, Sem 0.0245, dir -0.9938, norm 0.0594, swav 0.0000 LR: 7.229e-03 Score 99.060 Data time: 0.2215, Forward time: 2.2579, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.9777 [2020-11-08 11:59:44,184][root][INFO] - ===> Epoch[4732](4732/1): Loss -0.9212, Sem 0.0214, dir -0.9951, norm 0.0525, swav 0.0000 LR: 7.205e-03 Score 99.159 Data time: 0.2685, Forward time: 2.2579, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.0645 [2020-11-08 11:59:49,529][root][INFO] - ===> Epoch[4733](4733/1): Loss -0.9192, Sem 0.0220, dir -0.9949, norm 0.0538, swav 0.0000 LR: 7.181e-03 Score 99.130 Data time: 0.2192, Forward time: 2.2579, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.2204 [2020-11-08 11:59:54,547][root][INFO] - ===> Epoch[4734](4734/1): Loss -0.9189, Sem 0.0221, dir -0.9950, norm 0.0539, swav 0.0000 LR: 7.157e-03 Score 99.124 Data time: 0.2329, Forward time: 2.2580, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.9016 [2020-11-08 11:59:59,489][root][INFO] - ===> Epoch[4735](4735/1): Loss -0.9201, Sem 0.0213, dir -0.9948, norm 0.0533, swav 0.0000 LR: 7.133e-03 Score 99.167 Data time: 0.1889, Forward time: 2.2579, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.8249 [2020-11-08 12:00:05,153][root][INFO] - ===> Epoch[4736](4736/1): Loss -0.9202, Sem 0.0223, dir -0.9952, norm 0.0527, swav 0.0000 LR: 7.108e-03 Score 99.116 Data time: 0.2619, Forward time: 2.2580, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.5481 [2020-11-08 12:00:10,188][root][INFO] - ===> Epoch[4737](4737/1): Loss -0.9226, Sem 0.0209, dir -0.9955, norm 0.0520, swav 0.0000 LR: 7.084e-03 Score 99.179 Data time: 0.2138, Forward time: 2.2580, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.9189 [2020-11-08 12:00:15,850][root][INFO] - ===> Epoch[4738](4738/1): Loss -0.9180, Sem 0.0216, dir -0.9948, norm 0.0552, swav 0.0000 LR: 7.060e-03 Score 99.146 Data time: 0.1970, Forward time: 2.2580, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.5514 [2020-11-08 12:00:21,125][root][INFO] - ===> Epoch[4739](4739/1): Loss -0.9136, Sem 0.0240, dir -0.9941, norm 0.0564, swav 0.0000 LR: 7.036e-03 Score 99.057 Data time: 0.2206, Forward time: 2.2580, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.1855 [2020-11-08 12:00:26,272][root][INFO] - ===> Epoch[4740](4740/1): Loss -0.9184, Sem 0.0222, dir -0.9944, norm 0.0539, swav 0.0000 LR: 7.012e-03 Score 99.135 Data time: 0.2241, Forward time: 2.2580, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.0482 [2020-11-08 12:00:31,432][root][INFO] - ===> Epoch[4741](4741/1): Loss -0.9148, Sem 0.0240, dir -0.9944, norm 0.0556, swav 0.0000 LR: 6.988e-03 Score 99.097 Data time: 0.2425, Forward time: 2.2581, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.0297 [2020-11-08 12:00:36,604][root][INFO] - ===> Epoch[4742](4742/1): Loss -0.9166, Sem 0.0231, dir -0.9950, norm 0.0554, swav 0.0000 LR: 6.963e-03 Score 99.085 Data time: 0.2055, Forward time: 2.2580, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.0578 [2020-11-08 12:00:41,687][root][INFO] - ===> Epoch[4743](4743/1): Loss -0.9199, Sem 0.0232, dir -0.9950, norm 0.0519, swav 0.0000 LR: 6.939e-03 Score 99.082 Data time: 0.2465, Forward time: 2.2581, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.9582 [2020-11-08 12:00:47,065][root][INFO] - ===> Epoch[4744](4744/1): Loss -0.9185, Sem 0.0214, dir -0.9949, norm 0.0549, swav 0.0000 LR: 6.915e-03 Score 99.155 Data time: 0.2105, Forward time: 2.2581, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.2437 [2020-11-08 12:00:52,193][root][INFO] - ===> Epoch[4745](4745/1): Loss -0.9187, Sem 0.0219, dir -0.9942, norm 0.0536, swav 0.0000 LR: 6.891e-03 Score 99.132 Data time: 0.2237, Forward time: 2.2581, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.0000 [2020-11-08 12:00:56,750][root][INFO] - ===> Epoch[4746](4746/1): Loss -0.9216, Sem 0.0222, dir -0.9951, norm 0.0513, swav 0.0000 LR: 6.866e-03 Score 99.125 Data time: 0.2334, Forward time: 2.2581, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.4316 [2020-11-08 12:01:02,281][root][INFO] - ===> Epoch[4747](4747/1): Loss -0.9143, Sem 0.0231, dir -0.9945, norm 0.0571, swav 0.0000 LR: 6.842e-03 Score 99.102 Data time: 0.2793, Forward time: 2.2582, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.4215 [2020-11-08 12:01:07,479][root][INFO] - ===> Epoch[4748](4748/1): Loss -0.9163, Sem 0.0236, dir -0.9948, norm 0.0549, swav 0.0000 LR: 6.818e-03 Score 99.070 Data time: 0.2051, Forward time: 2.2582, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.0607 [2020-11-08 12:01:12,564][root][INFO] - ===> Epoch[4749](4749/1): Loss -0.9237, Sem 0.0211, dir -0.9953, norm 0.0505, swav 0.0000 LR: 6.794e-03 Score 99.168 Data time: 0.2196, Forward time: 2.2581, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.9662 [2020-11-08 12:01:17,252][root][INFO] - ===> Epoch[4750](4750/1): Loss -0.9192, Sem 0.0216, dir -0.9950, norm 0.0541, swav 0.0000 LR: 6.769e-03 Score 99.139 Data time: 0.2001, Forward time: 2.2581, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.5679 [2020-11-08 12:01:22,746][root][INFO] - ===> Epoch[4751](4751/1): Loss -0.9152, Sem 0.0237, dir -0.9944, norm 0.0556, swav 0.0000 LR: 6.745e-03 Score 99.083 Data time: 0.2169, Forward time: 2.2581, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.3618 [2020-11-08 12:01:28,074][root][INFO] - ===> Epoch[4752](4752/1): Loss -0.9188, Sem 0.0218, dir -0.9947, norm 0.0541, swav 0.0000 LR: 6.721e-03 Score 99.140 Data time: 0.2639, Forward time: 2.2582, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.2154 [2020-11-08 12:01:33,388][root][INFO] - ===> Epoch[4753](4753/1): Loss -0.9166, Sem 0.0227, dir -0.9948, norm 0.0556, swav 0.0000 LR: 6.697e-03 Score 99.105 Data time: 0.1572, Forward time: 2.2581, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 5.1763 [2020-11-08 12:01:38,191][root][INFO] - ===> Epoch[4754](4754/1): Loss -0.9213, Sem 0.0208, dir -0.9947, norm 0.0525, swav 0.0000 LR: 6.672e-03 Score 99.188 Data time: 0.1846, Forward time: 2.2580, Backward time: 2.4143, DDP time: 0.0054, Total iter time: 4.7292 [2020-11-08 12:01:43,096][root][INFO] - ===> Epoch[4755](4755/1): Loss -0.9182, Sem 0.0222, dir -0.9949, norm 0.0545, swav 0.0000 LR: 6.648e-03 Score 99.126 Data time: 0.2344, Forward time: 2.2580, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.7838 [2020-11-08 12:01:47,745][root][INFO] - ===> Epoch[4756](4756/1): Loss -0.9163, Sem 0.0229, dir -0.9945, norm 0.0552, swav 0.0000 LR: 6.624e-03 Score 99.103 Data time: 0.1947, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.5324 [2020-11-08 12:01:52,691][root][INFO] - ===> Epoch[4757](4757/1): Loss -0.9196, Sem 0.0228, dir -0.9950, norm 0.0526, swav 0.0000 LR: 6.599e-03 Score 99.109 Data time: 0.2309, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.8822 [2020-11-08 12:01:57,393][root][INFO] - ===> Epoch[4758](4758/1): Loss -0.9232, Sem 0.0213, dir -0.9952, norm 0.0506, swav 0.0000 LR: 6.575e-03 Score 99.174 Data time: 0.2314, Forward time: 2.2580, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.5627 [2020-11-08 12:02:02,189][root][INFO] - ===> Epoch[4759](4759/1): Loss -0.9202, Sem 0.0215, dir -0.9956, norm 0.0540, swav 0.0000 LR: 6.551e-03 Score 99.155 Data time: 0.2042, Forward time: 2.2579, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.6868 [2020-11-08 12:02:06,877][root][INFO] - ===> Epoch[4760](4760/1): Loss -0.9205, Sem 0.0217, dir -0.9951, norm 0.0529, swav 0.0000 LR: 6.526e-03 Score 99.148 Data time: 0.2044, Forward time: 2.2579, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.5665 [2020-11-08 12:02:11,947][root][INFO] - ===> Epoch[4761](4761/1): Loss -0.9237, Sem 0.0217, dir -0.9953, norm 0.0500, swav 0.0000 LR: 6.502e-03 Score 99.142 Data time: 0.2128, Forward time: 2.2579, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.9409 [2020-11-08 12:02:16,942][root][INFO] - ===> Epoch[4762](4762/1): Loss -0.9239, Sem 0.0216, dir -0.9955, norm 0.0500, swav 0.0000 LR: 6.477e-03 Score 99.141 Data time: 0.2331, Forward time: 2.2579, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.8656 [2020-11-08 12:02:22,343][root][INFO] - ===> Epoch[4763](4763/1): Loss -0.9187, Sem 0.0229, dir -0.9954, norm 0.0538, swav 0.0000 LR: 6.453e-03 Score 99.117 Data time: 0.2203, Forward time: 2.2579, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 5.2725 [2020-11-08 12:02:27,881][root][INFO] - ===> Epoch[4764](4764/1): Loss -0.9169, Sem 0.0224, dir -0.9949, norm 0.0557, swav 0.0000 LR: 6.429e-03 Score 99.113 Data time: 0.2104, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 5.4174 [2020-11-08 12:02:32,669][root][INFO] - ===> Epoch[4765](4765/1): Loss -0.9172, Sem 0.0225, dir -0.9951, norm 0.0554, swav 0.0000 LR: 6.404e-03 Score 99.110 Data time: 0.2232, Forward time: 2.2579, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.6531 [2020-11-08 12:02:37,936][root][INFO] - ===> Epoch[4766](4766/1): Loss -0.9124, Sem 0.0243, dir -0.9938, norm 0.0571, swav 0.0000 LR: 6.380e-03 Score 99.059 Data time: 0.2063, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 5.1377 [2020-11-08 12:02:43,245][root][INFO] - ===> Epoch[4767](4767/1): Loss -0.9228, Sem 0.0213, dir -0.9954, norm 0.0513, swav 0.0000 LR: 6.355e-03 Score 99.159 Data time: 0.2236, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 5.1831 [2020-11-08 12:02:47,959][root][INFO] - ===> Epoch[4768](4768/1): Loss -0.9154, Sem 0.0220, dir -0.9945, norm 0.0571, swav 0.0000 LR: 6.331e-03 Score 99.135 Data time: 0.2260, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 4.5875 [2020-11-08 12:02:52,880][root][INFO] - ===> Epoch[4769](4769/1): Loss -0.9190, Sem 0.0225, dir -0.9948, norm 0.0533, swav 0.0000 LR: 6.306e-03 Score 99.111 Data time: 0.2462, Forward time: 2.2580, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.7886 [2020-11-08 12:02:57,745][root][INFO] - ===> Epoch[4770](4770/1): Loss -0.9164, Sem 0.0239, dir -0.9948, norm 0.0545, swav 0.0000 LR: 6.282e-03 Score 99.079 Data time: 0.2071, Forward time: 2.2579, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.7483 [2020-11-08 12:03:02,732][root][INFO] - ===> Epoch[4771](4771/1): Loss -0.9195, Sem 0.0217, dir -0.9951, norm 0.0539, swav 0.0000 LR: 6.258e-03 Score 99.153 Data time: 0.2175, Forward time: 2.2579, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.8788 [2020-11-08 12:03:08,051][root][INFO] - ===> Epoch[4772](4772/1): Loss -0.9224, Sem 0.0211, dir -0.9954, norm 0.0519, swav 0.0000 LR: 6.233e-03 Score 99.172 Data time: 0.2031, Forward time: 2.2579, Backward time: 2.4142, DDP time: 0.0054, Total iter time: 5.1797 [2020-11-08 12:03:12,625][root][INFO] - ===> Epoch[4773](4773/1): Loss -0.9193, Sem 0.0226, dir -0.9950, norm 0.0531, swav 0.0000 LR: 6.209e-03 Score 99.104 Data time: 0.2141, Forward time: 2.2579, Backward time: 2.4141, DDP time: 0.0054, Total iter time: 4.4524 [2020-11-08 12:03:17,601][root][INFO] - ===> Epoch[4774](4774/1): Loss -0.9199, Sem 0.0222, dir -0.9948, norm 0.0527, swav 0.0000 LR: 6.184e-03 Score 99.125 Data time: 0.2781, Forward time: 2.2579, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.8544 [2020-11-08 12:03:22,149][root][INFO] - ===> Epoch[4775](4775/1): Loss -0.9165, Sem 0.0224, dir -0.9951, norm 0.0562, swav 0.0000 LR: 6.160e-03 Score 99.124 Data time: 0.2294, Forward time: 2.2579, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.4102 [2020-11-08 12:03:27,240][root][INFO] - ===> Epoch[4776](4776/1): Loss -0.9201, Sem 0.0223, dir -0.9953, norm 0.0529, swav 0.0000 LR: 6.135e-03 Score 99.112 Data time: 0.2133, Forward time: 2.2579, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.9687 [2020-11-08 12:03:32,203][root][INFO] - ===> Epoch[4777](4777/1): Loss -0.9180, Sem 0.0227, dir -0.9950, norm 0.0543, swav 0.0000 LR: 6.110e-03 Score 99.108 Data time: 0.2120, Forward time: 2.2579, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.8352 [2020-11-08 12:03:37,120][root][INFO] - ===> Epoch[4778](4778/1): Loss -0.9166, Sem 0.0229, dir -0.9949, norm 0.0554, swav 0.0000 LR: 6.086e-03 Score 99.111 Data time: 0.2247, Forward time: 2.2579, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.8037 [2020-11-08 12:03:42,256][root][INFO] - ===> Epoch[4779](4779/1): Loss -0.9162, Sem 0.0225, dir -0.9946, norm 0.0559, swav 0.0000 LR: 6.061e-03 Score 99.114 Data time: 0.2475, Forward time: 2.2580, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.0051 [2020-11-08 12:03:46,927][root][INFO] - ===> Epoch[4780](4780/1): Loss -0.9176, Sem 0.0225, dir -0.9943, norm 0.0543, swav 0.0000 LR: 6.037e-03 Score 99.113 Data time: 0.1852, Forward time: 2.2579, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.5378 [2020-11-08 12:03:51,737][root][INFO] - ===> Epoch[4781](4781/1): Loss -0.9170, Sem 0.0220, dir -0.9948, norm 0.0557, swav 0.0000 LR: 6.012e-03 Score 99.132 Data time: 0.2343, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.6994 [2020-11-08 12:03:56,648][root][INFO] - ===> Epoch[4782](4782/1): Loss -0.9176, Sem 0.0228, dir -0.9942, norm 0.0537, swav 0.0000 LR: 5.988e-03 Score 99.109 Data time: 0.1870, Forward time: 2.2579, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.7754 [2020-11-08 12:04:01,605][root][INFO] - ===> Epoch[4783](4783/1): Loss -0.9174, Sem 0.0232, dir -0.9949, norm 0.0543, swav 0.0000 LR: 5.963e-03 Score 99.086 Data time: 0.1887, Forward time: 2.2578, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.8317 [2020-11-08 12:04:06,628][root][INFO] - ===> Epoch[4784](4784/1): Loss -0.9179, Sem 0.0216, dir -0.9949, norm 0.0554, swav 0.0000 LR: 5.938e-03 Score 99.150 Data time: 0.2251, Forward time: 2.2578, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.9100 [2020-11-08 12:04:12,124][root][INFO] - ===> Epoch[4785](4785/1): Loss -0.9177, Sem 0.0227, dir -0.9951, norm 0.0546, swav 0.0000 LR: 5.914e-03 Score 99.107 Data time: 0.2660, Forward time: 2.2579, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.3720 [2020-11-08 12:04:17,102][root][INFO] - ===> Epoch[4786](4786/1): Loss -0.9156, Sem 0.0230, dir -0.9943, norm 0.0557, swav 0.0000 LR: 5.889e-03 Score 99.094 Data time: 0.2400, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.8454 [2020-11-08 12:04:21,653][root][INFO] - ===> Epoch[4787](4787/1): Loss -0.9176, Sem 0.0229, dir -0.9947, norm 0.0542, swav 0.0000 LR: 5.864e-03 Score 99.103 Data time: 0.2246, Forward time: 2.2580, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.4277 [2020-11-08 12:04:26,650][root][INFO] - ===> Epoch[4788](4788/1): Loss -0.9177, Sem 0.0216, dir -0.9948, norm 0.0555, swav 0.0000 LR: 5.840e-03 Score 99.159 Data time: 0.2490, Forward time: 2.2581, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.8756 [2020-11-08 12:04:31,344][root][INFO] - ===> Epoch[4789](4789/1): Loss -0.9233, Sem 0.0211, dir -0.9955, norm 0.0511, swav 0.0000 LR: 5.815e-03 Score 99.162 Data time: 0.2052, Forward time: 2.2581, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.5564 [2020-11-08 12:04:36,717][root][INFO] - ===> Epoch[4790](4790/1): Loss -0.9214, Sem 0.0217, dir -0.9950, norm 0.0519, swav 0.0000 LR: 5.790e-03 Score 99.145 Data time: 0.2047, Forward time: 2.2580, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 5.2524 [2020-11-08 12:04:41,529][root][INFO] - ===> Epoch[4791](4791/1): Loss -0.9223, Sem 0.0205, dir -0.9951, norm 0.0523, swav 0.0000 LR: 5.766e-03 Score 99.182 Data time: 0.2295, Forward time: 2.2580, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.6972 [2020-11-08 12:04:46,852][root][INFO] - ===> Epoch[4792](4792/1): Loss -0.9174, Sem 0.0223, dir -0.9945, norm 0.0548, swav 0.0000 LR: 5.741e-03 Score 99.118 Data time: 0.1916, Forward time: 2.2580, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 5.1903 [2020-11-08 12:04:51,932][root][INFO] - ===> Epoch[4793](4793/1): Loss -0.9157, Sem 0.0227, dir -0.9947, norm 0.0563, swav 0.0000 LR: 5.716e-03 Score 99.118 Data time: 0.2337, Forward time: 2.2580, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.9718 [2020-11-08 12:04:56,796][root][INFO] - ===> Epoch[4794](4794/1): Loss -0.9178, Sem 0.0227, dir -0.9952, norm 0.0548, swav 0.0000 LR: 5.691e-03 Score 99.109 Data time: 0.2118, Forward time: 2.2580, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.7322 [2020-11-08 12:05:01,568][root][INFO] - ===> Epoch[4795](4795/1): Loss -0.9173, Sem 0.0235, dir -0.9947, norm 0.0538, swav 0.0000 LR: 5.667e-03 Score 99.069 Data time: 0.2002, Forward time: 2.2580, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.6481 [2020-11-08 12:05:07,655][root][INFO] - ===> Epoch[4796](4796/1): Loss -0.9208, Sem 0.0222, dir -0.9951, norm 0.0521, swav 0.0000 LR: 5.642e-03 Score 99.133 Data time: 0.2224, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.9613 [2020-11-08 12:05:13,171][root][INFO] - ===> Epoch[4797](4797/1): Loss -0.9198, Sem 0.0213, dir -0.9951, norm 0.0539, swav 0.0000 LR: 5.617e-03 Score 99.154 Data time: 0.2079, Forward time: 2.2579, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.3829 [2020-11-08 12:05:18,342][root][INFO] - ===> Epoch[4798](4798/1): Loss -0.9175, Sem 0.0233, dir -0.9950, norm 0.0543, swav 0.0000 LR: 5.592e-03 Score 99.087 Data time: 0.2516, Forward time: 2.2580, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.0421 [2020-11-08 12:05:23,013][root][INFO] - ===> Epoch[4799](4799/1): Loss -0.9147, Sem 0.0244, dir -0.9949, norm 0.0557, swav 0.0000 LR: 5.568e-03 Score 99.044 Data time: 0.2017, Forward time: 2.2579, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.5334 [2020-11-08 12:05:28,125][root][INFO] - ===> Epoch[4800](4800/1): Loss -0.9201, Sem 0.0216, dir -0.9953, norm 0.0536, swav 0.0000 LR: 5.543e-03 Score 99.143 Data time: 0.2265, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.9931 [2020-11-08 12:05:32,980][root][INFO] - ===> Epoch[4801](4801/1): Loss -0.9173, Sem 0.0227, dir -0.9944, norm 0.0545, swav 0.0000 LR: 5.518e-03 Score 99.109 Data time: 0.1918, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.7188 [2020-11-08 12:05:37,785][root][INFO] - ===> Epoch[4802](4802/1): Loss -0.9239, Sem 0.0199, dir -0.9949, norm 0.0511, swav 0.0000 LR: 5.493e-03 Score 99.218 Data time: 0.1791, Forward time: 2.2579, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.6878 [2020-11-08 12:05:43,111][root][INFO] - ===> Epoch[4803](4803/1): Loss -0.9195, Sem 0.0216, dir -0.9949, norm 0.0538, swav 0.0000 LR: 5.468e-03 Score 99.152 Data time: 0.2239, Forward time: 2.2579, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.2260 [2020-11-08 12:05:48,012][root][INFO] - ===> Epoch[4804](4804/1): Loss -0.9188, Sem 0.0229, dir -0.9948, norm 0.0531, swav 0.0000 LR: 5.443e-03 Score 99.107 Data time: 0.1941, Forward time: 2.2579, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.7743 [2020-11-08 12:05:52,937][root][INFO] - ===> Epoch[4805](4805/1): Loss -0.9151, Sem 0.0221, dir -0.9946, norm 0.0574, swav 0.0000 LR: 5.419e-03 Score 99.132 Data time: 0.2420, Forward time: 2.2579, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.8140 [2020-11-08 12:05:58,312][root][INFO] - ===> Epoch[4806](4806/1): Loss -0.9183, Sem 0.0210, dir -0.9948, norm 0.0556, swav 0.0000 LR: 5.394e-03 Score 99.173 Data time: 0.2632, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.2440 [2020-11-08 12:06:03,410][root][INFO] - ===> Epoch[4807](4807/1): Loss -0.9192, Sem 0.0217, dir -0.9946, norm 0.0537, swav 0.0000 LR: 5.369e-03 Score 99.149 Data time: 0.2154, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.9613 [2020-11-08 12:06:08,574][root][INFO] - ===> Epoch[4808](4808/1): Loss -0.9153, Sem 0.0225, dir -0.9944, norm 0.0565, swav 0.0000 LR: 5.344e-03 Score 99.109 Data time: 0.1971, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.0376 [2020-11-08 12:06:13,733][root][INFO] - ===> Epoch[4809](4809/1): Loss -0.9164, Sem 0.0226, dir -0.9949, norm 0.0559, swav 0.0000 LR: 5.319e-03 Score 99.111 Data time: 0.2228, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.0462 [2020-11-08 12:06:18,642][root][INFO] - ===> Epoch[4810](4810/1): Loss -0.9201, Sem 0.0221, dir -0.9951, norm 0.0530, swav 0.0000 LR: 5.294e-03 Score 99.128 Data time: 0.2288, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.7891 [2020-11-08 12:06:24,048][root][INFO] - ===> Epoch[4811](4811/1): Loss -0.9224, Sem 0.0226, dir -0.9955, norm 0.0506, swav 0.0000 LR: 5.269e-03 Score 99.109 Data time: 0.2517, Forward time: 2.2580, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.2843 [2020-11-08 12:06:28,837][root][INFO] - ===> Epoch[4812](4812/1): Loss -0.9168, Sem 0.0228, dir -0.9944, norm 0.0549, swav 0.0000 LR: 5.244e-03 Score 99.114 Data time: 0.2408, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.6665 [2020-11-08 12:06:34,188][root][INFO] - ===> Epoch[4813](4813/1): Loss -0.9194, Sem 0.0224, dir -0.9953, norm 0.0535, swav 0.0000 LR: 5.219e-03 Score 99.113 Data time: 0.2047, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.2146 [2020-11-08 12:06:39,168][root][INFO] - ===> Epoch[4814](4814/1): Loss -0.9215, Sem 0.0219, dir -0.9951, norm 0.0516, swav 0.0000 LR: 5.194e-03 Score 99.131 Data time: 0.1947, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.8493 [2020-11-08 12:06:43,697][root][INFO] - ===> Epoch[4815](4815/1): Loss -0.9181, Sem 0.0225, dir -0.9954, norm 0.0548, swav 0.0000 LR: 5.169e-03 Score 99.117 Data time: 0.2055, Forward time: 2.2580, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.4183 [2020-11-08 12:06:48,846][root][INFO] - ===> Epoch[4816](4816/1): Loss -0.9221, Sem 0.0217, dir -0.9952, norm 0.0514, swav 0.0000 LR: 5.144e-03 Score 99.150 Data time: 0.2660, Forward time: 2.2580, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 5.0349 [2020-11-08 12:06:54,431][root][INFO] - ===> Epoch[4817](4817/1): Loss -0.9192, Sem 0.0218, dir -0.9951, norm 0.0542, swav 0.0000 LR: 5.119e-03 Score 99.142 Data time: 0.2389, Forward time: 2.2581, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.4503 [2020-11-08 12:06:59,878][root][INFO] - ===> Epoch[4818](4818/1): Loss -0.9196, Sem 0.0217, dir -0.9950, norm 0.0538, swav 0.0000 LR: 5.094e-03 Score 99.151 Data time: 0.2648, Forward time: 2.2581, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.3137 [2020-11-08 12:07:05,111][root][INFO] - ===> Epoch[4819](4819/1): Loss -0.9221, Sem 0.0213, dir -0.9955, norm 0.0521, swav 0.0000 LR: 5.069e-03 Score 99.151 Data time: 0.2179, Forward time: 2.2581, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.0837 [2020-11-08 12:07:10,657][root][INFO] - ===> Epoch[4820](4820/1): Loss -0.9167, Sem 0.0227, dir -0.9947, norm 0.0553, swav 0.0000 LR: 5.044e-03 Score 99.110 Data time: 0.2360, Forward time: 2.2581, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.4271 [2020-11-08 12:07:15,745][root][INFO] - ===> Epoch[4821](4821/1): Loss -0.9183, Sem 0.0229, dir -0.9949, norm 0.0537, swav 0.0000 LR: 5.019e-03 Score 99.097 Data time: 0.2209, Forward time: 2.2581, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.9786 [2020-11-08 12:07:20,929][root][INFO] - ===> Epoch[4822](4822/1): Loss -0.9166, Sem 0.0226, dir -0.9948, norm 0.0556, swav 0.0000 LR: 4.994e-03 Score 99.123 Data time: 0.2288, Forward time: 2.2581, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.0591 [2020-11-08 12:07:25,522][root][INFO] - ===> Epoch[4823](4823/1): Loss -0.9200, Sem 0.0215, dir -0.9952, norm 0.0537, swav 0.0000 LR: 4.969e-03 Score 99.148 Data time: 0.2303, Forward time: 2.2581, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.4416 [2020-11-08 12:07:30,802][root][INFO] - ===> Epoch[4824](4824/1): Loss -0.9207, Sem 0.0219, dir -0.9950, norm 0.0524, swav 0.0000 LR: 4.943e-03 Score 99.141 Data time: 0.2115, Forward time: 2.2582, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.1447 [2020-11-08 12:07:35,151][root][INFO] - ===> Epoch[4825](4825/1): Loss -0.9180, Sem 0.0232, dir -0.9952, norm 0.0539, swav 0.0000 LR: 4.918e-03 Score 99.080 Data time: 0.1822, Forward time: 2.2581, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.2244 [2020-11-08 12:07:40,424][root][INFO] - ===> Epoch[4826](4826/1): Loss -0.9204, Sem 0.0224, dir -0.9949, norm 0.0521, swav 0.0000 LR: 4.893e-03 Score 99.124 Data time: 0.1974, Forward time: 2.2580, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.1664 [2020-11-08 12:07:45,507][root][INFO] - ===> Epoch[4827](4827/1): Loss -0.9185, Sem 0.0226, dir -0.9951, norm 0.0540, swav 0.0000 LR: 4.868e-03 Score 99.112 Data time: 0.2325, Forward time: 2.2580, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.9725 [2020-11-08 12:07:50,139][root][INFO] - ===> Epoch[4828](4828/1): Loss -0.9170, Sem 0.0229, dir -0.9950, norm 0.0551, swav 0.0000 LR: 4.843e-03 Score 99.099 Data time: 0.2278, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.5025 [2020-11-08 12:07:55,149][root][INFO] - ===> Epoch[4829](4829/1): Loss -0.9180, Sem 0.0224, dir -0.9945, norm 0.0541, swav 0.0000 LR: 4.818e-03 Score 99.120 Data time: 0.2102, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.8924 [2020-11-08 12:07:59,798][root][INFO] - ===> Epoch[4830](4830/1): Loss -0.9136, Sem 0.0245, dir -0.9948, norm 0.0567, swav 0.0000 LR: 4.792e-03 Score 99.054 Data time: 0.2211, Forward time: 2.2580, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.5254 [2020-11-08 12:08:04,866][root][INFO] - ===> Epoch[4831](4831/1): Loss -0.9181, Sem 0.0234, dir -0.9948, norm 0.0533, swav 0.0000 LR: 4.767e-03 Score 99.085 Data time: 0.1880, Forward time: 2.2580, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.9481 [2020-11-08 12:08:09,862][root][INFO] - ===> Epoch[4832](4832/1): Loss -0.9218, Sem 0.0215, dir -0.9949, norm 0.0516, swav 0.0000 LR: 4.742e-03 Score 99.148 Data time: 0.2091, Forward time: 2.2579, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.8720 [2020-11-08 12:08:14,573][root][INFO] - ===> Epoch[4833](4833/1): Loss -0.9214, Sem 0.0219, dir -0.9951, norm 0.0517, swav 0.0000 LR: 4.717e-03 Score 99.138 Data time: 0.2072, Forward time: 2.2579, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.5846 [2020-11-08 12:08:19,951][root][INFO] - ===> Epoch[4834](4834/1): Loss -0.9212, Sem 0.0214, dir -0.9954, norm 0.0527, swav 0.0000 LR: 4.691e-03 Score 99.157 Data time: 0.2159, Forward time: 2.2579, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.2538 [2020-11-08 12:08:24,830][root][INFO] - ===> Epoch[4835](4835/1): Loss -0.9215, Sem 0.0220, dir -0.9952, norm 0.0517, swav 0.0000 LR: 4.666e-03 Score 99.132 Data time: 0.2219, Forward time: 2.2579, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.7517 [2020-11-08 12:08:29,997][root][INFO] - ===> Epoch[4836](4836/1): Loss -0.9222, Sem 0.0223, dir -0.9955, norm 0.0511, swav 0.0000 LR: 4.641e-03 Score 99.123 Data time: 0.2255, Forward time: 2.2579, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.0533 [2020-11-08 12:08:34,452][root][INFO] - ===> Epoch[4837](4837/1): Loss -0.9140, Sem 0.0232, dir -0.9940, norm 0.0569, swav 0.0000 LR: 4.615e-03 Score 99.084 Data time: 0.2089, Forward time: 2.2579, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.3247 [2020-11-08 12:08:40,028][root][INFO] - ===> Epoch[4838](4838/1): Loss -0.9225, Sem 0.0209, dir -0.9954, norm 0.0521, swav 0.0000 LR: 4.590e-03 Score 99.174 Data time: 0.2843, Forward time: 2.2580, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 5.4519 [2020-11-08 12:08:44,465][root][INFO] - ===> Epoch[4839](4839/1): Loss -0.9166, Sem 0.0235, dir -0.9949, norm 0.0547, swav 0.0000 LR: 4.565e-03 Score 99.079 Data time: 0.1798, Forward time: 2.2580, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.3018 [2020-11-08 12:08:50,191][root][INFO] - ===> Epoch[4840](4840/1): Loss -0.9213, Sem 0.0214, dir -0.9949, norm 0.0523, swav 0.0000 LR: 4.539e-03 Score 99.159 Data time: 0.2024, Forward time: 2.2580, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 5.6165 [2020-11-08 12:08:55,276][root][INFO] - ===> Epoch[4841](4841/1): Loss -0.9170, Sem 0.0231, dir -0.9945, norm 0.0543, swav 0.0000 LR: 4.514e-03 Score 99.101 Data time: 0.2138, Forward time: 2.2579, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.9614 [2020-11-08 12:08:59,857][root][INFO] - ===> Epoch[4842](4842/1): Loss -0.9187, Sem 0.0222, dir -0.9946, norm 0.0537, swav 0.0000 LR: 4.489e-03 Score 99.132 Data time: 0.2052, Forward time: 2.2579, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.4691 [2020-11-08 12:09:05,040][root][INFO] - ===> Epoch[4843](4843/1): Loss -0.9220, Sem 0.0214, dir -0.9953, norm 0.0519, swav 0.0000 LR: 4.463e-03 Score 99.156 Data time: 0.1931, Forward time: 2.2578, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.0684 [2020-11-08 12:09:10,137][root][INFO] - ===> Epoch[4844](4844/1): Loss -0.9192, Sem 0.0230, dir -0.9948, norm 0.0526, swav 0.0000 LR: 4.438e-03 Score 99.104 Data time: 0.2512, Forward time: 2.2579, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.9741 [2020-11-08 12:09:15,249][root][INFO] - ===> Epoch[4845](4845/1): Loss -0.9184, Sem 0.0232, dir -0.9950, norm 0.0535, swav 0.0000 LR: 4.412e-03 Score 99.091 Data time: 0.1707, Forward time: 2.2578, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.9694 [2020-11-08 12:09:20,217][root][INFO] - ===> Epoch[4846](4846/1): Loss -0.9208, Sem 0.0232, dir -0.9952, norm 0.0512, swav 0.0000 LR: 4.387e-03 Score 99.087 Data time: 0.2387, Forward time: 2.2578, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.8889 [2020-11-08 12:09:25,381][root][INFO] - ===> Epoch[4847](4847/1): Loss -0.9216, Sem 0.0219, dir -0.9952, norm 0.0517, swav 0.0000 LR: 4.361e-03 Score 99.122 Data time: 0.2065, Forward time: 2.2578, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.0354 [2020-11-08 12:09:30,102][root][INFO] - ===> Epoch[4848](4848/1): Loss -0.9165, Sem 0.0225, dir -0.9945, norm 0.0555, swav 0.0000 LR: 4.336e-03 Score 99.115 Data time: 0.2172, Forward time: 2.2579, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.6101 [2020-11-08 12:09:35,562][root][INFO] - ===> Epoch[4849](4849/1): Loss -0.9183, Sem 0.0233, dir -0.9950, norm 0.0535, swav 0.0000 LR: 4.310e-03 Score 99.088 Data time: 0.2102, Forward time: 2.2578, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.3384 [2020-11-08 12:09:41,440][root][INFO] - ===> Epoch[4850](4850/1): Loss -0.9213, Sem 0.0220, dir -0.9956, norm 0.0524, swav 0.0000 LR: 4.285e-03 Score 99.137 Data time: 0.2000, Forward time: 2.2578, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.7497 [2020-11-08 12:09:46,783][root][INFO] - ===> Epoch[4851](4851/1): Loss -0.9255, Sem 0.0210, dir -0.9958, norm 0.0493, swav 0.0000 LR: 4.259e-03 Score 99.169 Data time: 0.2479, Forward time: 2.2579, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.2463 [2020-11-08 12:09:52,083][root][INFO] - ===> Epoch[4852](4852/1): Loss -0.9200, Sem 0.0213, dir -0.9950, norm 0.0537, swav 0.0000 LR: 4.234e-03 Score 99.173 Data time: 0.2163, Forward time: 2.2579, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.1652 [2020-11-08 12:09:57,203][root][INFO] - ===> Epoch[4853](4853/1): Loss -0.9233, Sem 0.0223, dir -0.9953, norm 0.0498, swav 0.0000 LR: 4.208e-03 Score 99.116 Data time: 0.1908, Forward time: 2.2579, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.0157 [2020-11-08 12:10:02,202][root][INFO] - ===> Epoch[4854](4854/1): Loss -0.9181, Sem 0.0230, dir -0.9946, norm 0.0535, swav 0.0000 LR: 4.182e-03 Score 99.107 Data time: 0.1968, Forward time: 2.2578, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.8723 [2020-11-08 12:10:06,835][root][INFO] - ===> Epoch[4855](4855/1): Loss -0.9163, Sem 0.0232, dir -0.9945, norm 0.0550, swav 0.0000 LR: 4.157e-03 Score 99.090 Data time: 0.1880, Forward time: 2.2578, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.5670 [2020-11-08 12:10:11,783][root][INFO] - ===> Epoch[4856](4856/1): Loss -0.9221, Sem 0.0213, dir -0.9952, norm 0.0518, swav 0.0000 LR: 4.131e-03 Score 99.152 Data time: 0.2199, Forward time: 2.2578, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 4.8378 [2020-11-08 12:10:16,345][root][INFO] - ===> Epoch[4857](4857/1): Loss -0.9167, Sem 0.0237, dir -0.9948, norm 0.0544, swav 0.0000 LR: 4.106e-03 Score 99.072 Data time: 0.2371, Forward time: 2.2578, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.4319 [2020-11-08 12:10:21,114][root][INFO] - ===> Epoch[4858](4858/1): Loss -0.9186, Sem 0.0223, dir -0.9946, norm 0.0537, swav 0.0000 LR: 4.080e-03 Score 99.126 Data time: 0.2017, Forward time: 2.2577, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.6465 [2020-11-08 12:10:26,290][root][INFO] - ===> Epoch[4859](4859/1): Loss -0.9252, Sem 0.0207, dir -0.9957, norm 0.0498, swav 0.0000 LR: 4.054e-03 Score 99.175 Data time: 0.2455, Forward time: 2.2578, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.0845 [2020-11-08 12:10:31,064][root][INFO] - ===> Epoch[4860](4860/1): Loss -0.9208, Sem 0.0223, dir -0.9948, norm 0.0517, swav 0.0000 LR: 4.029e-03 Score 99.116 Data time: 0.1955, Forward time: 2.2577, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.6448 [2020-11-08 12:10:35,817][root][INFO] - ===> Epoch[4861](4861/1): Loss -0.9182, Sem 0.0228, dir -0.9946, norm 0.0537, swav 0.0000 LR: 4.003e-03 Score 99.098 Data time: 0.2096, Forward time: 2.2578, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.6970 [2020-11-08 12:10:40,770][root][INFO] - ===> Epoch[4862](4862/1): Loss -0.9164, Sem 0.0224, dir -0.9947, norm 0.0558, swav 0.0000 LR: 3.977e-03 Score 99.115 Data time: 0.1960, Forward time: 2.2578, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.8380 [2020-11-08 12:10:46,125][root][INFO] - ===> Epoch[4863](4863/1): Loss -0.9200, Sem 0.0216, dir -0.9952, norm 0.0536, swav 0.0000 LR: 3.951e-03 Score 99.145 Data time: 0.1989, Forward time: 2.2577, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.2531 [2020-11-08 12:10:51,252][root][INFO] - ===> Epoch[4864](4864/1): Loss -0.9176, Sem 0.0232, dir -0.9948, norm 0.0540, swav 0.0000 LR: 3.926e-03 Score 99.087 Data time: 0.2091, Forward time: 2.2577, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.0144 [2020-11-08 12:10:56,741][root][INFO] - ===> Epoch[4865](4865/1): Loss -0.9175, Sem 0.0233, dir -0.9945, norm 0.0537, swav 0.0000 LR: 3.900e-03 Score 99.088 Data time: 0.1839, Forward time: 2.2577, Backward time: 2.4140, DDP time: 0.0054, Total iter time: 5.3766 [2020-11-08 12:11:01,428][root][INFO] - ===> Epoch[4866](4866/1): Loss -0.9243, Sem 0.0219, dir -0.9956, norm 0.0494, swav 0.0000 LR: 3.874e-03 Score 99.136 Data time: 0.2358, Forward time: 2.2577, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.5910 [2020-11-08 12:11:06,137][root][INFO] - ===> Epoch[4867](4867/1): Loss -0.9163, Sem 0.0238, dir -0.9944, norm 0.0544, swav 0.0000 LR: 3.848e-03 Score 99.068 Data time: 0.2117, Forward time: 2.2576, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.5830 [2020-11-08 12:11:10,598][root][INFO] - ===> Epoch[4868](4868/1): Loss -0.9173, Sem 0.0232, dir -0.9945, norm 0.0540, swav 0.0000 LR: 3.822e-03 Score 99.088 Data time: 0.2088, Forward time: 2.2576, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.3735 [2020-11-08 12:11:15,774][root][INFO] - ===> Epoch[4869](4869/1): Loss -0.9157, Sem 0.0237, dir -0.9950, norm 0.0556, swav 0.0000 LR: 3.796e-03 Score 99.061 Data time: 0.2151, Forward time: 2.2576, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.0686 [2020-11-08 12:11:20,604][root][INFO] - ===> Epoch[4870](4870/1): Loss -0.9168, Sem 0.0224, dir -0.9945, norm 0.0553, swav 0.0000 LR: 3.770e-03 Score 99.122 Data time: 0.2461, Forward time: 2.2576, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.7301 [2020-11-08 12:11:25,969][root][INFO] - ===> Epoch[4871](4871/1): Loss -0.9233, Sem 0.0222, dir -0.9957, norm 0.0502, swav 0.0000 LR: 3.745e-03 Score 99.124 Data time: 0.2318, Forward time: 2.2576, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.2363 [2020-11-08 12:11:30,617][root][INFO] - ===> Epoch[4872](4872/1): Loss -0.9242, Sem 0.0216, dir -0.9954, norm 0.0496, swav 0.0000 LR: 3.719e-03 Score 99.151 Data time: 0.2135, Forward time: 2.2576, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.5475 [2020-11-08 12:11:35,351][root][INFO] - ===> Epoch[4873](4873/1): Loss -0.9176, Sem 0.0236, dir -0.9952, norm 0.0541, swav 0.0000 LR: 3.693e-03 Score 99.079 Data time: 0.2495, Forward time: 2.2576, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.6039 [2020-11-08 12:11:40,485][root][INFO] - ===> Epoch[4874](4874/1): Loss -0.9162, Sem 0.0227, dir -0.9949, norm 0.0560, swav 0.0000 LR: 3.667e-03 Score 99.107 Data time: 0.2071, Forward time: 2.2576, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.0297 [2020-11-08 12:11:45,255][root][INFO] - ===> Epoch[4875](4875/1): Loss -0.9172, Sem 0.0222, dir -0.9943, norm 0.0550, swav 0.0000 LR: 3.641e-03 Score 99.123 Data time: 0.2267, Forward time: 2.2577, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.6542 [2020-11-08 12:11:51,002][root][INFO] - ===> Epoch[4876](4876/1): Loss -0.9198, Sem 0.0228, dir -0.9950, norm 0.0524, swav 0.0000 LR: 3.615e-03 Score 99.105 Data time: 0.2084, Forward time: 2.2576, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.6090 [2020-11-08 12:11:56,585][root][INFO] - ===> Epoch[4877](4877/1): Loss -0.9174, Sem 0.0225, dir -0.9952, norm 0.0552, swav 0.0000 LR: 3.589e-03 Score 99.114 Data time: 0.2044, Forward time: 2.2576, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.4522 [2020-11-08 12:12:01,231][root][INFO] - ===> Epoch[4878](4878/1): Loss -0.9243, Sem 0.0212, dir -0.9950, norm 0.0495, swav 0.0000 LR: 3.563e-03 Score 99.170 Data time: 0.1943, Forward time: 2.2576, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.5387 [2020-11-08 12:12:06,044][root][INFO] - ===> Epoch[4879](4879/1): Loss -0.9212, Sem 0.0218, dir -0.9948, norm 0.0517, swav 0.0000 LR: 3.536e-03 Score 99.137 Data time: 0.1993, Forward time: 2.2576, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.7168 [2020-11-08 12:12:10,685][root][INFO] - ===> Epoch[4880](4880/1): Loss -0.9181, Sem 0.0234, dir -0.9949, norm 0.0534, swav 0.0000 LR: 3.510e-03 Score 99.074 Data time: 0.2361, Forward time: 2.2576, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.5302 [2020-11-08 12:12:15,891][root][INFO] - ===> Epoch[4881](4881/1): Loss -0.9146, Sem 0.0242, dir -0.9946, norm 0.0558, swav 0.0000 LR: 3.484e-03 Score 99.065 Data time: 0.2109, Forward time: 2.2576, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.0852 [2020-11-08 12:12:20,881][root][INFO] - ===> Epoch[4882](4882/1): Loss -0.9183, Sem 0.0227, dir -0.9947, norm 0.0537, swav 0.0000 LR: 3.458e-03 Score 99.117 Data time: 0.2045, Forward time: 2.2575, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.8889 [2020-11-08 12:12:25,570][root][INFO] - ===> Epoch[4883](4883/1): Loss -0.9176, Sem 0.0224, dir -0.9944, norm 0.0544, swav 0.0000 LR: 3.432e-03 Score 99.123 Data time: 0.2096, Forward time: 2.2576, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.5657 [2020-11-08 12:12:29,968][root][INFO] - ===> Epoch[4884](4884/1): Loss -0.9163, Sem 0.0237, dir -0.9943, norm 0.0544, swav 0.0000 LR: 3.406e-03 Score 99.072 Data time: 0.1689, Forward time: 2.2575, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.2864 [2020-11-08 12:12:34,456][root][INFO] - ===> Epoch[4885](4885/1): Loss -0.9197, Sem 0.0214, dir -0.9953, norm 0.0542, swav 0.0000 LR: 3.380e-03 Score 99.153 Data time: 0.2099, Forward time: 2.2574, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.3901 [2020-11-08 12:12:39,318][root][INFO] - ===> Epoch[4886](4886/1): Loss -0.9226, Sem 0.0217, dir -0.9950, norm 0.0506, swav 0.0000 LR: 3.353e-03 Score 99.144 Data time: 0.2286, Forward time: 2.2574, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.7482 [2020-11-08 12:12:44,111][root][INFO] - ===> Epoch[4887](4887/1): Loss -0.9198, Sem 0.0225, dir -0.9951, norm 0.0527, swav 0.0000 LR: 3.327e-03 Score 99.119 Data time: 0.2170, Forward time: 2.2575, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.6700 [2020-11-08 12:12:48,944][root][INFO] - ===> Epoch[4888](4888/1): Loss -0.9171, Sem 0.0231, dir -0.9952, norm 0.0550, swav 0.0000 LR: 3.301e-03 Score 99.102 Data time: 0.2218, Forward time: 2.2575, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.7102 [2020-11-08 12:12:54,012][root][INFO] - ===> Epoch[4889](4889/1): Loss -0.9185, Sem 0.0223, dir -0.9950, norm 0.0542, swav 0.0000 LR: 3.275e-03 Score 99.123 Data time: 0.2099, Forward time: 2.2575, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.9530 [2020-11-08 12:12:59,215][root][INFO] - ===> Epoch[4890](4890/1): Loss -0.9162, Sem 0.0228, dir -0.9947, norm 0.0557, swav 0.0000 LR: 3.248e-03 Score 99.099 Data time: 0.2500, Forward time: 2.2575, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 5.0709 [2020-11-08 12:13:04,075][root][INFO] - ===> Epoch[4891](4891/1): Loss -0.9182, Sem 0.0232, dir -0.9950, norm 0.0537, swav 0.0000 LR: 3.222e-03 Score 99.091 Data time: 0.2261, Forward time: 2.2576, Backward time: 2.4133, DDP time: 0.0054, Total iter time: 4.7263 [2020-11-08 12:13:09,232][root][INFO] - ===> Epoch[4892](4892/1): Loss -0.9173, Sem 0.0220, dir -0.9948, norm 0.0555, swav 0.0000 LR: 3.195e-03 Score 99.133 Data time: 0.1876, Forward time: 2.2575, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 5.0383 [2020-11-08 12:13:14,040][root][INFO] - ===> Epoch[4893](4893/1): Loss -0.9209, Sem 0.0222, dir -0.9954, norm 0.0523, swav 0.0000 LR: 3.169e-03 Score 99.118 Data time: 0.1995, Forward time: 2.2575, Backward time: 2.4133, DDP time: 0.0054, Total iter time: 4.6630 [2020-11-08 12:13:18,860][root][INFO] - ===> Epoch[4894](4894/1): Loss -0.9177, Sem 0.0218, dir -0.9948, norm 0.0552, swav 0.0000 LR: 3.143e-03 Score 99.145 Data time: 0.1946, Forward time: 2.2575, Backward time: 2.4133, DDP time: 0.0054, Total iter time: 4.6790 [2020-11-08 12:13:23,884][root][INFO] - ===> Epoch[4895](4895/1): Loss -0.9181, Sem 0.0220, dir -0.9950, norm 0.0548, swav 0.0000 LR: 3.116e-03 Score 99.124 Data time: 0.2106, Forward time: 2.2574, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.9226 [2020-11-08 12:13:29,043][root][INFO] - ===> Epoch[4896](4896/1): Loss -0.9198, Sem 0.0228, dir -0.9952, norm 0.0526, swav 0.0000 LR: 3.090e-03 Score 99.106 Data time: 0.2239, Forward time: 2.2574, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 5.0176 [2020-11-08 12:13:33,857][root][INFO] - ===> Epoch[4897](4897/1): Loss -0.9192, Sem 0.0229, dir -0.9952, norm 0.0531, swav 0.0000 LR: 3.063e-03 Score 99.104 Data time: 0.1962, Forward time: 2.2574, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.6858 [2020-11-08 12:13:38,492][root][INFO] - ===> Epoch[4898](4898/1): Loss -0.9189, Sem 0.0229, dir -0.9950, norm 0.0532, swav 0.0000 LR: 3.037e-03 Score 99.095 Data time: 0.1627, Forward time: 2.2573, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.5184 [2020-11-08 12:13:43,127][root][INFO] - ===> Epoch[4899](4899/1): Loss -0.9163, Sem 0.0231, dir -0.9947, norm 0.0554, swav 0.0000 LR: 3.010e-03 Score 99.103 Data time: 0.1582, Forward time: 2.2572, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.5300 [2020-11-08 12:13:48,105][root][INFO] - ===> Epoch[4900](4900/1): Loss -0.9189, Sem 0.0226, dir -0.9950, norm 0.0534, swav 0.0000 LR: 2.984e-03 Score 99.113 Data time: 0.2105, Forward time: 2.2572, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.8548 [2020-11-08 12:13:53,124][root][INFO] - ===> Epoch[4901](4901/1): Loss -0.9177, Sem 0.0231, dir -0.9950, norm 0.0542, swav 0.0000 LR: 2.957e-03 Score 99.097 Data time: 0.1952, Forward time: 2.2571, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.8990 [2020-11-08 12:13:57,737][root][INFO] - ===> Epoch[4902](4902/1): Loss -0.9205, Sem 0.0222, dir -0.9948, norm 0.0521, swav 0.0000 LR: 2.930e-03 Score 99.118 Data time: 0.2010, Forward time: 2.2571, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.4763 [2020-11-08 12:14:03,168][root][INFO] - ===> Epoch[4903](4903/1): Loss -0.9163, Sem 0.0234, dir -0.9945, norm 0.0548, swav 0.0000 LR: 2.904e-03 Score 99.085 Data time: 0.2020, Forward time: 2.2570, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 5.3173 [2020-11-08 12:14:08,154][root][INFO] - ===> Epoch[4904](4904/1): Loss -0.9229, Sem 0.0218, dir -0.9953, norm 0.0506, swav 0.0000 LR: 2.877e-03 Score 99.139 Data time: 0.2224, Forward time: 2.2570, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.8667 [2020-11-08 12:14:13,343][root][INFO] - ===> Epoch[4905](4905/1): Loss -0.9211, Sem 0.0216, dir -0.9951, norm 0.0523, swav 0.0000 LR: 2.850e-03 Score 99.138 Data time: 0.1881, Forward time: 2.2570, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 5.0561 [2020-11-08 12:14:18,325][root][INFO] - ===> Epoch[4906](4906/1): Loss -0.9187, Sem 0.0216, dir -0.9947, norm 0.0544, swav 0.0000 LR: 2.824e-03 Score 99.153 Data time: 0.2250, Forward time: 2.2570, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.8720 [2020-11-08 12:14:23,541][root][INFO] - ===> Epoch[4907](4907/1): Loss -0.9225, Sem 0.0218, dir -0.9956, norm 0.0512, swav 0.0000 LR: 2.797e-03 Score 99.134 Data time: 0.2436, Forward time: 2.2571, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 5.0966 [2020-11-08 12:14:28,592][root][INFO] - ===> Epoch[4908](4908/1): Loss -0.9222, Sem 0.0226, dir -0.9956, norm 0.0509, swav 0.0000 LR: 2.770e-03 Score 99.107 Data time: 0.1987, Forward time: 2.2570, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.9229 [2020-11-08 12:14:33,701][root][INFO] - ===> Epoch[4909](4909/1): Loss -0.9184, Sem 0.0223, dir -0.9949, norm 0.0542, swav 0.0000 LR: 2.743e-03 Score 99.132 Data time: 0.1780, Forward time: 2.2570, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.9885 [2020-11-08 12:14:39,353][root][INFO] - ===> Epoch[4910](4910/1): Loss -0.9193, Sem 0.0223, dir -0.9948, norm 0.0531, swav 0.0000 LR: 2.716e-03 Score 99.119 Data time: 0.2185, Forward time: 2.2570, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 5.5590 [2020-11-08 12:14:44,781][root][INFO] - ===> Epoch[4911](4911/1): Loss -0.9193, Sem 0.0222, dir -0.9948, norm 0.0534, swav 0.0000 LR: 2.689e-03 Score 99.124 Data time: 0.2100, Forward time: 2.2569, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.3011 [2020-11-08 12:14:49,634][root][INFO] - ===> Epoch[4912](4912/1): Loss -0.9180, Sem 0.0223, dir -0.9946, norm 0.0543, swav 0.0000 LR: 2.663e-03 Score 99.119 Data time: 0.1980, Forward time: 2.2569, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.7390 [2020-11-08 12:14:54,596][root][INFO] - ===> Epoch[4913](4913/1): Loss -0.9220, Sem 0.0233, dir -0.9956, norm 0.0503, swav 0.0000 LR: 2.636e-03 Score 99.084 Data time: 0.1997, Forward time: 2.2569, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.8367 [2020-11-08 12:14:59,671][root][INFO] - ===> Epoch[4914](4914/1): Loss -0.9178, Sem 0.0232, dir -0.9947, norm 0.0538, swav 0.0000 LR: 2.609e-03 Score 99.091 Data time: 0.2244, Forward time: 2.2569, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 4.9660 [2020-11-08 12:15:05,176][root][INFO] - ===> Epoch[4915](4915/1): Loss -0.9175, Sem 0.0217, dir -0.9950, norm 0.0558, swav 0.0000 LR: 2.582e-03 Score 99.147 Data time: 0.2538, Forward time: 2.2570, Backward time: 2.4139, DDP time: 0.0054, Total iter time: 5.3850 [2020-11-08 12:15:10,069][root][INFO] - ===> Epoch[4916](4916/1): Loss -0.9186, Sem 0.0222, dir -0.9949, norm 0.0541, swav 0.0000 LR: 2.555e-03 Score 99.127 Data time: 0.2108, Forward time: 2.2570, Backward time: 2.4138, DDP time: 0.0054, Total iter time: 4.7380 [2020-11-08 12:15:14,709][root][INFO] - ===> Epoch[4917](4917/1): Loss -0.9156, Sem 0.0231, dir -0.9942, norm 0.0555, swav 0.0000 LR: 2.528e-03 Score 99.096 Data time: 0.2328, Forward time: 2.2570, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.5291 [2020-11-08 12:15:19,533][root][INFO] - ===> Epoch[4918](4918/1): Loss -0.9227, Sem 0.0225, dir -0.9954, norm 0.0501, swav 0.0000 LR: 2.500e-03 Score 99.118 Data time: 0.2396, Forward time: 2.2570, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.6906 [2020-11-08 12:15:24,543][root][INFO] - ===> Epoch[4919](4919/1): Loss -0.9196, Sem 0.0225, dir -0.9949, norm 0.0528, swav 0.0000 LR: 2.473e-03 Score 99.121 Data time: 0.2112, Forward time: 2.2570, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.8836 [2020-11-08 12:15:29,717][root][INFO] - ===> Epoch[4920](4920/1): Loss -0.9146, Sem 0.0228, dir -0.9946, norm 0.0572, swav 0.0000 LR: 2.446e-03 Score 99.107 Data time: 0.2262, Forward time: 2.2570, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 5.0521 [2020-11-08 12:15:35,057][root][INFO] - ===> Epoch[4921](4921/1): Loss -0.9169, Sem 0.0227, dir -0.9951, norm 0.0555, swav 0.0000 LR: 2.419e-03 Score 99.114 Data time: 0.2026, Forward time: 2.2570, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.2091 [2020-11-08 12:15:40,123][root][INFO] - ===> Epoch[4922](4922/1): Loss -0.9209, Sem 0.0212, dir -0.9951, norm 0.0529, swav 0.0000 LR: 2.392e-03 Score 99.166 Data time: 0.2248, Forward time: 2.2570, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 4.9336 [2020-11-08 12:15:45,319][root][INFO] - ===> Epoch[4923](4923/1): Loss -0.9172, Sem 0.0233, dir -0.9946, norm 0.0541, swav 0.0000 LR: 2.364e-03 Score 99.094 Data time: 0.2618, Forward time: 2.2571, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.0672 [2020-11-08 12:15:50,563][root][INFO] - ===> Epoch[4924](4924/1): Loss -0.9192, Sem 0.0219, dir -0.9946, norm 0.0535, swav 0.0000 LR: 2.337e-03 Score 99.143 Data time: 0.2516, Forward time: 2.2572, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 5.1185 [2020-11-08 12:15:55,064][root][INFO] - ===> Epoch[4925](4925/1): Loss -0.9200, Sem 0.0224, dir -0.9954, norm 0.0530, swav 0.0000 LR: 2.310e-03 Score 99.119 Data time: 0.2098, Forward time: 2.2572, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.3717 [2020-11-08 12:16:00,008][root][INFO] - ===> Epoch[4926](4926/1): Loss -0.9209, Sem 0.0230, dir -0.9952, norm 0.0513, swav 0.0000 LR: 2.282e-03 Score 99.094 Data time: 0.2074, Forward time: 2.2572, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.8284 [2020-11-08 12:16:04,900][root][INFO] - ===> Epoch[4927](4927/1): Loss -0.9194, Sem 0.0224, dir -0.9950, norm 0.0532, swav 0.0000 LR: 2.255e-03 Score 99.127 Data time: 0.2087, Forward time: 2.2572, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.7804 [2020-11-08 12:16:09,876][root][INFO] - ===> Epoch[4928](4928/1): Loss -0.9158, Sem 0.0229, dir -0.9945, norm 0.0558, swav 0.0000 LR: 2.228e-03 Score 99.104 Data time: 0.1758, Forward time: 2.2571, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.8516 [2020-11-08 12:16:14,940][root][INFO] - ===> Epoch[4929](4929/1): Loss -0.9180, Sem 0.0232, dir -0.9948, norm 0.0536, swav 0.0000 LR: 2.200e-03 Score 99.089 Data time: 0.2380, Forward time: 2.2571, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.9718 [2020-11-08 12:16:20,165][root][INFO] - ===> Epoch[4930](4930/1): Loss -0.9189, Sem 0.0237, dir -0.9949, norm 0.0523, swav 0.0000 LR: 2.173e-03 Score 99.094 Data time: 0.2531, Forward time: 2.2571, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 5.0956 [2020-11-08 12:16:25,013][root][INFO] - ===> Epoch[4931](4931/1): Loss -0.9246, Sem 0.0216, dir -0.9953, norm 0.0491, swav 0.0000 LR: 2.145e-03 Score 99.151 Data time: 0.2117, Forward time: 2.2571, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.7262 [2020-11-08 12:16:29,770][root][INFO] - ===> Epoch[4932](4932/1): Loss -0.9168, Sem 0.0231, dir -0.9944, norm 0.0545, swav 0.0000 LR: 2.117e-03 Score 99.083 Data time: 0.2427, Forward time: 2.2572, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.6282 [2020-11-08 12:16:34,685][root][INFO] - ===> Epoch[4933](4933/1): Loss -0.9208, Sem 0.0221, dir -0.9953, norm 0.0524, swav 0.0000 LR: 2.090e-03 Score 99.125 Data time: 0.2015, Forward time: 2.2572, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.7771 [2020-11-08 12:16:39,091][root][INFO] - ===> Epoch[4934](4934/1): Loss -0.9257, Sem 0.0208, dir -0.9953, norm 0.0489, swav 0.0000 LR: 2.062e-03 Score 99.173 Data time: 0.2095, Forward time: 2.2571, Backward time: 2.4133, DDP time: 0.0054, Total iter time: 4.2967 [2020-11-08 12:16:44,527][root][INFO] - ===> Epoch[4935](4935/1): Loss -0.9283, Sem 0.0203, dir -0.9958, norm 0.0472, swav 0.0000 LR: 2.034e-03 Score 99.204 Data time: 0.1843, Forward time: 2.2571, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 5.3335 [2020-11-08 12:16:49,581][root][INFO] - ===> Epoch[4936](4936/1): Loss -0.9180, Sem 0.0226, dir -0.9953, norm 0.0547, swav 0.0000 LR: 2.007e-03 Score 99.098 Data time: 0.2201, Forward time: 2.2571, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.9443 [2020-11-08 12:16:54,464][root][INFO] - ===> Epoch[4937](4937/1): Loss -0.9199, Sem 0.0232, dir -0.9954, norm 0.0523, swav 0.0000 LR: 1.979e-03 Score 99.084 Data time: 0.2229, Forward time: 2.2571, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.7571 [2020-11-08 12:17:00,088][root][INFO] - ===> Epoch[4938](4938/1): Loss -0.9192, Sem 0.0217, dir -0.9949, norm 0.0541, swav 0.0000 LR: 1.951e-03 Score 99.152 Data time: 0.1927, Forward time: 2.2570, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 5.5025 [2020-11-08 12:17:05,120][root][INFO] - ===> Epoch[4939](4939/1): Loss -0.9205, Sem 0.0222, dir -0.9951, norm 0.0523, swav 0.0000 LR: 1.923e-03 Score 99.126 Data time: 0.2689, Forward time: 2.2571, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.9429 [2020-11-08 12:17:09,818][root][INFO] - ===> Epoch[4940](4940/1): Loss -0.9177, Sem 0.0233, dir -0.9949, norm 0.0539, swav 0.0000 LR: 1.895e-03 Score 99.079 Data time: 0.2114, Forward time: 2.2570, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.5764 [2020-11-08 12:17:15,489][root][INFO] - ===> Epoch[4941](4941/1): Loss -0.9265, Sem 0.0209, dir -0.9952, norm 0.0479, swav 0.0000 LR: 1.867e-03 Score 99.174 Data time: 0.2157, Forward time: 2.2570, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 5.5542 [2020-11-08 12:17:20,363][root][INFO] - ===> Epoch[4942](4942/1): Loss -0.9205, Sem 0.0232, dir -0.9952, norm 0.0515, swav 0.0000 LR: 1.839e-03 Score 99.089 Data time: 0.2335, Forward time: 2.2571, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.7663 [2020-11-08 12:17:25,411][root][INFO] - ===> Epoch[4943](4943/1): Loss -0.9237, Sem 0.0209, dir -0.9952, norm 0.0507, swav 0.0000 LR: 1.811e-03 Score 99.177 Data time: 0.2261, Forward time: 2.2571, Backward time: 2.4135, DDP time: 0.0054, Total iter time: 4.9218 [2020-11-08 12:17:30,124][root][INFO] - ===> Epoch[4944](4944/1): Loss -0.9195, Sem 0.0230, dir -0.9946, norm 0.0521, swav 0.0000 LR: 1.783e-03 Score 99.100 Data time: 0.2256, Forward time: 2.2571, Backward time: 2.4134, DDP time: 0.0054, Total iter time: 4.5985 [2020-11-08 12:17:35,822][root][INFO] - ===> Epoch[4945](4945/1): Loss -0.9202, Sem 0.0224, dir -0.9952, norm 0.0525, swav 0.0000 LR: 1.755e-03 Score 99.115 Data time: 0.2216, Forward time: 2.2570, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 5.5850 [2020-11-08 12:17:40,938][root][INFO] - ===> Epoch[4946](4946/1): Loss -0.9220, Sem 0.0222, dir -0.9951, norm 0.0509, swav 0.0000 LR: 1.727e-03 Score 99.131 Data time: 0.2358, Forward time: 2.2571, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 4.9964 [2020-11-08 12:17:46,279][root][INFO] - ===> Epoch[4947](4947/1): Loss -0.9205, Sem 0.0219, dir -0.9949, norm 0.0525, swav 0.0000 LR: 1.698e-03 Score 99.146 Data time: 0.2436, Forward time: 2.2571, Backward time: 2.4136, DDP time: 0.0054, Total iter time: 5.2078 [2020-11-08 12:17:51,466][root][INFO] - ===> Epoch[4948](4948/1): Loss -0.9163, Sem 0.0233, dir -0.9949, norm 0.0552, swav 0.0000 LR: 1.670e-03 Score 99.083 Data time: 0.1743, Forward time: 2.2571, Backward time: 2.4137, DDP time: 0.0054, Total iter time: 5.0574 [2020-11-08 12:17:56,458][root][INFO] - ===> Epoch[4949](4949/1): Loss -0.9221, Sem 0.0221, dir -0.9954, norm 0.0511, swav 0.0000 LR: 1.642e-03 Score 99.125 Data time: 0.2218, Forward time: 2.2570, Backward time: 2.4137, DDP time: 0.0055, Total iter time: 4.9039 [2020-11-08 12:18:01,544][root][INFO] - ===> Epoch[4950](4950/1): Loss -0.9201, Sem 0.0219, dir -0.9951, norm 0.0531, swav 0.0000 LR: 1.613e-03 Score 99.150 Data time: 0.2184, Forward time: 2.2570, Backward time: 2.4137, DDP time: 0.0055, Total iter time: 4.9524 [2020-11-08 12:18:06,399][root][INFO] - ===> Epoch[4951](4951/1): Loss -0.9230, Sem 0.0220, dir -0.9953, norm 0.0504, swav 0.0000 LR: 1.585e-03 Score 99.132 Data time: 0.2484, Forward time: 2.2570, Backward time: 2.4136, DDP time: 0.0055, Total iter time: 4.7401 [2020-11-08 12:18:11,371][root][INFO] - ===> Epoch[4952](4952/1): Loss -0.9191, Sem 0.0224, dir -0.9951, norm 0.0537, swav 0.0000 LR: 1.556e-03 Score 99.113 Data time: 0.2230, Forward time: 2.2570, Backward time: 2.4136, DDP time: 0.0055, Total iter time: 4.8331 [2020-11-08 12:18:16,189][root][INFO] - ===> Epoch[4953](4953/1): Loss -0.9175, Sem 0.0230, dir -0.9950, norm 0.0545, swav 0.0000 LR: 1.527e-03 Score 99.106 Data time: 0.2204, Forward time: 2.2570, Backward time: 2.4136, DDP time: 0.0055, Total iter time: 4.6952 [2020-11-08 12:18:21,239][root][INFO] - ===> Epoch[4954](4954/1): Loss -0.9183, Sem 0.0222, dir -0.9945, norm 0.0540, swav 0.0000 LR: 1.499e-03 Score 99.134 Data time: 0.2525, Forward time: 2.2571, Backward time: 2.4135, DDP time: 0.0055, Total iter time: 4.9213 [2020-11-08 12:18:26,358][root][INFO] - ===> Epoch[4955](4955/1): Loss -0.9196, Sem 0.0225, dir -0.9950, norm 0.0529, swav 0.0000 LR: 1.470e-03 Score 99.120 Data time: 0.2447, Forward time: 2.2572, Backward time: 2.4134, DDP time: 0.0055, Total iter time: 4.9689 [2020-11-08 12:18:31,697][root][INFO] - ===> Epoch[4956](4956/1): Loss -0.9210, Sem 0.0218, dir -0.9946, norm 0.0517, swav 0.0000 LR: 1.441e-03 Score 99.140 Data time: 0.2288, Forward time: 2.2572, Backward time: 2.4134, DDP time: 0.0055, Total iter time: 5.2196 [2020-11-08 12:18:36,498][root][INFO] - ===> Epoch[4957](4957/1): Loss -0.9192, Sem 0.0238, dir -0.9947, norm 0.0517, swav 0.0000 LR: 1.412e-03 Score 99.061 Data time: 0.2000, Forward time: 2.2572, Backward time: 2.4134, DDP time: 0.0055, Total iter time: 4.6756 [2020-11-08 12:18:41,056][root][INFO] - ===> Epoch[4958](4958/1): Loss -0.9219, Sem 0.0215, dir -0.9952, norm 0.0518, swav 0.0000 LR: 1.383e-03 Score 99.149 Data time: 0.2217, Forward time: 2.2572, Backward time: 2.4133, DDP time: 0.0055, Total iter time: 4.4447 [2020-11-08 12:18:46,116][root][INFO] - ===> Epoch[4959](4959/1): Loss -0.9187, Sem 0.0218, dir -0.9950, norm 0.0545, swav 0.0000 LR: 1.354e-03 Score 99.145 Data time: 0.2422, Forward time: 2.2573, Backward time: 2.4132, DDP time: 0.0055, Total iter time: 4.9240 [2020-11-08 12:18:51,785][root][INFO] - ===> Epoch[4960](4960/1): Loss -0.9198, Sem 0.0234, dir -0.9947, norm 0.0515, swav 0.0000 LR: 1.325e-03 Score 99.082 Data time: 0.1573, Forward time: 2.2572, Backward time: 2.4135, DDP time: 0.0055, Total iter time: 5.5426 [2020-11-08 12:18:56,896][root][INFO] - ===> Epoch[4961](4961/1): Loss -0.9226, Sem 0.0221, dir -0.9950, norm 0.0504, swav 0.0000 LR: 1.296e-03 Score 99.136 Data time: 0.1885, Forward time: 2.2571, Backward time: 2.4135, DDP time: 0.0055, Total iter time: 5.0044 [2020-11-08 12:19:01,550][root][INFO] - ===> Epoch[4962](4962/1): Loss -0.9190, Sem 0.0221, dir -0.9950, norm 0.0539, swav 0.0000 LR: 1.267e-03 Score 99.126 Data time: 0.2241, Forward time: 2.2571, Backward time: 2.4135, DDP time: 0.0055, Total iter time: 4.5406 [2020-11-08 12:19:06,939][root][INFO] - ===> Epoch[4963](4963/1): Loss -0.9185, Sem 0.0222, dir -0.9950, norm 0.0543, swav 0.0000 LR: 1.238e-03 Score 99.127 Data time: 0.2214, Forward time: 2.2570, Backward time: 2.4136, DDP time: 0.0055, Total iter time: 5.2534 [2020-11-08 12:19:12,093][root][INFO] - ===> Epoch[4964](4964/1): Loss -0.9222, Sem 0.0213, dir -0.9954, norm 0.0519, swav 0.0000 LR: 1.208e-03 Score 99.165 Data time: 0.1926, Forward time: 2.2570, Backward time: 2.4137, DDP time: 0.0055, Total iter time: 5.0419 [2020-11-08 12:19:17,576][root][INFO] - ===> Epoch[4965](4965/1): Loss -0.9225, Sem 0.0214, dir -0.9951, norm 0.0512, swav 0.0000 LR: 1.179e-03 Score 99.156 Data time: 0.2434, Forward time: 2.2570, Backward time: 2.4137, DDP time: 0.0055, Total iter time: 5.3546 [2020-11-08 12:19:22,490][root][INFO] - ===> Epoch[4966](4966/1): Loss -0.9212, Sem 0.0226, dir -0.9950, norm 0.0511, swav 0.0000 LR: 1.150e-03 Score 99.119 Data time: 0.2106, Forward time: 2.2570, Backward time: 2.4137, DDP time: 0.0055, Total iter time: 4.7894 [2020-11-08 12:19:27,592][root][INFO] - ===> Epoch[4967](4967/1): Loss -0.9203, Sem 0.0216, dir -0.9953, norm 0.0533, swav 0.0000 LR: 1.120e-03 Score 99.150 Data time: 0.2397, Forward time: 2.2570, Backward time: 2.4137, DDP time: 0.0055, Total iter time: 4.9647 [2020-11-08 12:19:32,147][root][INFO] - ===> Epoch[4968](4968/1): Loss -0.9175, Sem 0.0229, dir -0.9949, norm 0.0545, swav 0.0000 LR: 1.090e-03 Score 99.100 Data time: 0.2080, Forward time: 2.2570, Backward time: 2.4136, DDP time: 0.0055, Total iter time: 4.4256 [2020-11-08 12:19:36,372][root][INFO] - ===> Epoch[4969](4969/1): Loss -0.9179, Sem 0.0229, dir -0.9949, norm 0.0541, swav 0.0000 LR: 1.060e-03 Score 99.106 Data time: 0.2101, Forward time: 2.2570, Backward time: 2.4135, DDP time: 0.0055, Total iter time: 4.1333 [2020-11-08 12:19:41,374][root][INFO] - ===> Epoch[4970](4970/1): Loss -0.9216, Sem 0.0212, dir -0.9949, norm 0.0521, swav 0.0000 LR: 1.031e-03 Score 99.167 Data time: 0.2233, Forward time: 2.2570, Backward time: 2.4135, DDP time: 0.0055, Total iter time: 4.8932 [2020-11-08 12:19:45,973][root][INFO] - ===> Epoch[4971](4971/1): Loss -0.9177, Sem 0.0234, dir -0.9949, norm 0.0538, swav 0.0000 LR: 1.001e-03 Score 99.085 Data time: 0.1963, Forward time: 2.2570, Backward time: 2.4134, DDP time: 0.0055, Total iter time: 4.4762 [2020-11-08 12:19:51,139][root][INFO] - ===> Epoch[4972](4972/1): Loss -0.9191, Sem 0.0226, dir -0.9947, norm 0.0531, swav 0.0000 LR: 9.705e-04 Score 99.109 Data time: 0.1586, Forward time: 2.2568, Backward time: 2.4135, DDP time: 0.0055, Total iter time: 5.0616 [2020-11-08 12:19:56,109][root][INFO] - ===> Epoch[4973](4973/1): Loss -0.9233, Sem 0.0212, dir -0.9955, norm 0.0511, swav 0.0000 LR: 9.404e-04 Score 99.161 Data time: 0.2208, Forward time: 2.2568, Backward time: 2.4136, DDP time: 0.0055, Total iter time: 4.9087 [2020-11-08 12:20:01,148][root][INFO] - ===> Epoch[4974](4974/1): Loss -0.9175, Sem 0.0221, dir -0.9948, norm 0.0552, swav 0.0000 LR: 9.101e-04 Score 99.133 Data time: 0.1783, Forward time: 2.2568, Backward time: 2.4136, DDP time: 0.0055, Total iter time: 4.9153 [2020-11-08 12:20:06,380][root][INFO] - ===> Epoch[4975](4975/1): Loss -0.9227, Sem 0.0220, dir -0.9957, norm 0.0510, swav 0.0000 LR: 8.797e-04 Score 99.136 Data time: 0.2348, Forward time: 2.2567, Backward time: 2.4137, DDP time: 0.0055, Total iter time: 5.1357 [2020-11-08 12:20:11,400][root][INFO] - ===> Epoch[4976](4976/1): Loss -0.9192, Sem 0.0218, dir -0.9949, norm 0.0538, swav 0.0000 LR: 8.492e-04 Score 99.139 Data time: 0.2152, Forward time: 2.2568, Backward time: 2.4136, DDP time: 0.0055, Total iter time: 4.9082 [2020-11-08 12:20:16,604][root][INFO] - ===> Epoch[4977](4977/1): Loss -0.9181, Sem 0.0229, dir -0.9948, norm 0.0538, swav 0.0000 LR: 8.185e-04 Score 99.110 Data time: 0.1757, Forward time: 2.2567, Backward time: 2.4138, DDP time: 0.0055, Total iter time: 5.0826 [2020-11-08 12:20:21,316][root][INFO] - ===> Epoch[4978](4978/1): Loss -0.9207, Sem 0.0223, dir -0.9952, norm 0.0523, swav 0.0000 LR: 7.878e-04 Score 99.115 Data time: 0.1893, Forward time: 2.2566, Backward time: 2.4137, DDP time: 0.0055, Total iter time: 4.6025 [2020-11-08 12:20:26,211][root][INFO] - ===> Epoch[4979](4979/1): Loss -0.9177, Sem 0.0238, dir -0.9949, norm 0.0534, swav 0.0000 LR: 7.569e-04 Score 99.086 Data time: 0.1477, Forward time: 2.2565, Backward time: 2.4139, DDP time: 0.0055, Total iter time: 4.7726 [2020-11-08 12:20:31,183][root][INFO] - ===> Epoch[4980](4980/1): Loss -0.9187, Sem 0.0222, dir -0.9950, norm 0.0541, swav 0.0000 LR: 7.258e-04 Score 99.132 Data time: 0.1767, Forward time: 2.2564, Backward time: 2.4140, DDP time: 0.0055, Total iter time: 4.8663 [2020-11-08 12:20:35,970][root][INFO] - ===> Epoch[4981](4981/1): Loss -0.9183, Sem 0.0231, dir -0.9949, norm 0.0535, swav 0.0000 LR: 6.947e-04 Score 99.096 Data time: 0.2341, Forward time: 2.2564, Backward time: 2.4139, DDP time: 0.0055, Total iter time: 4.6568 [2020-11-08 12:20:41,204][root][INFO] - ===> Epoch[4982](4982/1): Loss -0.9194, Sem 0.0222, dir -0.9951, norm 0.0536, swav 0.0000 LR: 6.633e-04 Score 99.131 Data time: 0.2318, Forward time: 2.2564, Backward time: 2.4139, DDP time: 0.0055, Total iter time: 5.0780 [2020-11-08 12:20:46,437][root][INFO] - ===> Epoch[4983](4983/1): Loss -0.9231, Sem 0.0221, dir -0.9954, norm 0.0502, swav 0.0000 LR: 6.318e-04 Score 99.126 Data time: 0.2068, Forward time: 2.2564, Backward time: 2.4139, DDP time: 0.0055, Total iter time: 5.0879 [2020-11-08 12:20:51,236][root][INFO] - ===> Epoch[4984](4984/1): Loss -0.9209, Sem 0.0221, dir -0.9954, norm 0.0524, swav 0.0000 LR: 6.001e-04 Score 99.131 Data time: 0.2311, Forward time: 2.2564, Backward time: 2.4138, DDP time: 0.0055, Total iter time: 4.6613 [2020-11-08 12:20:56,745][root][INFO] - ===> Epoch[4985](4985/1): Loss -0.9197, Sem 0.0214, dir -0.9947, norm 0.0536, swav 0.0000 LR: 5.683e-04 Score 99.157 Data time: 0.1858, Forward time: 2.2564, Backward time: 2.4140, DDP time: 0.0055, Total iter time: 5.3718 [2020-11-08 12:21:01,405][root][INFO] - ===> Epoch[4986](4986/1): Loss -0.9180, Sem 0.0232, dir -0.9949, norm 0.0537, swav 0.0000 LR: 5.362e-04 Score 99.087 Data time: 0.1671, Forward time: 2.2562, Backward time: 2.4140, DDP time: 0.0055, Total iter time: 4.5430 [2020-11-08 12:21:06,949][root][INFO] - ===> Epoch[4987](4987/1): Loss -0.9131, Sem 0.0244, dir -0.9943, norm 0.0569, swav 0.0000 LR: 5.039e-04 Score 99.056 Data time: 0.2431, Forward time: 2.2563, Backward time: 2.4141, DDP time: 0.0055, Total iter time: 5.4515 [2020-11-08 12:21:11,642][root][INFO] - ===> Epoch[4988](4988/1): Loss -0.9196, Sem 0.0220, dir -0.9946, norm 0.0530, swav 0.0000 LR: 4.714e-04 Score 99.137 Data time: 0.2049, Forward time: 2.2563, Backward time: 2.4140, DDP time: 0.0055, Total iter time: 4.5710 [2020-11-08 12:21:16,833][root][INFO] - ===> Epoch[4989](4989/1): Loss -0.9265, Sem 0.0198, dir -0.9954, norm 0.0491, swav 0.0000 LR: 4.386e-04 Score 99.220 Data time: 0.1995, Forward time: 2.2563, Backward time: 2.4141, DDP time: 0.0055, Total iter time: 5.0608 [2020-11-08 12:21:21,978][root][INFO] - ===> Epoch[4990](4990/1): Loss -0.9253, Sem 0.0214, dir -0.9955, norm 0.0487, swav 0.0000 LR: 4.056e-04 Score 99.159 Data time: 0.2076, Forward time: 2.2563, Backward time: 2.4141, DDP time: 0.0055, Total iter time: 5.0228 [2020-11-08 12:21:27,282][root][INFO] - ===> Epoch[4991](4991/1): Loss -0.9191, Sem 0.0232, dir -0.9947, norm 0.0524, swav 0.0000 LR: 3.723e-04 Score 99.095 Data time: 0.2003, Forward time: 2.2562, Backward time: 2.4142, DDP time: 0.0055, Total iter time: 5.1590 [2020-11-08 12:21:32,161][root][INFO] - ===> Epoch[4992](4992/1): Loss -0.9181, Sem 0.0230, dir -0.9942, norm 0.0531, swav 0.0000 LR: 3.386e-04 Score 99.106 Data time: 0.1685, Forward time: 2.2561, Backward time: 2.4142, DDP time: 0.0055, Total iter time: 4.7560 [2020-11-08 12:21:37,097][root][INFO] - ===> Epoch[4993](4993/1): Loss -0.9205, Sem 0.0229, dir -0.9953, norm 0.0520, swav 0.0000 LR: 3.045e-04 Score 99.101 Data time: 0.2074, Forward time: 2.2561, Backward time: 2.4143, DDP time: 0.0055, Total iter time: 4.8272 [2020-11-08 12:21:41,617][root][INFO] - ===> Epoch[4994](4994/1): Loss -0.9179, Sem 0.0224, dir -0.9949, norm 0.0546, swav 0.0000 LR: 2.700e-04 Score 99.116 Data time: 0.2076, Forward time: 2.2561, Backward time: 2.4141, DDP time: 0.0055, Total iter time: 4.3983 [2020-11-08 12:21:46,575][root][INFO] - ===> Epoch[4995](4995/1): Loss -0.9169, Sem 0.0229, dir -0.9944, norm 0.0545, swav 0.0000 LR: 2.351e-04 Score 99.097 Data time: 0.1708, Forward time: 2.2560, Backward time: 2.4142, DDP time: 0.0055, Total iter time: 4.8304 [2020-11-08 12:21:51,237][root][INFO] - ===> Epoch[4996](4996/1): Loss -0.9227, Sem 0.0220, dir -0.9953, norm 0.0506, swav 0.0000 LR: 1.995e-04 Score 99.135 Data time: 0.1736, Forward time: 2.2559, Backward time: 2.4142, DDP time: 0.0055, Total iter time: 4.5373 [2020-11-08 12:21:56,010][root][INFO] - ===> Epoch[4997](4997/1): Loss -0.9252, Sem 0.0212, dir -0.9955, norm 0.0491, swav 0.0000 LR: 1.632e-04 Score 99.165 Data time: 0.1951, Forward time: 2.2558, Backward time: 2.4143, DDP time: 0.0055, Total iter time: 4.6584 [2020-11-08 12:22:01,195][root][INFO] - ===> Epoch[4998](4998/1): Loss -0.9190, Sem 0.0223, dir -0.9947, norm 0.0535, swav 0.0000 LR: 1.260e-04 Score 99.122 Data time: 0.1957, Forward time: 2.2558, Backward time: 2.4144, DDP time: 0.0055, Total iter time: 5.0977 [2020-11-08 12:22:06,297][root][INFO] - ===> Epoch[4999](4999/1): Loss -0.9243, Sem 0.0217, dir -0.9956, norm 0.0497, swav 0.0000 LR: 8.745e-05 Score 99.140 Data time: 0.1773, Forward time: 2.2557, Backward time: 2.4144, DDP time: 0.0055, Total iter time: 4.9797 [2020-11-08 12:22:11,660][submitit][INFO] - Job completed successfully [2020-11-08 12:22:11,673][submitit][INFO] - Job completed successfully [2020-11-08 12:22:11,710][submitit][INFO] - Job completed successfully [2020-11-08 12:22:11,730][submitit][INFO] - Job completed successfully [2020-11-08 12:22:11,776][submitit][INFO] - Job completed successfully [2020-11-08 12:22:11,794][submitit][INFO] - Job completed successfully [2020-11-08 12:22:11,808][submitit][INFO] - Job completed successfully [2020-11-08 12:22:12,253][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 12:22:12,460][root][INFO] - ===> Start testing [2020-11-08 12:23:33,024][root][INFO] - 101/312: Data time: 0.0051, Iter time: 0.2080 Loss 0.715 (AVG: 2.744) Score 86.338 (AVG: 70.588) mIOU 27.686 mAP 39.518 mAcc 38.871 IOU: 67.216 93.088 24.110 51.577 53.320 34.616 38.518 27.461 7.326 23.831 17.979 18.380 26.732 32.069 17.058 0.000 0.000 12.985 0.000 7.444 mAP: 67.604 94.260 28.746 52.119 62.167 63.198 52.350 41.892 20.080 40.517 38.051 28.540 45.331 42.825 27.073 11.061 8.855 30.858 10.324 24.513 mAcc: 89.203 98.392 35.133 57.225 76.000 41.244 62.867 40.822 7.921 33.600 38.620 37.051 49.725 47.392 36.144 0.000 0.000 16.923 0.000 9.148 [2020-11-08 12:25:04,945][root][INFO] - 201/312: Data time: 0.0057, Iter time: 0.3967 Loss 4.889 (AVG: 2.575) Score 59.856 (AVG: 72.386) mIOU 28.964 mAP 39.472 mAcc 39.740 IOU: 68.643 93.401 20.397 45.661 60.153 41.062 42.514 31.451 6.039 35.335 17.461 17.258 25.819 39.747 14.048 0.000 0.000 11.550 0.000 8.734 mAP: 69.323 94.286 25.666 48.519 64.864 67.195 53.543 43.145 17.635 41.164 34.776 27.202 41.220 49.041 28.650 7.923 9.834 31.878 7.933 25.635 mAcc: 90.503 98.471 28.939 50.853 77.625 48.500 67.890 47.127 6.485 47.067 34.104 34.426 47.777 54.934 33.034 0.000 0.000 16.328 0.000 10.739 [2020-11-08 12:26:27,723][root][INFO] - 301/312: Data time: 0.0040, Iter time: 0.2118 Loss 3.992 (AVG: 2.568) Score 65.727 (AVG: 72.425) mIOU 28.940 mAP 39.703 mAcc 39.733 IOU: 68.373 93.274 21.318 45.913 60.536 41.238 42.197 29.216 5.755 38.869 17.179 18.725 27.866 33.536 13.418 0.000 0.000 12.226 0.000 9.155 mAP: 69.736 94.121 27.937 48.925 65.774 66.409 51.968 40.987 16.304 45.251 31.922 30.222 41.533 45.126 30.803 9.293 8.470 34.986 8.648 25.645 mAcc: 90.035 98.416 30.471 52.133 78.175 49.926 66.690 43.186 6.159 51.833 30.618 38.229 48.211 49.098 32.835 0.000 0.000 17.438 0.000 11.201 [2020-11-08 12:26:35,305][root][INFO] - 312/312: Data time: 0.0035, Iter time: 0.3509 Loss 3.030 (AVG: 2.546) Score 70.022 (AVG: 72.637) mIOU 29.008 mAP 39.951 mAcc 39.800 IOU: 68.540 93.334 21.376 45.436 61.272 40.872 42.354 29.394 5.742 38.715 17.216 18.696 28.027 33.440 13.788 0.000 0.000 12.465 0.000 9.486 mAP: 69.918 94.269 27.940 48.740 66.691 64.974 52.471 41.198 16.397 45.251 32.651 30.841 41.936 45.126 31.600 9.069 8.704 35.825 9.060 26.366 mAcc: 89.960 98.440 30.643 51.736 78.599 49.484 66.237 43.786 6.138 51.833 30.793 38.154 48.335 49.098 33.551 0.000 0.000 17.556 0.000 11.651 [2020-11-08 12:26:35,305][root][INFO] - Finished test. Elapsed time: 262.8444 [2020-11-08 12:26:49,435][root][INFO] - [2020-11-08 12:26:49,436][root][INFO] - ################################################################ [2020-11-08 12:26:49,436][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 12:26:49,436][root][INFO] - ################################################################ [2020-11-08 12:26:49,436][root][INFO] - cabinet : 0.008 0.025 0.125 [2020-11-08 12:26:49,436][root][INFO] - bed : 0.116 0.307 0.418 [2020-11-08 12:26:49,436][root][INFO] - chair : 0.430 0.614 0.726 [2020-11-08 12:26:49,436][root][INFO] - sofa : 0.184 0.350 0.534 [2020-11-08 12:26:49,436][root][INFO] - table : 0.081 0.158 0.259 [2020-11-08 12:26:49,436][root][INFO] - door : 0.090 0.176 0.313 [2020-11-08 12:26:49,436][root][INFO] - window : 0.000 0.000 0.014 [2020-11-08 12:26:49,436][root][INFO] - bookshelf : 0.011 0.037 0.192 [2020-11-08 12:26:49,436][root][INFO] - picture : 0.043 0.112 0.197 [2020-11-08 12:26:49,436][root][INFO] - counter : 0.000 0.002 0.040 [2020-11-08 12:26:49,436][root][INFO] - desk : 0.003 0.017 0.322 [2020-11-08 12:26:49,436][root][INFO] - curtain : 0.037 0.109 0.211 [2020-11-08 12:26:49,437][root][INFO] - refrigerator : 0.060 0.125 0.213 [2020-11-08 12:26:49,437][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 12:26:49,437][root][INFO] - toilet : 0.000 0.000 0.000 [2020-11-08 12:26:49,437][root][INFO] - sink : 0.003 0.009 0.094 [2020-11-08 12:26:49,437][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-08 12:26:49,437][root][INFO] - otherfurniture : 0.070 0.112 0.171 [2020-11-08 12:26:49,437][root][INFO] - ---------------------------------------------------------------- [2020-11-08 12:26:49,437][root][INFO] - average : 0.063 0.120 0.213 [2020-11-08 12:26:49,437][root][INFO] - [2020-11-08 12:26:49,684][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 12:26:49,686][root][INFO] - Current best mIoU: 29.305 at iter 2500 [2020-11-08 12:26:49,934][submitit][INFO] - Job completed successfully [2020-11-08 13:00:37,808][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:37,811][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:37,814][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:37,818][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:37,821][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:37,822][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:37,822][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:37,823][root][INFO] - ===> Loading exsiting config file [2020-11-08 13:00:37,846][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:37,847][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:37,848][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:37,853][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:37,856][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:37,857][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:37,857][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:37,858][root][INFO] - ===> Loaded exsiting config file [2020-11-08 13:00:46,926][root][INFO] - ===> Configurations [2020-11-08 13:00:46,941][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/1/1.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://learnfair1767:10100 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 13:00:46,941][root][INFO] - ===> Initializing dataloader [2020-11-08 13:00:46,945][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-08 13:00:46,949][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-08 13:00:46,949][root][INFO] - ===> Building model [2020-11-08 13:00:47,250][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-08 13:00:47,250][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 13:00:47,253][root][INFO] - ===> Loading weights: /checkpoint/jihou/checkpoint/scannet/pretrain/partition8_4096_60k/1/weights/checkpoint_60000.pth [2020-11-08 13:00:48,526][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 13:00:48,708][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-08 13:00:48,708][root][INFO] - => loading checkpoint 'weights/weights.pth' [2020-11-08 13:00:49,379][root][INFO] - => loaded checkpoint 'weights/weights.pth' (epoch 5001) [2020-11-08 13:00:58,574][submitit][INFO] - Job completed successfully [2020-11-08 13:00:58,578][submitit][INFO] - Job completed successfully [2020-11-08 13:00:58,586][submitit][INFO] - Job completed successfully [2020-11-08 13:00:58,590][submitit][INFO] - Job completed successfully [2020-11-08 13:00:58,614][submitit][INFO] - Job completed successfully [2020-11-08 13:00:58,663][submitit][INFO] - Job completed successfully [2020-11-08 13:00:58,980][submitit][INFO] - Job completed successfully [2020-11-08 13:00:59,948][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-08 13:01:00,088][root][INFO] - ===> Start testing [2020-11-08 13:02:24,993][root][INFO] - 101/312: Data time: 0.0054, Iter time: 0.2326 Loss 0.891 (AVG: 2.571) Score 82.527 (AVG: 72.854) mIOU 29.546 mAP 40.240 mAcc 40.468 IOU: 69.311 92.386 22.726 48.023 62.329 45.501 41.673 30.541 3.953 42.434 13.650 20.754 28.703 31.583 18.322 0.000 0.000 11.223 0.000 7.816 mAP: 70.706 93.470 31.751 48.427 68.074 67.129 55.257 42.592 15.203 38.206 27.337 32.327 42.746 52.658 36.297 9.443 8.598 36.390 5.708 22.482 mAcc: 90.237 98.213 34.481 51.174 77.706 53.537 66.928 44.649 4.264 56.116 20.283 41.667 48.905 58.156 38.584 0.000 0.000 14.785 0.000 9.676 [2020-11-08 13:03:51,661][root][INFO] - 201/312: Data time: 0.0059, Iter time: 0.1354 Loss 4.463 (AVG: 2.385) Score 61.226 (AVG: 74.061) mIOU 29.483 mAP 40.130 mAcc 39.893 IOU: 69.901 93.500 22.108 46.540 63.722 39.664 44.753 29.133 4.580 44.938 17.185 18.266 29.109 28.573 15.360 0.000 0.000 12.016 0.000 10.314 mAP: 70.991 93.727 27.577 49.027 68.558 66.641 54.354 41.783 16.178 46.851 34.093 30.491 42.183 42.462 31.379 7.077 7.528 37.352 9.074 25.270 mAcc: 90.204 98.543 31.854 49.967 79.412 49.798 67.410 42.650 4.938 58.542 28.923 36.602 48.530 46.720 34.203 0.000 0.000 16.452 0.000 13.102 [2020-11-08 13:05:23,057][root][INFO] - 301/312: Data time: 0.0852, Iter time: 0.3106 Loss 4.889 (AVG: 2.558) Score 55.321 (AVG: 72.635) mIOU 28.849 mAP 39.927 mAcc 39.491 IOU: 68.619 93.303 20.278 45.790 61.153 40.163 42.016 29.542 5.656 38.901 16.802 17.174 27.999 34.146 13.613 0.000 0.000 12.451 0.000 9.373 mAP: 69.985 94.116 26.779 49.147 66.673 64.393 52.524 41.001 16.485 46.045 32.953 29.977 42.223 45.718 31.168 9.325 8.702 36.003 9.067 26.255 mAcc: 90.339 98.442 28.609 52.710 78.458 48.975 66.370 43.583 6.029 52.402 29.757 35.632 47.878 49.676 32.231 0.000 0.000 17.220 0.000 11.508 [2020-11-08 13:05:32,349][root][INFO] - 312/312: Data time: 0.0024, Iter time: 0.1488 Loss 0.941 (AVG: 2.554) Score 83.222 (AVG: 72.661) mIOU 28.980 mAP 39.959 mAcc 39.676 IOU: 68.536 93.327 21.090 45.407 61.229 40.912 42.275 29.364 5.746 38.544 17.153 18.866 27.926 33.448 14.055 0.000 0.000 12.286 0.000 9.435 mAP: 69.890 94.253 27.805 49.027 66.782 64.980 52.492 41.248 16.366 45.233 32.539 30.691 41.981 44.781 31.773 9.325 8.861 35.668 9.067 26.428 mAcc: 90.255 98.449 29.723 52.230 78.425 49.807 66.600 43.135 6.141 52.157 30.370 37.628 48.226 48.673 33.223 0.000 0.000 16.892 0.000 11.582 [2020-11-08 13:05:32,351][root][INFO] - Finished test. Elapsed time: 272.2614 [2020-11-08 13:05:45,393][root][INFO] - [2020-11-08 13:05:45,399][root][INFO] - ################################################################ [2020-11-08 13:05:45,399][root][INFO] - what : AP AP_50% AP_25% [2020-11-08 13:05:45,399][root][INFO] - ################################################################ [2020-11-08 13:05:45,399][root][INFO] - cabinet : 0.009 0.026 0.124 [2020-11-08 13:05:45,399][root][INFO] - bed : 0.130 0.350 0.454 [2020-11-08 13:05:45,399][root][INFO] - chair : 0.435 0.622 0.730 [2020-11-08 13:05:45,399][root][INFO] - sofa : 0.185 0.351 0.539 [2020-11-08 13:05:45,399][root][INFO] - table : 0.080 0.155 0.259 [2020-11-08 13:05:45,399][root][INFO] - door : 0.091 0.178 0.314 [2020-11-08 13:05:45,399][root][INFO] - window : 0.000 0.000 0.013 [2020-11-08 13:05:45,399][root][INFO] - bookshelf : 0.012 0.039 0.190 [2020-11-08 13:05:45,399][root][INFO] - picture : 0.043 0.112 0.207 [2020-11-08 13:05:45,399][root][INFO] - counter : 0.000 0.001 0.045 [2020-11-08 13:05:45,399][root][INFO] - desk : 0.003 0.018 0.330 [2020-11-08 13:05:45,399][root][INFO] - curtain : 0.038 0.110 0.219 [2020-11-08 13:05:45,399][root][INFO] - refrigerator : 0.057 0.123 0.201 [2020-11-08 13:05:45,400][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-08 13:05:45,400][root][INFO] - toilet : 0.000 0.000 0.000 [2020-11-08 13:05:45,400][root][INFO] - sink : 0.003 0.010 0.087 [2020-11-08 13:05:45,400][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-08 13:05:45,400][root][INFO] - otherfurniture : 0.070 0.115 0.172 [2020-11-08 13:05:45,400][root][INFO] - ---------------------------------------------------------------- [2020-11-08 13:05:45,400][root][INFO] - average : 0.064 0.123 0.216 [2020-11-08 13:05:45,400][root][INFO] - [2020-11-08 13:05:45,688][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-08 13:05:45,689][root][INFO] - Current best mIoU: 29.305 at iter 2500 [2020-11-08 13:05:45,896][submitit][INFO] - Job completed successfully